Part 3.2: BidirectionalLSTM_FakeNews_Classifier.ipynb

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      "cell_type": "markdown",
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      "source": [
        "## Fake News Classifier Using Bidirectional LSTM\n",
        "\n",
        "Dataset: https://www.kaggle.com/c/fake-news/data#"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4vPOd78DadDe"
      },
      "source": [
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": []
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      "cell_type": "code",
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      "source": [
        "df=pd.read_csv('train/train.csv')"
      ],
      "execution_count": null,
      "outputs": []
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      "source": [
        "df.head()"
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              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>title</th>\n",
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              "      <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",
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              "      <td>FLYNN: Hillary Clinton, Big Woman on Campus - ...</td>\n",
              "      <td>Daniel J. Flynn</td>\n",
              "      <td>Ever get the feeling your life circles the rou...</td>\n",
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              "      <th>2</th>\n",
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              "   id                                              title  ...                                               text label\n",
              "0   0  House Dem Aide: We Didn’t Even See Comey’s Let...  ...  House Dem Aide: We Didn’t Even See Comey’s Let...     1\n",
              "1   1  FLYNN: Hillary Clinton, Big Woman on Campus - ...  ...  Ever get the feeling your life circles the rou...     0\n",
              "2   2                  Why the Truth Might Get You Fired  ...  Why the Truth Might Get You Fired October 29, ...     1\n",
              "3   3  15 Civilians Killed In Single US Airstrike Hav...  ...  Videos 15 Civilians Killed In Single US Airstr...     1\n",
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      "cell_type": "code",
      "metadata": {
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      },
      "source": [
        "###Drop Nan Values\n",
        "df=df.dropna()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cE-28Jn3adDi"
      },
      "source": [
        "## Get the Independent Features\n",
        "\n",
        "X=df.drop('label',axis=1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VR8YhepjadDi"
      },
      "source": [
        "## Get the Dependent features\n",
        "y=df['label']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tk0j9Z1padDj",
        "outputId": "478f850d-1e64-4795-a487-07170cc4f4be"
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      "source": [
        "y.value_counts()"
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          "data": {
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              "0    10361\n",
              "1     7924\n",
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      "cell_type": "code",
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        "id": "k1B2lFlFadDk",
        "outputId": "14883065-525d-4a39-d8e5-8f2c6555ac8d"
      },
      "source": [
        "X.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(18285, 4)"
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          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
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      "cell_type": "code",
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        "id": "dQEpK8giadDl",
        "outputId": "793c8870-d916-4fce-dbe7-705904d06c06"
      },
      "source": [
        "y.shape"
      ],
      "execution_count": null,
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        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(18285,)"
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          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NSx_aGJxadDm"
      },
      "source": [
        "import tensorflow as tf"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XioSaxTDadDn",
        "outputId": "c112f29b-c0fc-4ad4-9708-b9a2e1e9c578"
      },
      "source": [
        "tf.__version__"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'2.2.0'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mp6hPjKXadDo"
      },
      "source": [
        "from tensorflow.keras.layers import Embedding\n",
        "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.preprocessing.text import one_hot\n",
        "from tensorflow.keras.layers import LSTM\n",
        "from tensorflow.keras.layers import Dense\n",
        "from tensorflow.keras.layers import Bidirectional\n",
        "from tensorflow.keras.layers import Dropout"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "88Fu3ISEadDp"
      },
      "source": [
        "### Vocabulary size\n",
        "voc_size=5000"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cuEBODEYadDp"
      },
      "source": [
        "### Onehot Representation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rNI2Q7B8adDp"
      },
      "source": [
        "messages=X.copy()"
      ],
      "execution_count": null,
      "outputs": []
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        "outputId": "bbf9b38c-e998-4f30-83fb-e232caa3abcc"
      },
      "source": [
        "messages['title'][1]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'FLYNN: Hillary Clinton, Big Woman on Campus - Breitbart'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cEfNCHZ9adDq"
      },
      "source": [
        "messages.reset_index(inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uToWkpwRadDr",
        "outputId": "83c89061-416a-4c1c-cc27-5900f2195693"
      },
      "source": [
        "import nltk\n",
        "import re\n",
        "from nltk.corpus import stopwords"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "c:\\users\\krish naik\\anaconda3\\envs\\myenv\\lib\\importlib\\_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
            "  return f(*args, **kwds)\n",
            "c:\\users\\krish naik\\anaconda3\\envs\\myenv\\lib\\importlib\\_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
            "  return f(*args, **kwds)\n",
            "c:\\users\\krish naik\\anaconda3\\envs\\myenv\\lib\\importlib\\_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
            "  return f(*args, **kwds)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GGLX0LfXadDs",
        "outputId": "862e2af9-ae0d-4ba4-ceb6-10ab6b87930e"
      },
      "source": [
        "nltk.download('stopwords')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to C:\\Users\\Krish\n",
            "[nltk_data]     Naik\\AppData\\Roaming\\nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PnGVDrogadDs",
        "outputId": "f57b4717-9a4d-4358-a360-17f7d47fa22c"
      },
      "source": [
        "### Dataset Preprocessing\n",
        "from nltk.stem.porter import PorterStemmer\n",
        "ps = PorterStemmer()\n",
        "corpus = []\n",
        "for i in range(0, len(messages)):\n",
        "    print(i)\n",
        "    review = re.sub('[^a-zA-Z]', ' ', messages['title'][i])\n",
        "    review = review.lower()\n",
        "    review = review.split()\n",
        "    \n",
        "    review = [ps.stem(word) for word in review if not word in stopwords.words('english')]\n",
        "    review = ' '.join(review)\n",
        "    corpus.append(review)"
      ],
      "execution_count": null,
      "outputs": [
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          "output_type": "stream",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MfIX9hBSadDu",
        "outputId": "bf287093-7c23-45e4-da23-96a6583a8a17"
      },
      "source": [
        "corpus"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['hous dem aid even see comey letter jason chaffetz tweet',\n",
              " 'flynn hillari clinton big woman campu breitbart',\n",
              " 'truth might get fire',\n",
              " 'civilian kill singl us airstrik identifi',\n",
              " 'iranian woman jail fiction unpublish stori woman stone death adulteri',\n",
              " 'jacki mason hollywood would love trump bomb north korea lack tran bathroom exclus video breitbart',\n",
              " 'beno hamon win french socialist parti presidenti nomin new york time',\n",
              " 'back channel plan ukrain russia courtesi trump associ new york time',\n",
              " 'obama organ action partner soro link indivis disrupt trump agenda',\n",
              " 'bbc comedi sketch real housew isi caus outrag',\n",
              " 'russian research discov secret nazi militari base treasur hunter arctic photo',\n",
              " 'us offici see link trump russia',\n",
              " 'ye paid govern troll social media blog forum websit',\n",
              " 'major leagu soccer argentin find home success new york time',\n",
              " 'well fargo chief abruptli step new york time',\n",
              " 'anonym donor pay million releas everyon arrest dakota access pipelin',\n",
              " 'fbi close hillari',\n",
              " 'chuck todd buzzfe donald trump polit favor breitbart',\n",
              " 'monica lewinski clinton sex scandal set american crime stori',\n",
              " 'rob reiner trump mental unstabl breitbart',\n",
              " 'abort pill order rise latin american nation zika alert new york time',\n",
              " 'nuke un histor treati ban nuclear weapon',\n",
              " 'exclus islam state support vow shake west follow manchest terrorist massacr breitbart',\n",
              " 'humili hillari tri hide camera caught min ralli',\n",
              " 'andrea tantaro fox news claim retali sex harass complaint new york time',\n",
              " 'hillari clinton becam hawk new york time',\n",
              " 'chuck todd buzzfe eic publish fake news breitbart',\n",
              " 'bori johnson brexit leader fumbl new york time',\n",
              " 'texa oil field rebound price lull job left behind new york time',\n",
              " 'bayer deal monsanto follow agribusi trend rais worri farmer new york time',\n",
              " 'russia move ban jehovah wit extremist new york time',\n",
              " 'still danger zone januari th',\n",
              " 'open thread u elect',\n",
              " 'democrat gutierrez blame chicago gun violenc nra breitbart',\n",
