Fake News Classifier.ipynb

{
  "cells":[
    {
      "cell_type":"code",
      "source":[
        "import pandas as pd"
      ],
      "execution_count":1,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "df = pd.read_csv('train.csv')\n",
        "df.head()"
      ],
      "execution_count":2,
      "outputs":[
        {
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              "      <th><\/th>\n",
              "      <th>id<\/th>\n",
              "      <th>title<\/th>\n",
              "      <th>author<\/th>\n",
              "      <th>text<\/th>\n",
              "      <th>label<\/th>\n",
              "    <\/tr>\n",
              "  <\/thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0<\/th>\n",
              "      <td>0<\/td>\n",
              "      <td>House Dem Aide: We Didn’t Even See Comey’s Let...<\/td>\n",
              "      <td>Darrell Lucus<\/td>\n",
              "      <td>House Dem Aide: We Didn’t Even See Comey’s Let...<\/td>\n",
              "      <td>1<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>1<\/th>\n",
              "      <td>1<\/td>\n",
              "      <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",
              "      <td>0<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>2<\/th>\n",
              "      <td>2<\/td>\n",
              "      <td>Why the Truth Might Get You Fired<\/td>\n",
              "      <td>Consortiumnews.com<\/td>\n",
              "      <td>Why the Truth Might Get You Fired October 29, ...<\/td>\n",
              "      <td>1<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>3<\/th>\n",
              "      <td>3<\/td>\n",
              "      <td>15 Civilians Killed In Single US Airstrike Hav...<\/td>\n",
              "      <td>Jessica Purkiss<\/td>\n",
              "      <td>Videos 15 Civilians Killed In Single US Airstr...<\/td>\n",
              "      <td>1<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>4<\/th>\n",
              "      <td>4<\/td>\n",
              "      <td>Iranian woman jailed for fictional unpublished...<\/td>\n",
              "      <td>Howard Portnoy<\/td>\n",
              "      <td>Print \\nAn Iranian woman has been sentenced to...<\/td>\n",
              "      <td>1<\/td>\n",
              "    <\/tr>\n",
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          "output_type":"display_data"
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      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "x = df.drop('label', axis=1)\n",
        "x.head()"
      ],
      "execution_count":3,
      "outputs":[
        {
          "data":{
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              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
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              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "<\/style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th><\/th>\n",
              "      <th>id<\/th>\n",
              "      <th>title<\/th>\n",
              "      <th>author<\/th>\n",
              "      <th>text<\/th>\n",
              "    <\/tr>\n",
              "  <\/thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0<\/th>\n",
              "      <td>0<\/td>\n",
              "      <td>House Dem Aide: We Didn’t Even See Comey’s Let...<\/td>\n",
              "      <td>Darrell Lucus<\/td>\n",
              "      <td>House Dem Aide: We Didn’t Even See Comey’s Let...<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>1<\/th>\n",
              "      <td>1<\/td>\n",
              "      <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",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>2<\/th>\n",
              "      <td>2<\/td>\n",
              "      <td>Why the Truth Might Get You Fired<\/td>\n",
              "      <td>Consortiumnews.com<\/td>\n",
              "      <td>Why the Truth Might Get You Fired October 29, ...<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>3<\/th>\n",
              "      <td>3<\/td>\n",
              "      <td>15 Civilians Killed In Single US Airstrike Hav...<\/td>\n",
              "      <td>Jessica Purkiss<\/td>\n",
              "      <td>Videos 15 Civilians Killed In Single US Airstr...<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>4<\/th>\n",
              "      <td>4<\/td>\n",
              "      <td>Iranian woman jailed for fictional unpublished...<\/td>\n",
              "      <td>Howard Portnoy<\/td>\n",
              "      <td>Print \\nAn Iranian woman has been sentenced to...<\/td>\n",
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      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "y = df['label']\n",
        "y.head()"
      ],
      "execution_count":4,