              " 'avoid peanut avoid allergi bad strategi new york time',\n",
              " 'mri show detail imag week unborn babi breitbart',\n",
              " 'best kind milk dairi',\n",
              " 'ryan locht drop speedo usa retail new york time',\n",
              " 'conserv urg session clean obama civil right divis breitbart',\n",
              " 'intern inquiri seal fate roger ail fox new york time',\n",
              " 'press tv debat duff lebanon hezbollah aoun presid video',\n",
              " 'samsung combust galaxi note unveil new smartphon new york time',\n",
              " 'poland vow referendum migrant quota amidst eu pressur public voic heard breitbart',\n",
              " 'spark inner revolut',\n",
              " 'studi half car crash involv driver distract cell phone breitbart',\n",
              " 'trump elect spark individu collect heal',\n",
              " 'ep fade black jimmi church w laura eisenhow restor balanc video',\n",
              " 'cognit true islam book review',\n",
              " 'donald trump win elect biggest miracl us polit histori',\n",
              " 'mind eat way fight bing new york time',\n",
              " 'major potenti impact corpor tax overhaul new york time',\n",
              " 'wonder glp like day elect',\n",
              " 'maker world smallest machin award nobel prize chemistri new york time',\n",
              " 'massiv anti trump protest union squar nyc live stream',\n",
              " 'review lion bring tear lost boy wipe dri googl new york time',\n",
              " 'u gener islam state chemic attack impact u forc',\n",
              " 'juri find oregon standoff defend guilti feder conspiraci gun charg',\n",
              " 'clinton campaign stun fbi reportedli reopen probe hillari clinton email',\n",
              " 'penc speak anti abort ralli new york time',\n",
              " 'berni sander say media trump gutless polit coward',\n",
              " 'make briquett daili wast',\n",
              " 'treason nyt vow reded report',\n",
              " 'dress like woman mean new york time',\n",
              " 'ella brennan still feed lead new orlean new york time',\n",
              " 'press asia agenda obama tread lightli human right new york time',\n",
              " 'democrat percent chanc retak senat new york time',\n",
              " 'judg spank transgend obsess obama lie redflag news',\n",
              " 'u diplomat urg strike assad syria new york time',\n",
              " 'franken call independ investig trump putin crush breitbart',\n",
              " 'louisiana simon bile u presidenti race tuesday even brief new york time',\n",
              " 'turkey threaten open migrant land passag europ row dutch',\n",
              " 'huma weiner dog hillari',\n",
              " 'colin kaepernick start black panther inspir youth camp wow',\n",
              " 'trump immigr polici explain new york time',\n",
              " 'mari tyler moor mourn dick van dyke star new york time',\n",
              " 'poison',\n",
              " 'trump fan ralli across nation support presid new york time',\n",
              " 'fox biz report help bash clinton ralli cover trump pack event day',\n",
              " 'fiction podcast worth listen new york time',\n",
              " 'mike birbiglia tip make small hollywood anywher new york time',\n",
              " 'invest strategist forecast collaps timelin last gasp econom cycl come',\n",
              " 'venezuela muzzl legislatur move closer one man rule new york time',\n",
              " 'whether john mccain mitt romney donald trump democrat alway run war women tactic destroy republican candid',\n",
              " 'breitbart news daili trump boom breitbart',\n",
              " 'white hous confirm gitmo transfer obama leav offic',\n",
              " 'poll voter heard democrat elect candid breitbart',\n",
              " 'migrant confront judgment day old deport order new york time',\n",
              " 'n u yale su retir plan fee new york time',\n",
              " 'technocraci real reason un want control internet',\n",
              " 'american driver regain appetit ga guzzler new york time',\n",
              " 'hillari clinton build million war chest doubl donald trump new york time',\n",
              " 'trump catch sick report snuck interview priceless respons',\n",
              " 'senat contact russian govern week',\n",
              " 'imag perfectli illustr struggl dakota access pipelin',\n",
              " 'washington state take refuge muslim rest countri take refuge muslim breitbart',\n",
              " 'ncaa big keep watch eye texa bathroom bill breitbart',\n",
              " 'massiv espn financi subscrib loss drag disney first quarter sale breitbart',\n",
              " 'megyn kelli contract set expir next year prime big show new york time',\n",
              " 'teacher suspend allow student hit trump pinata cinco de mayo',\n",
              " 'break trump express concern anthoni weiner illeg access classifi info month ago truthfe',\n",
              " 'snap share leap debut investor doubt valu vanish new york time',\n",
              " 'clinton campaign chair dinner top doj offici one day hillari benghazi hear',\n",
              " 'tv seri first femal mlb pitcher can one low rate season breitbart',\n",
              " 'seek best fit women final four return friday sunday new york time',\n",
              " 'propos canadian nation bird ruffl feather new york time',\n",
              " 'review beyonc make lemonad marit strife new york time',\n",
              " 'trump ask sharp increas militari spend offici say new york time',\n",
              " 'waterg smoke gun email discuss clean obama hillari email',\n",
              " 'chapo trap hous new left wing podcast flagrant rip right stuff',\n",
              " 'taiwan respond china send carrier taiwan strait new york time',\n",
              " 'mother octob surpris hous card come tumbl',\n",
              " 'explos assang pilger interview us elect expect riot hillari win',\n",
              " 'telescop ate astronomi track surpass hubbl new york time',\n",
              " 'close afghan pakistani border becom humanitarian crisi new york time',\n",
              " 'tv anchor arriv white hous lunch donald trump breitbart',\n",
              " 'pelosi republican tell trump bring dishonor presid breitbart',\n",
              " 'beauti prehistor world earth wasteland',\n",
              " 'ignor trump news week learn new york time',\n",
              " 'donald trump unveil plan famili bid women vote new york time',\n",
              " 'montana democrat vote bill ban sharia law call repugn breitbart',\n",
              " 'monsanto tribun go happen',\n",
              " 'offici simon bile world best gymnast new york time',\n",
              " 'liter hurt brain read econom idioci emit trumpkin libertarian',\n",
              " 'u n secretari gener complain mass reject global favor nation',\n",
              " 'trump bollywood ad meant sway indian american voter hilari fail video',\n",
              " 'fbi find previous unseen hillari clinton email weiner laptop',\n",
              " 'year american journalist kill conspiraci theori syria proven fact',\n",
              " 'report illeg alien forego food stamp stay trump radar',\n",
              " 'make netherland great hahaha spread worldwid',\n",
              " 'four kill injur jerusalem truck ram terror attack',\n",
              " 'leader salut comrad newt brutal megyn sic kelli beatdown play game',\n",
              " 'student black colleg got beaten mace protest kkk david duke',\n",
              " 'despit strict gun control one child youth shot everi day ontario',\n",
              " 'rise internet fan bulli new york time',\n",
              " 'newli vibrant washington fear trump drain cultur new york time',\n",
              " 'fed hold interest rate steadi plan slower increas new york time',\n",
              " 'battl unesco',\n",
              " 'latest test white hous pull easter egg roll new york time',\n",
              " 'burlesqu dancer fire investig secret servic trump assassin tweet breitbart',\n",
              " 'clinton haiti',\n",
              " 'cuomo christi parallel path top troubl got new york time',\n",
              " 'top place world allow visit',\n",
              " 'new studi link fluorid consumpt hypothyroid weight gain wors',\n",
              " 'jame matti secretari offens',\n",
              " 'black church burn spray paint vote trump',\n",
              " 'sear agre sell craftsman stanley black amp decker rais cash new york time',\n",
              " 'takata chief execut resign financi pressur mount new york time',\n",
              " 'goodby good black sabbath new york time',\n",
              " 'teen geisha doll gang bust arm robberi breitbart',\n",
              " 'mohamad khwei anoth virginia man palestinian american muslim charg terror',\n",
              " 'price obamacar replac nobodi wors financi breitbart',\n",
              " 'va fail properli examin thousand veteran',\n",
              " 'trump famili alreadi sworn secreci fake moon land soon',\n",
              " 'sport writer nfl great jim brown decad civil right work eras say nice thing donald trump breitbart',\n",
              " 'watch tv excus republican skip donald trump convent new york time',\n",
              " 'open letter trump voter told like',\n",
              " 'comment power corpor lobbi quietli back hillari nobodi talk runsinquicksand',\n",
              " 'hijack end peac libyan airlin land malta new york time',\n",
              " 'like girl girl geniu new york time',\n",
              " 'scientist say canadian bacteria fossil may earth oldest new york time',\n",
              " 'pro govern forc advanc syria amid talk u russia cooper new york time',\n",
              " 'cancer agenc fire withhold carcinogen glyphos document',\n",
              " 'work walk minut work new york time',\n",
              " 'steve harvey talk hous presid elect trump new york time',\n",
              " 'coalit u troop fight mosul offens come fire',\n",
              " 'uk citizen war hero get cheap pre fab hous muslim colon get taxpay fund luxuri council home',\n",
              " 'vet fight war fed demand money back illeg refuge keep money',\n",
              " 'mr trump wild ride new york time',\n",
              " 'fbi director comey bamboozl doj congress clinton',\n",
              " 'food natur unclog arteri prevent heart attack',\n",
              " 'death two state solut',\n",
              " 'comment parent date asleep car cop arriv kill facespac',\n",
              " 'donald trump team show sign post elect moder new york time',\n",