      "outputs":[
        {
          "data":{
            "text\/html":[
              
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "df.shape"
      ],
      "execution_count":5,
      "outputs":[
        {
          "data":{
            "text\/plain":[
              "(20800, 5)"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer, HashingVectorizer"
      ],
      "execution_count":6,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "df = df.dropna()"
      ],
      "execution_count":7,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "message = df.copy()"
      ],
      "execution_count":8,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "# after removing nan values somes records will be missing so reset the index\n",
        "message.reset_index(inplace=True)"
      ],
      "execution_count":9,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "message['title'][6]"
      ],
      "execution_count":10,
      "outputs":[
        {
          "data":{
            "text\/plain":[
              "'Benoît Hamon Wins French Socialist Party’s Presidential Nomination - The New York Times'"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "import nltk\n",
        "nltk.download('stopwords')"
      ],
      "execution_count":11,
      "outputs":[
        {
          "name":"stderr",
          "text":[
            "[nltk_data] Downloading package stopwords to\n",
            "[nltk_data]     \/home\/datalore\/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ],
          "output_type":"stream"
        },
        {
          "data":{
            "text\/plain":[
              "True"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "from nltk.corpus import stopwords\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "import re\n",
        "ps = PorterStemmer()\n",
        "corpus = []\n",
        "for i in range(0, len(message)):\n",
        "    a = re.sub('[^a-zA-Z]', ' ', message['title'][i])\n",
        "    a = a.lower()\n",
        "    a = a.split()\n",
        "    a = [ps.stem(word) for word in a if not word in stopwords.words('english')]\n",
        "    a = ' '.join(a)\n",
        "    corpus.append(a)"
      ],
      "execution_count":12,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "corpus"
      ],
      "execution_count":13,
      "outputs":[
        {
          "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":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "cv = CountVectorizer(max_features=5000, ngram_range=(1, 3))\n",
        "x = cv.fit_transform(corpus).toarray()"
      ],
      "execution_count":14,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "x.shape"
      ],
      "execution_count":15,
      "outputs":[
        {
          "data":{
            "text\/plain":[
              "(18285, 5000)"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "y = message['label']"
      ],
      "execution_count":16,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "from sklearn.model_selection import train_test_split\n",
        "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.38, random_state=0)"
      ],
      "execution_count":17,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "cv.get_feature_names()[:20]"
      ],
      "execution_count":18,
      "outputs":[
        {
          "name":"stderr",
          "text":[
            "\/opt\/python\/envs\/default\/lib\/python3.8\/site-packages\/sklearn\/utils\/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
            "  warnings.warn(msg, category=FutureWarning)\n"
          ],
          "output_type":"stream"
        },
        {
          "data":{
            "text\/plain":[
              "['abandon',\n",
              " 'abc',\n",
              " 'abc news',\n",
              " 'abduct',\n",
              " 'abe',\n",
              " 'abedin',\n",
              " 'abl',\n",
              " 'abort',\n",
              " 'abroad',\n",
              " 'absolut',\n",
              " 'abstain',\n",
              " 'absurd',\n",
              " 'abus',\n",
              " 'abus new',\n",
              " 'abus new york',\n",
              " 'academi',\n",
              " 'accept',\n",
              " 'access',\n",
              " 'access pipelin',\n",
              " 'access pipelin protest']"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "cv.get_params()"
      ],
      "execution_count":19,
      "outputs":[
        {
          "data":{
            "text\/plain":[
              "{'analyzer': 'word',\n",
              " 'binary': False,\n",
              " 'decode_error': 'strict',\n",
              " 'dtype': numpy.int64,\n",
              " 'encoding': 'utf-8',\n",
              " 'input': 'content',\n",
              " 'lowercase': True,\n",
              " 'max_df': 1.0,\n",