              " 'miami beach tri tame raucou street fishbowl drink stay new york time',\n",
              " 'doctor mysteri found dead summit breakthrough cure cancer',\n",
              " 'donald trump unsink candid new york time',\n",
              " 'shock new mock hillari ad campaign warn take us war enlistforh fightforh dieforh',\n",
              " 'exclus famili slain border patrol agent brian terri say eric holder among real crimin respons',\n",
              " 'trump tell report wall work ask israel breitbart',\n",
              " 'america surviv next year',\n",
              " 'commission start press cleveland indian logo new york time',\n",
              " 'un plan implant everyon biometr id drill',\n",
              " 'trump attack senat credibl gorsuch comment new york time',\n",
              " 'clinton advisor lose leak email hillari illeg activ',\n",
              " 'art laffer paul ryan perfect right breitbart',\n",
              " 'donald trump blame econom crash',\n",
              " 'pokemon go player inadvert stop peopl commit suicid japan',\n",
              " 'california senat race tale divers flail g p new york time',\n",
              " 'exclus sourc say megyn kelli would welcom back fox news',\n",
              " 'break preced obama envoy deni extens past inaugur day new york time',\n",
              " 'brexit vote go monti python may offer clue new york time',\n",
              " 'blind mystic predict bad news trump',\n",
              " 'total vet fail left wing snowden fan girl realiti winner get access nsa secret',\n",
              " 'somalia u escal shadow war new york time',\n",
              " 'free care bless victim orlando nightclub attack new york time',\n",
              " 'durabl democrat counti countri could go trump',\n",
              " 'fed challeng rais rate may existenti new york time',\n",
              " 'russia intent attack anyon absurd say vladimir putin',\n",
              " 'f investig errant flight involv harrison ford new york time',\n",
              " 'fed rais key interest rate cite strengthen economi new york time',\n",
              " 'la expresi n lo siguient ya es la utilizada lo siguient en el castellano',\n",
              " 'trump berat news media new strategi need cover new york time',\n",
              " 'u drone strike target taliban leader new york time',\n",
              " 'u intellig expect al qaeda attack monday new york virginia texa',\n",
              " 'told cannabi great revers alzheim',\n",
              " 'report megyn kelli kick nbc show kardashian famili interview',\n",
              " 'local percent may rich think new york time',\n",
              " 'dr david duke mark collett uk collett explain duke trump victori would chang polit forev',\n",
              " 'statement senat well fargo chief deepli sorri new york time',\n",
              " 'cnn statement distanc network buzzfe fake news dossier breitbart',\n",
              " 'c e ponder new game trump rule new york time',\n",
              " 'spicer bradi stolen jersey anoth bad press breitbart',\n",
              " 'scaredi cat investig peopl enjoy fear new york time',\n",
              " 'left vision',\n",
              " 'showdown loom u question chines deal german chip design new york time',\n",
              " 'trump administr take harder tack trade china new york time',\n",
              " 'pew american trust level feder govern plummet histor low breitbart',\n",
              " 'islam state support former nation guardsman plead guilti terror charg virginia',\n",
              " 'spicer report go rais hand like big boy girl breitbart',\n",
              " 'leader applaud gorsuch confirm win pro life movement',\n",
              " 'newstick',\n",
              " 'french vogu march cover featur transgend model new york time',\n",
              " 'trump veer parti line gun control new york time',\n",
              " 'oligarchi prepar groundwork steal elect',\n",
              " 'ya hay reencuentro de operaci n triunfo que edicion de operaci n triunfo',\n",
              " 'chatsworth hous tale five centuri new york time',\n",
              " 'uncomfort love affair donald trump new england patriot new york time',\n",
              " 'john mccain withdraw support donald trump disclosur record new york time',\n",
              " 'strang unend limbo egypt hosni mubarak new york time',\n",
              " 'poverti rose u hous district obama presid',\n",
              " 'huma abedin seek fbi immun deal',\n",
              " 'singl mom escap friend zone one non date time new york time',\n",
              " 'boe suit futur spaceflight new spacesuit design breitbart',\n",
              " 'trump float oliv branch might keep part health law new york time',\n",
              " 'wapo tri compar elizabeth warren break senat rule milo shut violent riot breitbart',\n",
              " 'crumpl school bu leav chattanooga daze new york time',\n",
              " 'die came back life incred messag human',\n",
              " 'fight nation african american museum new york time',\n",
              " 'father manchest suicid bomber arrest libya breitbart',\n",
              " 'secret true leader',\n",
              " 'muslim demand local walk dog public violat sharia disrespect',\n",
              " 'hillari campaign bed pac staff donat k fbi agent wife investig',\n",
              " 'still tri flip elector colleg block trump win',\n",
              " 'al sharpton dem point appeal archi bunker trump voter breitbart',\n",
              " 'think mani doom sayer trump get offic',\n",
              " 'democrat jump session resign band wagon breitbart',\n",
              " 'alt right architect glenn beck open fire alt right grave threat republ audio tweet',\n",
              " 'politic justic protect hillari',\n",
              " 'north carolina satur surpris reel hurrican matthew new york time',\n",
              " 'live love submit memori new york time',\n",
              " 'achiev mind work medit cushion requir new york time',\n",
              " 'world first zero emiss hydrogen power passeng train unveil germani',\n",
              " 'confus chip credit card get line new york time',\n",
              " 'brook trump side foreign leader us presid israel russia breitbart',\n",
              " 'toxic air home get rid natur',\n",
              " 'connecticut reader report record voter registr inspir trump',\n",
              " 'germani react merkel trump visit could lot wors new york time',\n",
              " 'justin rose outduel henrik stenson golf gold medal new york time',\n",
              " 'iceland water cure new york time',\n",
              " 'shorten l train shutdown month new york time',\n",
              " 'time presid decid new york time',\n",
              " 'u n relief offici call crisi aleppo apex horror new york time',\n",
              " 'berkeley treat violent anti speech left like kkk',\n",
              " 'statist propaganda mani syrian us regim chang kill',\n",
              " 'self help guru jame altuch own thing new york time',\n",
              " 'trump religi liberti order give session major leeway breitbart',\n",
              " 'demoledor amparo contra salgado keiko congresista',\n",
              " 'era trump china presid champion econom global new york time',\n",
              " 'sad saga john walker lindh rebel without clue',\n",
              " 'court disagre michigan vote recount new york time',\n",
              " 'berni sander feud democrat leadership heat new york time',\n",
              " 'shortest power explan trump victori ever seen',\n",
              " 'russia look popul far east wimp need appli new york time',\n",
              " 'johnson amend trump vow destroy explain new york time',\n",
              " 'donald trump march life full support',\n",
              " 'polic offici found dead long island suicid suspect new york time',\n",
              " 'radic chang store world global market readi',\n",
              " 'like make showbiz best friend new york time',\n",
              " 'trump nomin neil gorsuch suprem court new york time',\n",
              " 'bidder cast doubt serious mexican border wall project',\n",
              " 'stake us elect',\n",
              " 'israel approv addit fund settlement west bank new york time',\n",
              " 'tx gov abbott sign legisl could put sheriff sanctuari citi jail breitbart',\n",
              " 'donald trump hold thank ralli cincinnati announc pick defens secretari new york time',\n",
              " 'lawmak look bipartisanship health care new york time',\n",
              " 'insid conserv push state amend constitut new york time',\n",
              " 'donald trump tell n r hillari clinton want let violent crimin go free new york time',\n",
              " 'pope franci trump japan tuesday brief new york time',\n",
              " 'mayorsstand day tout support illeg immigr',\n",
              " 'trump campaign celebr',\n",
              " 'democrat drag jeff session confirm fight breitbart',\n",
              " 'break news podesta brother pedo ring mr trump drain swamp v guerrilla economist',\n",
              " 'la frase destacada del debat de investidura',\n",
              " 'confus jihad hirabah build peac world',\n",
              " 'lazi liber journalist smear bannon',\n",
              " 'australia close detent center manu island still accept asylum seeker new york time',\n",
              " 'politico hillari clinton run breitbart',\n",
              " 'giant lynx make ador sound whenev human rub face',\n",
              " 'minnesota cop found guilti philando castil shoot trial',\n",
              " 'million american kill minut',\n",
              " 'wayn madsen cia alway serv interest wall street',\n",
              " 'novemb daili contrarian read',\n",
              " 'flashback report obama campaign rep talk iran hama',\n",
              " 'lesseroftwoevil',\n",
              " 'aya cash first time ate veget new york time',\n",
              " 'trump advis say isra settlement illeg',\n",
              " 'serena william prevail open problem new york time',\n",
              " 'soul man sam moor honor perform trump inaugur',\n",
              " 'ferrel came back bush destroy trump video',\n",
              " 'chines govern concern tough talk trump cabinet breitbart',\n",
              " 'billionair report seiz hong kong hotel taken china new york time',\n",
              " 'easi know link',\n",
              " 'homebodi find ultim home offic new york time',\n",
              " 'ann coulter unload paul ryan deepli unpopular obamacar bill breitbart',\n",
              " 'transgend bathroom debat turn person vermont high school new york time',\n",
              " 'obama hillari want libya gaddafi toppl kill',\n",
              " 'alert former soro associ warn pro wrong gold silver skyrocket like',\n",
              " 'hillari panick fbi weiner email',\n",
              " 'chaotic minut trump defend fine tune machin new york time',\n",
              " 'one polic shift patrol anxiou america new york time',\n",
              " 'fight ghost fascist aid real one',\n",
              " 'monday even brief brexit abort game throne new york time',\n",
              " 'eu increas brexit bill demand billion billion',\n",
              " 'arianna huffington sleep revolut start home new york time',\n",
              " 'iranian missil accident destroy iranian ship aim syria',\n",
              " 'sonoma counti california vote creat largest gmo free zone america',\n",
              " 'fbi comey wikileak intellig porn journal breitbart',\n",
              " 'clare waight keller name first femal design givenchi new york time',\n",
              " 'realiti face black canadian nation shame',\n",
              " 'top nfl draft prospect caleb brantley charg punch woman face breitbart',\n",
              " 'video pacif crest trail associ lavoy finicim murder',\n",
              " 'life lesson man seen death',\n",
              " 'trump g p work win repeal obama health act new york time',\n",
              " 'atlant goldberg confid trump handl matter life death breitbart',\n",
              " 'orthodox rabbi support trump',\n",
              " 'nuclear tension us russia reach danger point',\n",
              " 'gambia join south africa burundi exodu intern crimin court',\n",
              " 'peyton man golf presid trump sunday',\n",
              " 'obama urg donald trump send signal uniti minor group women new york time',\n",
              " 'like miracl woman give birth use ovari frozen sinc childhood new york time',\n",
              " 'uconn recip success run run run new york time',\n",
              " 'assang final afford opportun give statement rape accus',\n",
              " 'hillari puppet show much hillari care god omiss word',\n",
              " 'stock market gone high problem new york time',\n",
              " 'john kerri reject suggest u involv turkey coup new york time',\n",
              " 'trump aid stephen miller u absolut sovereign right determin cannot enter countri breitbart',\n",
              " 'year old russian girl speak languag',\n",
              " 'power corpor lobbi quietli back hillari nobodi talk',\n",
              " 'maintain sunni spirit face hardship new york time',\n",
              " 'rush limbaugh comey fire epic troll trump dem breitbart',\n",
              " 'twitter sue govern block unmask account critic trump new york time',\n",
              " 'warrior resili home cruis cavali new york time',\n",
              " 'comey letter clinton email subject justic dept inquiri new york time',\n",
              " 'spain malta u uk pressur refus allow russian carrier group refuel port',\n",
              " 'review radiohead moon shape pool patient perfection new york time',\n",
              " 'man militar polic stand rock work',\n",
              " 'woman arrest properti land stolen dapl',\n",
              " 'pulitz prize new york time win daili news propublica share public servic award new york time',\n",
              " 'vanquish wit takeov bush clinton attend donald trump inaugur breitbart',\n",
              " 'specul possibl obama pardon edward snowden bow bergdahl chelsea man breitbart',\n",
              " 'cheesi mash potato soul new york time',\n",
              " 'unprincipl wapo editor damn comey critic join',\n",
              " 'nation wreck immigr civil war brew good swede turn muslim migrant violenc rape murder',\n",
              " 'man shot dead offic crucifix gun polic say new york time',\n",
              " 'exclus rep jim jordan trump first day think great start breitbart',\n",
              " 'haley attack syria one presid finest hour breitbart',\n",
              " 'justin bieber defec ador irish fan hotel window',\n",
              " 'cancer agenc fire withhold carcinogen glyphos document',\n",
              " 'gianno caldwel claim hillari care black vote black live',\n",
              " 'isi use ramadan call new terrorist attack new york time',\n",
              " 'daili show mock mahatma blondi megyn kelli nbc debut',\n",
              " 'health care bill failur part art deal breitbart',\n",
              " 'lewandowski comey liar look sign major book deal breitbart',\n",
              " 'kimberli guilfoyl discuss potenti white hous press secretari job interview',\n",
              " 'clinton campaign chairman john podesta invit occult spirit cook dinner marina abramovi',\n",
              " 'obama coalit crumbl leav open trump new york time',\n",
              " 'pregnanc chang brain way may help mother new york time',\n",
              " 'fema open loan window red cross tri shut shelter',\n",
              " 'gaiaport interweb gaia energet strengthen',\n",
              " 'scarborough trump poop pant call modern art breitbart',\n",
              " 'cook invest time work new york time',\n",
              " 'bad news jackson famili woman leak star sick k sex secret',\n",
              " 'gorsuch london republican parti thursday even brief new york time',\n",
              " 'emma morano last person born die breitbart',\n",
              " 'loserpalooza craziest scene anti trump protest breitbart',\n",
              " 'trump victori mean africa',\n",
              " 'vision life mar earth depth new york time',\n",
              " 'obama cancel talk rodrigo dutert philippin say regret slur new york time',\n",
              " 'new jersey increas ga tax end long polit stalem new york time',\n",
              " 'abc manchest attack like inflam anti islam sentiment breitbart',\n",
              " 'hidden plain sight global depopul agenda',\n",
              " 'job american new york time',\n",
              " 'sander ask obama interven dakota access pipelin disput',\n",
              " 'googl add job section search engin includ employ rate breitbart',\n",
              " 'cri jordan meme die new york time',\n",
              " 'dem rep nchez trump use fear muslim immigr promot polici undermin valu breitbart',\n",
              " 'announc saker commun german saker blog vineyard saker',\n",
              " 'shoot victim famili watch gun measur stall new york time',\n",
              " 'imag reveal crash schiaparelli mar lander',\n",
              " 'grassroot coalit share mani question concern betsi devo senat',\n",
              " 'octob daili contrarian read',\n",
              " 'trump inaugur ball work begin play game breitbart',\n",
              " 'trump choic stephen bannon nod anti washington base new york time',\n",
              " 'media outrag white hous exclus fake news breitbart',\n",
              " 'benni morri unten denial ethnic cleans palestin',\n",
              " 'obama hillari clinton pardon could heal divid nation',\n",
              " 'except handl',\n",
              " 'nota conceptu para la presidencia de rusia',\n",
              " 'respons philippin presid fatal blast rais fear new york time',\n",
              " 'david adjay design museum speak differ languag new york time',\n",
              " 'bulletin righteou jew trump rule ruin gop establish etc item',\n",
              " 'britain reduc terror level one notch sever terror cell arrest',\n",
              " 'mute alon never short kind word friend new york time',\n",
              " 'iranian militari command claim rogu nation send elit fighter infiltr us europ',\n",
              " 'account',\n",
              " 'watch muslim student claim non believ kill islam countri breitbart',\n",
              " 'yemen yet anoth fals flag protect saudi us interest middl east new eastern outlook',\n",
              " 'watch muslim palestinian declar follow prophet muhammad kill christian jew',\n",
              " 'street dog kerala call upon superdog krypto rescu human',\n",
              " 'israel track anti govern journalist facebook',\n",
              " 'new alaska law take first step common core',\n",
              " 'key baylor footbal execut demarko butler fire text scandal breitbart',\n",
              " 'calgari airport arriv yyc',\n",
              " 'georg michael wrestl fame frank sinatra advic new york time',\n",
              " 'sharon old laureat sexual scrutin bodi ode new york time',\n",
              " 'blue collar elect shock liber media',\n",
              " 'die new york time',\n",
              " 'polic fire rubber bullet pipelin protest',\n",
              " 'ann coulter hit suppos gay icon kathi griffin isi crib antic',\n",
              " 'contamin food china enter u organ label',\n",
              " 'ten famou peopl read summer new york time',\n",
              " 'hillari clinton knew year ago anthoni weiner pedophil wikileak',\n",
              " 'million stairway nowher far west side new york time',\n",
              " 'cyber war trifl catastroph inform',\n",
              " 'presid putin ask us stop provok russia',\n",
              " 'inquiri cloud de blasio bid come strong manag race new york time',\n",
              " 'us drone strike afghanistan kill wound sever civilian',\n",
              " 'bobbi hutcherson vibraphonist colorist rang sound die new york time',\n",
              " 'amnesti advoc boycott agenc meet pro american advoc invit breitbart',\n",
              " 'project verita robert creamer illeg foreign wire transfer caught tape',\n",
              " 'ex flotu michel obama trump want feed crap kid',\n",
              " 'south sudan slide closer war gunfir rumbl capit new york time',\n",
              " 'nation mood focu group reflect angri divid america',\n",
              " 'bankrupt puerto rico vote u statehood breitbart',\n",
              " 'overwhelm brexit basic new york time',\n",
              " 'seattl gay mayor accus sexual molest teen breitbart',\n",
              " 'gender fluiditi runway new york time',\n",
              " 'us nato attack putin militari drill russia world war red alert kopya',\n",
              " 'new clinton email came underag sex pest anthoni weiner',\n",
              " 'montana bear attack lesson hope surviv first aid new york time',\n",
              " 'best america new york time',\n",
              " 'pecan step pie plate new york time',\n",
              " 'barack obama plagiar tell word matter breitbart',\n",
              " 'lower back ach activ wait new guidelin say new york time',\n",
              " 'sleep hour peopl die new york time',\n",