              " 'max_features': 5000,\n",
              " 'min_df': 1,\n",
              " 'ngram_range': (1, 3),\n",
              " 'preprocessor': None,\n",
              " 'stop_words': None,\n",
              " 'strip_accents': None,\n",
              " 'token_pattern': '(?u)\\\\b\\\\w\\\\w+\\\\b',\n",
              " 'tokenizer': None,\n",
              " 'vocabulary': None}"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "count_df = pd.DataFrame(x_train, columns=cv.get_feature_names())\n",
        "count_df.head()"
      ],
      "execution_count":20,
      "outputs":[
        {
          "data":{
            "text\/html":[
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "<\/style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th><\/th>\n",
              "      <th>abandon<\/th>\n",
              "      <th>abc<\/th>\n",
              "      <th>abc news<\/th>\n",
              "      <th>abduct<\/th>\n",
              "      <th>abe<\/th>\n",
              "      <th>abedin<\/th>\n",
              "      <th>abl<\/th>\n",
              "      <th>abort<\/th>\n",
              "      <th>abroad<\/th>\n",
              "      <th>absolut<\/th>\n",
              "      <th>...<\/th>\n",
              "      <th>zero<\/th>\n",
              "      <th>zika<\/th>\n",
              "      <th>zika viru<\/th>\n",
              "      <th>zionist<\/th>\n",
              "      <th>zone<\/th>\n",
              "      <th>zone new<\/th>\n",
              "      <th>zone new york<\/th>\n",
              "      <th>zoo<\/th>\n",
              "      <th>zu<\/th>\n",
              "      <th>zuckerberg<\/th>\n",
              "    <\/tr>\n",
              "  <\/thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0<\/th>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>...<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>1<\/th>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
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              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>...<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>2<\/th>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>...<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>3<\/th>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>...<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "    <\/tr>\n",
              "    <tr>\n",
              "      <th>4<\/th>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>...<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "      <td>0<\/td>\n",
              "    <\/tr>\n",
              "  <\/tbody>\n",
              "<\/table>\n",
              "<p>5 rows × 5000 columns<\/p>\n",
              "<\/div>"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "import matplotlib.pyplot as plt\n",
        "def plot_confusion_matrix(cm, classes,\n",
        "                          normalize=False,\n",
        "                          title='Confusion matrix',\n",
        "                          cmap=plt.cm.Blues):\n",
        "    \"\"\"\n",
        "    See full source and example: \n",
        "    http:\/\/scikit-learn.org\/stable\/auto_examples\/model_selection\/plot_confusion_matrix.html\n",
        "    \n",
        "    This function prints and plots the confusion matrix.\n",
        "    Normalization can be applied by setting `normalize=True`.\n",
        "    \"\"\"\n",
        "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
        "    plt.title(title)\n",
        "    plt.colorbar()\n",
        "    tick_marks = np.arange(len(classes))\n",
        "    plt.xticks(tick_marks, classes, rotation=45)\n",
        "    plt.yticks(tick_marks, classes)\n",
        "\n",
        "    if normalize:\n",
        "        cm = cm.astype('float') \/ cm.sum(axis=1)[:, np.newaxis]\n",
        "        print(\"Normalized confusion matrix\")\n",
        "    else:\n",
        "        print('Confusion matrix, without normalization')\n",
        "\n",
        "    thresh = cm.max() \/ 2.\n",
        "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
        "        plt.text(j, i, cm[i, j],\n",
        "                 horizontalalignment=\"center\",\n",
        "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.ylabel('True label')\n",
        "    plt.xlabel('Predicted label')"
      ],
      "execution_count":21,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "# Multinomial NB Algorithm\n",
        "from sklearn.naive_bayes import MultinomialNB\n",
        "classifier = MultinomialNB()"
      ],
      "execution_count":22,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "from sklearn import metrics\n",
        "import numpy as np\n",
        "import itertools"
      ],