              " 'veep season episod littl danc new york time',\n",
              " 'dr oz trump offer placebo transpar new york time',\n",
              " 'comment gold medalist wrestler get violent polic cop choos engag deadli forc buck roger',\n",
              " 'one year water orang counti four day breitbart',\n",
              " 'doctor enemi afghan forc target f hospit new york time',\n",
              " 'year old hebrew mention jerusalem found',\n",
              " 'spirit cook disturb podesta email yet warn graphic content',\n",
              " 'donald trump misstep risk put ceil support swing state new york time',\n",
              " 'green parti margaret flower challeng us senat debat maryland undemocrat',\n",
              " 'offic rescu drown deer pool quick think',\n",
              " 'polic suspect punch armi veteran steal servic dog outsid home bronx breitbart',\n",
              " 'yike megyn kelli receiv rude awaken remind replac',\n",
              " 'iran send elit irgc warfight europ unit state prepar battl',\n",
              " 'hillari endors donald trump presid accord wikileak',\n",
              " 'woodward trump dossier garbag document intellig chief apolog trump breitbart',\n",
              " 'emmi nomin traci morgan emot return saturday night live new york time',\n",
              " 'trump pick mick mulvaney south carolina congressman budget director new york time',\n",
              " 'donald trump el primer president naranja de lo estado unido',\n",
              " 'attorney gener loretta lynch plead fifth',\n",
              " 'russia u missil defens pose deep risk secur asia',\n",
              " 'washington plan b syria realli mean',\n",
              " 'upset brexit british jew look germani new york time',\n",
              " 'girl ask boyfriend give iphon use money buy hous',\n",
              " 'amnesti intern slam obama gov kill civilian syria',\n",
              " 'find flock rural writer book club new york time',\n",
              " 'venezuela crisi enter danger phase maduro foe go milit',\n",
              " 'emigr super bloc part viii quasi legal coup hillari clinton inform oper elect',\n",
              " 'could question ask love one vote way new york time',\n",
              " 'bbc ask realli happen clinton haiti',\n",
              " 'trump pick thoma bossert top counterterror advis new york time',\n",
              " 'come unglu',\n",
              " 'trump jr suspici help arizona woman push stall car use photo op video',\n",
              " 'suicid chicago polic offic skyrocket',\n",
              " 'think suv safe shock video',\n",
              " 'peopl tortur kill sufi muslim shrine pakistan',\n",
              " 'comment architectur clever arrang brick man transform heal process architectur clever arrang brick man transform heal process new earth media',\n",
              " 'hybrid war strategi africa introduct',\n",
              " 'julian assang speak prerecord rt interview',\n",
              " 'watch israel love hollywood actor issu major plea america minut rock elect',\n",
              " 'n l donald trump botch independ day moment new york time',\n",
              " 'exclus congresswoman marsha blackburn say elimin net neutral preserv open internet breitbart',\n",
              " 'attach year round greenhous home',\n",
              " 'sheriff clark obama final day obama like tenant evict properti gonna trash place way door video',\n",
              " 'weird ban women iran',\n",
              " 'end game close clinton deep state turn',\n",
              " 'trump fight chanc establish new eastern outlook',\n",
              " 'trade stanc toward china clinton trump signal chill new york time',\n",
              " 'review secret life pet amus miss opportun new york time',\n",
              " 'first case demonetis relat hiv man unprotect sex atm machin',\n",
              " 'thing need know dakota access pipelin protest',\n",
              " 'koch brother battl prevent dark money disclosur south dakota',\n",
              " 'milo berkeley event evacu mask protest light fire storm venu breitbart',\n",
              " 'authoritarian west demon strong popular leader',\n",
              " 'swedish journo sweden collaps without illeg migrant',\n",
              " 'promis internet career vine dead write newsbiscuit cheer',\n",
              " 'iowa trump voter unfaz controversi new york time',\n",
              " 'radic american grown marxist terror group made announc januari th conserv daili post',\n",
              " 'guardian opinion writer trump bannon count terrorist massacr',\n",
              " 'putin pro trump onlin troll spill bean samantha bee',\n",
              " 'along mosul front line desper civilian dug troop fighter new york time',\n",
              " 'second avenu subway open train delay end happi tear new york time',\n",
              " 'year old cher don see top nippl pasti billboard award',\n",
              " 'report stop nine percent illeg alien border crosser would pay trump border wall breitbart',\n",
              " 'ice union issu final warn voter',\n",
              " 'elit new york polic unit rehears terrorist attack new york time',\n",
              " 'trump hollywood star vandal out shameless new video taunt polic seek',\n",
              " 'california today view san francisco lean tower space new york time',\n",
              " 'matthew trump speech putin say america first hitlerian background breitbart',\n",
              " 'vladimir putin valdai intern discuss club shape world tomorrow vladimir putin',\n",
              " 'chines social media rage unit airlin controversi breitbart',\n",
              " 'america better without border',\n",
              " 'chao terror tie make venezuela direct threat usa former un secur council presid say breitbart',\n",
              " 'rick ross documentari video doubl ad checker new york time',\n",
              " 'oil spill pacif ocean sinc last month total ignor',\n",
              " 'podesta mill go dump email',\n",
              " 'thoughtlessli disbeliev conspiraci theori need read',\n",
              " 'dr david duke dr slatteri expos hillari treason trump duke win',\n",
              " 'russian frigat syrian cost blast terrorist hq cruis missil video',\n",
              " 'hillari clinton like covert action stay covert transcript show new york time',\n",
              " 'us kurdish troop involv invad isi capit raqqa',\n",
              " 'awaken human await fulli script end controversi elect day near',\n",
              " 'georg soro back climat march bring celeb nation mall swelter saturday breitbart',\n",
              " 'edward snowden long strang journey hollywood new york time',\n",
              " 'black trump man belong murder cult',\n",
              " 'bill clinton lover call ruthless hillari warden',\n",
              " 'russia cina e arabia saudita domano l egemonia del dollaro di ariel noyola rodr guez',\n",
              " 'third month india cash shortag begin bite new york time',\n",
              " 'one trump administr posit gain popular go shock breitbart',\n",
              " 'bill clinton said white middl class life expect declin obama year',\n",
              " 'furiou eric holder issu dire warn comey partisan smear',\n",
              " 'memo trump action day',\n",
              " 'chao desper thousand flee aleppo amid govern advanc new york time',\n",
              " 'wildfir empti fort mcmurray alberta oil sand region new york time',\n",
              " 'schumer session investig seem violat recus breitbart',\n",
              " 'amid divis march washington seek bring women togeth new york time',\n",
              " 'zoe saldana trump hollywood got cocki becam arrog bulli',\n",
              " 'anti establish trump plan appoint goldman sach georg soro insid',\n",
              " 'cholesterol drug men gonad',\n",
              " 'trump flynn treat unfair fake media illeg leak breitbart',\n",
              " 'california today virtual realiti investig trayvon martin case new york time',\n",
              " 'nearli decad later apolog lynch georgia new york time',\n",
              " 'marcia clark final moment savor emmi new york time',\n",
              " 'brexit speech theresa may outlin clean break u k new york time',\n",
              " 'man hate black men found victim care other new york time',\n",
              " 'michael flynn fail disclos incom russia link entiti new york time',\n",
              " 'feder judg throw convict c sniper four life sentenc',\n",
              " 'donald trump obama thanksgiv weekend brief new york time',\n",
              " '',\n",
              " 'vine celebr life death app clip',\n",
              " 'squatti potti ceo griffin imag divis disturb decis realli',\n",
              " 'thing let go new year',\n",
              " 'comment polic union post pic hillari arrest facebook dan',\n",
              " 'koch brother secretli alli w georg soro hillari clinton',\n",
              " 'trump expand search secretari state new york time',\n",
              " 'teacher yr old wait trump elect go deport muslim',\n",
              " 'cost choic top concern health insur custom new york time',\n",
              " 'shaq announc plan run sheriff breitbart',\n",
              " 'illeg immigr cross border vote',\n",
              " 'pirat fail take helm iceland pirat parti gain mileag enough steadi ship alon',\n",
              " 'billionair build davo new york time',\n",
              " 'run danger alaskan trail new york time',\n",
              " 'la pel cula de su vida descubr que ha llevado siempr un trozo de lechuga entr lo dient',\n",
              " 'dem win congression basebal game give trophi republican steve scalis breitbart',\n",
              " 'franc present strict gun control paper tiger breitbart',\n",
              " 'china russia silk road commod nixon massiv bull market gold silver',\n",
              " 'troubl quarterback johnni manziel appear shop mall sign autograph next super bowl breitbart',\n",
              " 'bob dylan accus lift part nobel prize speech sparknot',\n",
              " 'blimp crash e coli contamin snakebitten u open wit spectat death breitbart',\n",
              " 'public employe shadow world american carnag',\n",
              " 'espn lz granderson justifi think kaepernick blackbal nobodi sign breitbart',\n",
              " 'prescript painkil death drop state legal marijuana',\n",
              " 'low growth world get new york time',\n",
              " 'istanbul donald trump benjamin netanyahu morn brief new york time',\n",
              " 'hitler hillari',\n",
              " 'dalian wanda hollywood event product new york time',\n",
              " 'comment pm water cooler timmi',\n",
              " 'breakdown clinton money machin',\n",
              " 'california forefront climat fight back trump new york time',\n",
              " 'g e year old softwar start new york time',\n",
              " 'hillari clinton hamilton would enough new york time',\n",
              " 'brain concuss children adult know vaccin damag',\n",
              " 'trump great paul craig robert',\n",
              " 'hillari frantic dirti secret implod get wors prison bombshel',\n",
              " 'rent car know rule road new york time',\n",
              " 'impeach polit brazil someth sinist new york time',\n",
              " 'trump interview moder view defi convent new york time',\n",
              " 'review sweetbitt bright light big citi restaur set new york time',\n",
              " 'gonzaga beat south carolina final four shot anoth first new york time',\n",
              " 'gorka trump interventionist command chief noth chang breitbart',\n",
              " 'thank fbi clinton email investig shift poll number significantli trump favor',\n",
              " 'race class dictat republican futur',\n",
              " 'gorsuch scalia lion law judg look law demand prefer breitbart',\n",
              " 'nc state provid student post elect comfort food therapi',\n",
              " 'iraqi troop push mosul kill across iraq',\n",
              " 'pregnant women turn marijuana perhap harm infant new york time',\n",
              " 'biggest winner loser u presidenti elect',\n",
              " 'trump psychic listen word one year ago look happen',\n",
              " 'mccain trump attack press dictat get start breitbart',\n",
              " 'judgment day one reason everi christian jew america vote donald trump',\n",
              " 'coup stolen elect',\n",
              " '',\n",
              " 'thing need know black dakota access pipelin protest',\n",
              " 'germani iraqi asylum seeker convict rape chines student',\n",
              " 'teenag boy knock classmat assault femal teacher face epic',\n",
              " 'take bring hillari clinton justic',\n",
              " 'ice round crimin alien texa capit',\n",
              " 'elect hate grief new stori',\n",
              " 'hillari question michel obama help',\n",
              " 'keith vaz british lawmak quit senior post amid sex drug scandal new york time',\n",
              " 'comment sunday devot whole univers grain sunday devot whole univers grain fellowship mind kommonsentsjan',\n",
              " 'donald trump syria emperor akihito morn brief new york time',\n",
              " 'hell frozen michel obama made hillari destroy move twitter',\n",
              " 'flynn critic call nuclear scientist miss usa dumb diss femin call health care privileg breitbart',\n",
              " 'hampshir colleg student accus assault basketbal player wear hair braid claim cultur appropri breitbart',\n",
              " 'obamamomet toxic legaci rule lawless',\n",
              " 'simon manuel gold rippl beyond pool new york time',\n",
              " 'vote machin program order steal elect',\n",
              " 'redraw tree life scientist discov new bacteria group stun microbi divers underground',\n",
              " 'trump putin destroy isi',\n",
              " 'photo game camera catch glimps possibl antler buck',\n",
              " 'turkey relat europ sink amid quarrel netherland new york time',\n",
              " 'wikileak document reveal unit nation interest ufo video',\n",
              " 'blue state blue deliber politic intimaci',\n",
              " 'clare hollingworth report broke news world war ii die new york time',\n",
              " 'north miami polic offic shoot man aid patient autism new york time',\n",
              " 'path total dictatorship america shadow govern silent coup',\n",
              " 'effort curb polic abus mix record uncertain futur new york time',\n",
              " 'signal major bottom gold silver',\n",
              " 'hey ho old england embrac punk rock year later new york time',\n",
              " 'cano reek genocid theft white privileg say canadian professor',\n",
              " 'illeg immigr advoc pledg resist deport trump',\n",
              " 'cdc scientist confirm donald trump right vaccin autism',\n",
              " 'breitbart news daili drain swamp breitbart',\n",
              " 'trump media frankenstein monster',\n",
              " 'watch toni romo say goodby dalla cowboy instagram video breitbart',\n",
              " 'global far right conspiraci theori buoy trump new york time',\n",
              " 'georgia father convict murder toddler death hot car new york time',\n",
              " 'richard boll die wrote color parachut new york time',\n",
              " 'stranahan steve bannon nail media fight trump breitbart',\n",
              " 'texa elector expect massiv corrupt relat elector colleg vote',\n",
              " 'guilti power nullif counteract govern tyranni',\n",
              " 'trillion new debt day',\n",
              " 'tori councillor say homeless peopl elimin',\n",
              " 'review hillbilli elegi tough love analysi poor back trump new york time',\n",
              " 'crimin chief',\n",
              " 'govern lie movi',\n",
              " 'trump brexit defeat global anyway',\n",
              " 'face congress sport offici begin confront sexual abus new york time',\n",
              " 'airbnb end fight new york citi fine new york time',\n",
              " 'big pharma martin shkreli suspend twitter breitbart',\n",
              " 'next big tech corridor seattl vancouv planner hope new york time',\n",
              " 'evid robot win race american job new york time',\n",
              " 'see africa road new york time',\n",
              " 'happen hip hop hillari goe dead broke brace',\n",
              " 'bill maher high trump state free speech new era new york time',\n",
              " 'l p g tour donald trump complic new york time',\n",
              " 'legend art cashin trump presid new world order gold brexit great depress see panic',\n",
              " 'fl sheriff day goe arrest lot illeg alien prey peopl breitbart',\n",
              " 'donald trump threaten cancel berkeley feder fund riot shut milo event',\n",
              " '',\n",
              " 'bill herz last war world broadcast crew die new york time',\n",
              " 'gari johnson equat syria death caus assad west new york time',\n",
              " 'republican senat bill defund un anti israel resolut',\n",
              " 'rose evanski pioneer women hairstyl die new york time',\n",
              " 'blackston saudi arabia announc billion invest u infrastructur breitbart',\n",
              " 'satur fat heart diseas greatest scam histori medicin',\n",
              " 'dem sen merkley gorsuch nomin court pack scheme turn nomin breitbart',\n",
              " 'four common mistak burn wood',\n",
              " 'push internet privaci rule move statehous new york time',\n",
              " 'madonna gave surpris pop concert support clinton new york time',\n",
              " 'trump support plan anti trump ralli lack tax reform',\n",
              " 'british healthcar offer glimps futur obamacar',\n",
              " 'trump iranian presid rouhani better care breitbart',\n",
              " 'break sec defens carter attempt fool american public veteran caught red hand',\n",
              " 'putin advis take credit trump victori mayb help bit wikileak',\n",
              " 'warren buffett stake suggest appl grown new york time',\n",
              " 'fbi clinton email investig shift poll number significantli trump favor',\n",
              " 'hillari horrifi pic surfac overnight want',\n",
              " 'paul lepag governor main say quit new york time',\n",
              " 'colorado radio station paul martin interview dave hodg elect fraud stand rock',\n",
              " 'bill clinton want call someth complet ridicul hillari elect',\n",
              " 'son death salli mann stage haunt show new york time',\n",
              " 'trump team link russia crisscross washington new york time',\n",
              " 'north korean arrest kill kim jong un half brother new york time',\n",
              " 'surgeon admit mammographi outdat harm women',\n",
              " 'war street pari arm migrant fight run battl french capit',\n",
              " 'oscar voter meryl streep nomin anti trump speech',\n",
              " 'texa enact anti sharia law',\n",
              " 'chicago polic board chair windi citi need feder help turn tide crime breitbart',\n",
              " 'look beyond novemb th song oligarchi doom',\n",
              " 'neil young celebr st birthday perform stand rock',\n",
              " 'exclus amid paul ryan obamacar push mississippi chri mcdaniel prep potenti senat run breitbart',\n",
              " 'boom short list peopl inspir michel obama',\n",
              " 'artist go boycott grammi face fallout fraught award new york time',\n",
              " 'video idiot destroy trump hollywood star get bad news second later',\n",
              " 'elit want global economi collaps',\n",
              " 'best health benefit sweat',\n",
              " 'senat confirm scott pruitt e p head new york time',\n",
              " 'cricket snake crab mix fact fraud new york subway new york time',\n",
              " 'session potenti deputi face stern test russia inquiri new york time',\n",
              " 'suicid squad top box offic second weekend new york time',\n",
              " 'health insur plan rate hike obamacar exchang breitbart',\n",
              " 'look like someon think democrat ohio full manur',\n",
              " 'syrian war report novemb govt forc relaunch offens oper insid outsid aleppo',\n",
              " 'mysteri solv get hillari clinton get movin twitchi com',\n",
              " 'senat narrowli pass rollback obama era auto r rule new york time',\n",
              " 'cramp costli bay area cri build babi build new york time',\n",
              " 'champion optim obama hail clinton polit heir new york time',\n",
              " 'fiona appl releas trump protest chant new york time',\n",
              " 'susan rice u must integr lgbt right gov foreign polici',\n",
              " 'trump organ move avoid possibl conflict interest new york time',\n",
              " 'sweden brink polic forc push break point violenc amid migrant influx',\n",
              " 'comment hemp vs cotton ultim showdown hemp readdress cannabi kuebiko co',\n",
              " 'jare kushner trump son law clear serv advis new york time',\n",