      "execution_count":23,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "classifier.fit(x_train, y_train)\n",
        "pred = classifier.predict(x_test)\n",
        "score = metrics.accuracy_score(y_test, pred)\n",
        "print(\"accuracy:   %0.3f\" % score)\n",
        "cm = metrics.confusion_matrix(y_test, pred)\n",
        "plot_confusion_matrix(cm, classes=['FAKE', 'REAL'])"
      ],
      "execution_count":24,
      "outputs":[
        {
          "name":"stdout",
          "text":[
            "accuracy:   0.902\n",
            "Confusion matrix, without normalization\n"
          ],
          "output_type":"stream"
        },
        {
          "data":{
            "image\/png":[
              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\n"
            ]
          },
          "metadata":{
            "image\/png":{
              
            }
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "# Passive Aggresive Classifier Algorithm\n",
        "from sklearn.linear_model import PassiveAggressiveClassifier\n",
        "classifier2 = PassiveAggressiveClassifier()"
      ],
      "execution_count":25,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "classifier2.fit(x_train, y_train)\n",
        "pred = classifier2.predict(x_test)\n",
        "score = metrics.accuracy_score(y_test, pred)\n",
        "print(\"accuracy:   %0.3f\" % score)\n",
        "cm = metrics.confusion_matrix(y_test, pred)\n",
        "plot_confusion_matrix(cm, classes=['FAKE', 'REAL'])"
      ],
      "execution_count":26,
      "outputs":[
        {
          "name":"stdout",
          "text":[
            "accuracy:   0.923\n",
            "Confusion matrix, without normalization\n"
          ],
          "output_type":"stream"
        },
        {
          "data":{
            "image\/png":[
              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\n"
            ]
          },
          "metadata":{
            "image\/png":{
              
            }
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "# Multinomial Classifier with Hyperparameter\n",
        "classifier=MultinomialNB(alpha=0.1)"
      ],
      "execution_count":27,
      "outputs":[
        
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "previous_score=0\n",
        "for alpha in np.arange(0,1,0.1):\n",
        "    sub_classifier=MultinomialNB(alpha=alpha)\n",
        "    sub_classifier.fit(x_train,y_train)\n",
        "    y_pred=sub_classifier.predict(x_test)\n",
        "    score = metrics.accuracy_score(y_test, y_pred)\n",
        "    if score>previous_score:\n",
        "        classifier=sub_classifier\n",
        "    print(\"Alpha: {}, Score : {}\".format(alpha,score))"
      ],
      "execution_count":28,
      "outputs":[
        {
          "name":"stdout",
          "text":[
            "Alpha: 0.0, Score : 0.8890487839976975\n",
            "Alpha: 0.1, Score : 0.9011368542236293\n",
            "Alpha: 0.2, Score : 0.9011368542236293\n",
            "Alpha: 0.30000000000000004, Score : 0.9011368542236293\n",
            "Alpha: 0.4, Score : 0.9011368542236293\n",
            "Alpha: 0.5, Score : 0.9014246654194848\n",
            "Alpha: 0.6000000000000001, Score : 0.9021441934091237\n",
            "Alpha: 0.7000000000000001, Score : 0.9017124766153404\n",
            "Alpha: 0.8, Score : 0.9022880990070514\n",
            "Alpha: 0.9, Score : 0.9022880990070514\n"
          ],
          "output_type":"stream"
        },
        {
          "name":"stderr",
          "text":[
            "\/opt\/python\/envs\/default\/lib\/python3.8\/site-packages\/sklearn\/naive_bayes.py:555: UserWarning: alpha too small will result in numeric errors, setting alpha = 1.0e-10\n",
            "  warnings.warn(\n"
          ],
          "output_type":"stream"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "feature_names = cv.get_feature_names()"
      ],
      "execution_count":29,
      "outputs":[
        {
          "name":"stderr",
          "text":[
            "\/opt\/python\/envs\/default\/lib\/python3.8\/site-packages\/sklearn\/utils\/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
            "  warnings.warn(msg, category=FutureWarning)\n"
          ],
          "output_type":"stream"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "classifier.coef_[0]\n",
        "#most negative value is the most fakest word"
      ],
      "execution_count":30,
      "outputs":[
        {
          "name":"stderr",
          "text":[
            "\/opt\/python\/envs\/default\/lib\/python3.8\/site-packages\/sklearn\/utils\/deprecation.py:103: FutureWarning: Attribute `coef_` was deprecated in version 0.24 and will be removed in 1.1 (renaming of 0.26).\n",
            "  warnings.warn(msg, category=FutureWarning)\n"