              " 'fisherman face life prison catch worth cocain sell breitbart',\n",
              " 'step ring roll punch new york time',\n",
              " 'adnan sy serial podcast get retrial murder case new york time',\n",
              " 'scientist say weird signal space probabl alien',\n",
              " 'u swimmer disput robberi claim fuel tension brazil new york time',\n",
              " 'way take self care vacat new york time',\n",
              " 'economist sign letter urg america vote donald trump',\n",
              " 'campaign long expens chaotic mayb good thing new york time',\n",
              " 'alien megastructur star target million seti search',\n",
              " 'brazen kill myanmar lawyer came spar militari new york time',\n",
              " 'jane pauley back new york time',\n",
              " 'deutsch bank consid altern pay cash bonu',\n",
              " 'danni dyer footbal foul up dvd second',\n",
              " 'lack oxford comma could cost main compani million overtim disput new york time',\n",
              " 'european parliament committe consid legal right robot breitbart',\n",
              " 'rex tillerson aggress dealmak whose tie russia may prompt scrutini new york time',\n",
              " 'fbi conduct new investig email clinton privat illeg server',\n",
              " 'heart mine us empir cultur industri',\n",
              " 'report megyn trash trump newt murdoch announc replac avail',\n",
              " 'russian scientist track sea lion space',\n",
              " 'seiz definit popul reuter warn us chao come',\n",
              " 'seaworthi readi earli unveil new york time',\n",
              " 'donald trump add k mcfarland nation secur team new york time',\n",
              " 'snowstorm bring wintri mix slush gripe new york time',\n",
              " 'republican wilder tillerson thursday even brief new york time',\n",
              " 'review bryan cranston shine lyndon johnson way new york time',\n",
              " 'samsung urg consum stop use galaxi note batteri fire new york time',\n",
              " 'elect result discuss presidenti elect open thread',\n",
              " 'ag lynch told fbi director comey go public new clinton email investig',\n",
              " 'donald trump rise white ident polit',\n",
              " 'red blue divid six view america new york time',\n",
              " 'franc identifi nd man attack church kill priest new york time',\n",
              " 'dreamer arrest nationwid gang crackdown',\n",
              " 'maxin water american public get weari trump impeach yet breitbart',\n",
              " 'wwn horoscop',\n",
              " 'deport italian mobster caught sneak across u mexico border',\n",
              " 'leak audio hillari clinton push rig palestin elect',\n",
              " 'iranian saudi proxi struggl tore apart middl east new york time',\n",
              " 'lavrov kerri discuss syrian settlement',\n",
              " 'l influenc de usa et de l otan dan le rapport de l ue avec la chine manlio dinucci',\n",
              " 'open border group gird h b fight',\n",
              " 'weinerg expos darker dirtier secret imagin',\n",
              " 'trump elect break chain polit correct',\n",
              " 'whitehous gov take climat page put america first energi plan breitbart',\n",
              " 'iran warn presid elect trump mess sweetheart nuclear deal obama',\n",
              " 'toni perkin trump eo affirm jefferson doctrin separ church state',\n",
              " 'moon fell heaven',\n",
              " 'mom star launch campaign plan parenthood',\n",
              " 'assad lesson aleppo forc work consequ new york time',\n",
              " 'penc bossert bannon demot continu play import polici role breitbart',\n",
              " 'bundi ranch occupi acquit count challeng corrupt bureau land manag',\n",
              " 'report googl face fine billion eu antitrust case breitbart',\n",
              " 'ask thom york write cover quot book',\n",
              " 'internet flasher',\n",
              " 'gretchen carlson suit aim retali discrimin new york time',\n",
              " 'googl launch ai program detect hate speech breitbart',\n",
              " 'poll show hillari lead useless mislead cartoon',\n",
              " 'last second lane merger good traffic new york time',\n",
              " 'macau skip casino embrac past new york time',\n",
              " 'montreal ungainli unlov christma tree new york time',\n",
              " 'photo jupit nasa spacecraft near far new york time',\n",
              " 'trump labor pick andrew puzder critic minimum wage increas new york time',\n",
              " 'nico rosberg take formula one driver titl despit lewi hamilton win abu dhabi new york time',\n",
              " 'sensori isol tank taught brain new york time',\n",
              " 'chelsea handler botch tweet attack trump grandchild',\n",
              " 'report trump move tax reform plan without speaker paul ryan breitbart',\n",
              " 'ag jeff session unveil program acceler deport imprison illeg breitbart',\n",
              " 'former us attorney dc new hillari email probe result revolt insid fbi',\n",
              " 'keep appear ruin former dalla banker new york time',\n",
              " 'sesam seed knee osteoarthr',\n",
              " 'white cop interact black real life',\n",
              " 'pennsylvania republican push ban privat gun sale breitbart',\n",
              " 'review warcraft orc differ domain fight heart new york time',\n",
              " 'good peopl share bad info need fact check click share',\n",
              " 'charit wed registri new york time',\n",
              " 'nypd raid hillari properti found ruin life usa newsflash',\n",
              " 'feinstein gorsuch originalist doctrin realli troubl origin would allow segreg breitbart',\n",
              " 'confront flare obama travel parti reach china new york time',\n",
              " 'reason appli job trump administr',\n",
              " 'thought silver market rig',\n",
              " 'hear agn martin seren john zorn frenzi music new york time',\n",
              " 'must see welcom famili mani hispan american vote donald trump',\n",
              " 'iraqi forc enter western mosul fierc battl isi new york time',\n",
              " 'european futur putin migrant crisi video',\n",
              " 'roll stone defam case magazin report order pay million new york time',\n",
              " 'hillari sick tire suffer weiner backup',\n",
              " 'taiwan itali joe mcknight friday even brief new york time',\n",
              " 'shiit militia say close tal afar turkey warn limit',\n",
              " 'brother clinton campaign chair activ foreign agent saudi arabian payrol',\n",
              " 'must fight trump goe conserv freedom caucu new york time',\n",
              " 'isi kidnap kill least civilian afghanistan',\n",
              " 'hold hillari account',\n",
              " 'break ted cruz call special prosecutor investig hillari truthfe',\n",
              " 'spare gunman charleston churchgoer describ night terror new york time',\n",
              " 'war satur fat harm peopl poor countri shun tradit fat like coconut oil',\n",
              " 'democrat garland mind mobil suprem court fight new york time',\n",
              " 'comment best kind milk dairi best kind milk dairi collect evolut apg editori',\n",
              " 'harri reid blast comey misconduct drop bombshel fbi sit russian trump info',\n",
              " 'nation review conservat inc plan cave even immigr',\n",
              " 'watch thug call us marin pussi bare live tell tale',\n",
              " 'next us presid psycho lesbian plu break news video',\n",
              " 'critic see effort counti town purg minor voter roll new york time',\n",
              " 'even brief hillari clinton donald trump cultur revolut new york time',\n",
              " 'indiana parent lose babi year live jail abus say never happen',\n",
              " 'roll stone paint blue new album new york time',\n",
              " 'uber extend oliv branch local govern data new york time',\n",
              " 'wilder put dutch first brussel africa asylum seeker',\n",
              " 'donald trump good educ enrich mind soul',\n",
              " 'watch brad pitt play afghanistan war gener war machin teaser breitbart',\n",
              " 'two power earthquak strike central itali',\n",
              " 'indoor garden made easi nutritow',\n",
              " 'elizabeth warren defin sleazi hypocrisi',\n",
              " 'rush limbaugh reilli departur natur campaign breitbart',\n",
              " 'museum truste trump donor support group deni climat chang new york time',\n",
              " 'cecil richard credit plan parenthood support stop ahca breitbart',\n",
              " 'switch chip know anymor',\n",
              " 'u conced million payment iran delay prison leverag new york time',\n",
              " 'australia say foil terrorist plot new york time',\n",
              " 'orovil dam state feder govern share blame',\n",
              " 'daili traditionalist jeff schoep nsm',\n",
              " 'michael moor joe blow vote trump ultim f elit human molotov cocktail',\n",
              " 'jaguar owner shahid khan oppos trump immigr ban new york time',\n",
              " 'anti trump advert side bu realli visual clever see motion',\n",
              " 'piano man mani face stranger stori new york time',\n",
              " 'ticket releas harri potter curs child new york time',\n",
              " 'fbi visit man home film us postal distribut center',\n",
              " 'hispan crowd boo marco rubio stage',\n",
              " 'fire tv report receiv thousand sexual violent threat',\n",
              " 'detain illeg alien end day hunger strike',\n",
              " 'break silenc offic testifi kill walter scott new york time',\n",
              " 'illeg immigr allegedli kill park spot',\n",
              " 'presid trump honor littl sister poor first white hous nat l day prayer year breitbart',\n",
              " 'hillari clinton support call recount vote battleground state',\n",
              " 'hbo scrap jon stewart anim comedi seri',\n",
              " 'sentenc murder rare book dealer',\n",
              " 'latest stock market invest book financi market',\n",
              " 'fashion industri ceo support plan parenthood civic respons',\n",
              " 'anti trump protest paid stage craigslist reveal',\n",
              " 'men exercis put damper sex life new york time',\n",
              " 'bake soda coconut oil kill cancer eye open evid',\n",
              " 'trump cite evid suggest susan rice commit crime new york time',\n",