          ],
          "output_type":"stream"
        },
        {
          "data":{
            "text\/html":[
              
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "sorted(zip(classifier.coef_[0], feature_names), reverse=True)[:20]"
      ],
      "execution_count":31,
      "outputs":[
        {
          "data":{
            "text\/plain":[
              "[(-3.9842979408071093, 'trump'),\n",
              " (-4.291882265389002, 'hillari'),\n",
              " (-4.393111156424989, 'clinton'),\n",
              " (-4.904726201980545, 'elect'),\n",
              " (-5.175118657641807, 'new'),\n",
              " (-5.255916285814933, 'comment'),\n",
              " (-5.2700408144185635, 'video'),\n",
              " (-5.3802071273958285, 'war'),\n",
              " (-5.407032770293017, 'us'),\n",
              " (-5.412485346506473, 'fbi'),\n",
              " (-5.417967816379216, 'hillari clinton'),\n",
              " (-5.474511989514489, 'vote'),\n",
              " (-5.57864515448047, 'email'),\n",
              " (-5.591640788968276, 'world'),\n",
              " (-5.598202492301565, 'obama'),\n",
              " (-5.7243316492061656, 'donald'),\n",
              " (-5.746991228987438, 'donald trump'),\n",
              " (-5.801950113268196, 'russia'),\n",
              " (-5.86010603342527, 'day'),\n",
              " (-5.868697151557587, 'presid')]"
            ]
          },
          "metadata":{
            
          },
          "output_type":"display_data"
        }
      ],
      "metadata":{
        
      }
    },
    {
      "cell_type":"code",
      "source":[
        "sorted(zip(classifier.coef_[0], feature_names))[:5000]"
      ],
      "execution_count":32,
      "outputs":[
        {
          "data":{
            "text\/plain":[
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              " (-10.72678541756112, 'death new york'),\n",
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              " (-10.72678541756112, 'epa'),\n",
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              " (-10.72678541756112, 'european union'),\n",
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              " (-10.72678541756112, 'fargo'),\n",
              " (-10.72678541756112, 'fatal shoot'),\n",
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              " (-10.72678541756112, 'fear trump'),\n",
              " (-10.72678541756112, 'feinstein'),\n",
              " (-10.72678541756112, 'fidel'),\n",
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              " (-10.72678541756112, 'fieri'),\n",
              " (-10.72678541756112, 'fight new'),\n",
              " (-10.72678541756112, 'fight new york'),\n",
              " (-10.72678541756112, 'fight trump'),\n",
              " (-10.72678541756112, 'filibust'),\n",
              " (-10.72678541756112, 'fillon'),\n",
              " (-10.72678541756112, 'find new'),\n",
              " (-10.72678541756112, 'find new york'),\n",
              " (-10.72678541756112, 'fire breitbart'),\n",
              " (-10.72678541756112, 'fire new york'),\n",
              " (-10.72678541756112, 'fisher'),\n",
              " (-10.72678541756112, 'fitton'),\n",
              " (-10.72678541756112, 'flight new'),\n",
              " (-10.72678541756112, 'flight new york'),\n",
              " (-10.72678541756112, 'floor'),\n",
              " (-10.72678541756112, 'fmr'),\n",
              " (-10.72678541756112, 'fort'),\n",
              " (-10.72678541756112, 'found new'),\n",
              " (-10.72678541756112, 'found new york'),\n",
              " (-10.72678541756112, 'fran oi'),\n",
              " (-10.72678541756112, 'fran oi fillon'),\n",
              " (-10.72678541756112, 'franc new'),\n",
              " (-10.72678541756112, 'franc new york'),\n",
              " (-10.72678541756112, 'freedom caucu'),\n",
              " (-10.72678541756112, 'french presidenti'),\n",
              " (-10.72678541756112, 'friday even'),\n",
              " (-10.72678541756112, 'friday even brief'),\n",
              " (-10.72678541756112, 'fs'),\n",
              " (-10.72678541756112, 'futur new'),\n",
              " (-10.72678541756112, 'futur new york'),\n",
              " (-10.72678541756112, 'gaffney'),\n",
              " (-10.72678541756112, 'game breitbart'),\n",
              " (-10.72678541756112, 'game new'),\n",
              " (-10.72678541756112, 'game new york'),\n",
              " (-10.72678541756112, 'gawker'),\n",
              " (-10.72678541756112, 'gener new'),\n",
              " (-10.72678541756112, 'gener new york'),\n",
              " (-10.72678541756112, 'georg michael'),\n",
              " (-10.72678541756112, 'get back'),\n",
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