              " 'breitbart news daili gorsuch scotu breitbart',\n",
              " 'hillari arrest',\n",
              " 'siri open smart lock let neighbor walk hous',\n",
              " 'donald trump michael phelp zika tuesday even brief new york time',\n",
              " 'obama furiou fed deplor drop piec gift',\n",
              " 'l mark year sinc rodney king riot breitbart',\n",
              " 'de facto us al qaeda allianc inform',\n",
              " 'cori booker paul rever moment underway russian come breitbart',\n",
              " 'rapper troy ave shot brooklyn new york time',\n",
              " 'seattl judg ignor jihad convict prior impos refuge reform ban breitbart',\n",
              " 'texa student skip school protest arrest violent crimin',\n",
              " 'trump aid tri reassur europ mani wari new york time',\n",
              " 'china trigger next global recess',\n",
              " 'bomb kill baghdad new york time',\n",
              " 'comment black racism martin wright',\n",
              " 'thank fbi clinton email investig shift poll number significantli trump favor',\n",
              " 'u rescu attempt afghanistan miss western hostag hour new york time',\n",
              " 'rick rule look sprott asset manag client money right',\n",
              " 'farm owner arrest protest dakota access pipelin theft land',\n",
              " 'trump pois lift ban c black site prison new york time',\n",
              " 'tesla musk investig solarc congress',\n",
              " 'ridicul stupid thing men keep women',\n",
              " 'press tv duff un condemn moder terrorist',\n",
              " 'nemesi scourg western world',\n",
              " 'trump budget new foundat american great breitbart',\n",
              " 'exclus islam state support vow terror group retak mosul liber',\n",
              " 'roll thunder motorcyclist return c honor pow mia breitbart',\n",
              " 'interest fun fact stethoscop',\n",
              " 'china seek bigger role world stage xi jinp go davo world econom forum new york time',\n",
              " 'veteran prepar join stand rock protest stop dakota access pipelin',\n",
              " 'photo latin america condemn venezuela excess use forc protest breitbart',\n",
              " 'sugar feed cancer cell may even creat',\n",
              " 'john kerri urg ground militari aircraft key area syria new york time',\n",
              " 'outsid money favor hillari clinton rate donald trump new york time',\n",
              " 'fake news new york time target breitbart report truth breitbart',\n",
              " 'blast new yorker examin psycholog shrapnel new york time',\n",
              " 'resist schwarzenegg call grassroot revolut u exit pari agreement',\n",
              " 'virginia offici request u inquiri inmat death jail new york time',\n",
              " 'report voter fraud crash cours',\n",
              " 'associ press report admit fake news stori hillari clinton',\n",
              " 'review garth brook bring rous anthem ballad yanke stadium new york time',\n",
              " 'sicher trainieren beim spin gilt ab sofort helmpflicht',\n",
              " 'everi asset class collaps need look wealth term mani chicken much ga buy',\n",
              " 'review halt catch fire time travel silicon valley dawn new york time',\n",
              " 'obama use religi test favor muslim christian',\n",
              " 'wingsuit flyer vs tree',\n",
              " 'turkey say airport bomber kyrgyzstan russia uzbekistan new york time',\n",
              " 'turmer power artifici drug',\n",
              " 'facebook caught sell target advertis exclud differ race',\n",
              " 'gatlinburg resid return home wildfir destruct new york time',\n",
              " 'year old girl use human bomb nigeria attack',\n",
              " 'shock berkeley poll california voter want democrat work trump breitbart',\n",
              " 'famili terror attack victim sue twitter provid resourc servic isi breitbart',\n",
              " 'philippin leader vow pardon polic accus mayor death new york time',\n",
              " 'fda found manipul media favor big pharma',\n",
              " 'jay h lehr begin end epa',\n",
              " 'imahdi arriv satan practic leader',\n",
              " 'ag session dem sen harri abl rush fast make nervou breitbart',\n",
              " 'u n envoy say u still back palestinian state new york time',\n",
              " 'trump happen',\n",
              " 'japan vote strengthen shinzo abe goal chang constitut new york time',\n",
              " 'trump camp caught cam brag voter suppress women black video',\n",
              " 'chelsea man ask obama cut sentenc time serv new york time',\n",
              " 'red sox broadcast jerri remi think foreign player use translat',\n",
              " 'shi ite militia join iraq mosul attack',\n",
              " 'escap reign super bowl commerci polit prove inescap new york time',\n",
              " 'naval brief novemb th ledahu',\n",
              " 'scandal video footag anonym expos huma hillari',\n",
              " 'jar new level confront conflict hit washington new york time',\n",
              " 'clinton transmit classifi info lawyer',\n",
              " 'hillari russian hack guid american might trump breitbart',\n",
              " 'gener elect campaign suspend wake manchest suicid bomb',\n",
              " 'grand slam father son film smash hit famili',\n",
              " 'venezuela econom crisi mean left fail',\n",
              " 'herd stamped wild boar kill three islam state jihadist breitbart',\n",
              " 'venu mar believ gender often wrong new york time',\n",
              " 'obama pardon list hotel magnat own studio new york time',\n",
              " 'suspect captur ambush style kill two iowa cop',\n",
              " 'megyn sic kelli gowdi triumphantli comment hillari case reopen',\n",
              " 'famili friendli polici friendliest male professor new york time',\n",
              " 'ringo starr anuncia que deja lo beatl',\n",
              " 'war less immin clinton defeat',\n",
              " 'mi chief present russia grow threat british interest',\n",
              " 'washington state upend trump travel ban new york time',\n",
              " 'protect swerv polic chief caught speed get laugh ticket video',\n",
              " 'fake news trump hit mexico explod',\n",
              " 'go wikileak',\n",
              " 'former cia director blame millenni wikileak document breitbart',\n",
              " 'tell stori slaveri new york time',\n",
              " 'live wire dutch elect high turnout expect controversi turkish mosqu poll centr',\n",
              " 'shave mean freedom omar',\n",
              " 'bombshel leak email expos muslim got obama administr',\n",
              " 'nativ american part ten lost tribe jewish peopl',\n",
              " 'blm rapper bill alleg son nasti surpris hillari',\n",
              " 'kevin durant join golden state warrior new york time',\n",
              " 'indian call center becom major center defraud american breitbart',\n",
              " 'congress attorney gener lynch plead fifth secret iran ransom payment',\n",
              " 'lo angel time editori lose trump narcissist demagogu breitbart',\n",
              " 'swirl untruth falsehood call lie lie new york time',\n",
              " 'hillari clinton lead donald trump new hampshir florida poll show new york time',\n",
              " 'gene wilder huma abedin donald trump monday even brief new york time',\n",
              " 'watch blimp crash catch fire us open breitbart',\n",
              " 'toddler loos gun car mother die new york time',\n",
              " 'asian american actor fight visibl ignor new york time',\n",
              " 'mexican feel environ',\n",
              " 'insid donald trump last stand anxiou nomine seek assur new york time',\n",
              " 'park servic name divers nation landmark new york time',\n",
              " 'weiner rise white hous alli disgrac ex congressman hire breitbart',\n",
              " 'trump lose grab musket former congressman readi go full revolut',\n",
              " 'decod north korea claim success nuclear test new york time',\n",
              " 'bill belichick wit list testifi aaron hernandez doubl murder case breitbart',\n",
              " 'l mayor silent citi rise violent crime breitbart',\n",
              " 'theresa may new british prime minist give bori johnson key post new york time',\n",
              " 'donald trump hillari clinton iphon wednesday even brief new york time',\n",
              " 'usa kill million peopl victim nation sinc world war ii',\n",
              " 'polic offic face backlash hillari photo',\n",
              " 'shakespear remain authent bore',\n",
              " 'georgia candid jon ossoff film firm financ facebook fact check funder',\n",
              " 'effort defeat isi u iran imped one anoth new york time',\n",
              " 'rick put bullet trump wilson potu support see scalis shoot bless breitbart',\n",
              " 'western intellig agenc run al qaeda camp north africa',\n",
              " 'trump tell plan parenthood fund stay abort goe new york time',\n",
              " 'comment hillari clinton gun control agenda expos wikileak email braindiseasecalledliber',\n",
              " 'barack obama delay suspend elect hillari forc new fbi email investig',\n",
              " 'donald trump incit feud g p candid flee shadow new york time',\n",
              " 'germani student forc chant allahu akbar punish refus trip mosqu',\n",
              " 'meteor space junk rocket mysteri flash hit siberia',\n",
              " 'trump nation secur advis call russian envoy day sanction impos new york time',\n",
              " 'project verita implic democrat oper claim credit romney video',\n",
              " 'laid american requir zip lip way grow bolder new york time',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x1NCcyqtadDv",
        "outputId": "718207e6-f42d-4ff7-9662-2f57ce210a96"
      },
      "source": [
        "onehot_repr=[one_hot(words,voc_size)for words in corpus] \n",
        "onehot_repr"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              " [3902, 3508, 4660, 4376, 3575, 2133, 3508, 4657, 3373, 1710],\n",
              " [3517,\n",
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              " [4780,\n",
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              " [983, 1248, 606, 4754, 3318, 1381, 3600, 1179, 1450, 1082, 324, 1789],\n",
              " [2850, 3716, 3546, 1143, 2688, 1381, 447, 1599, 4823, 4459, 4752],\n",
              " [4695, 1381, 3914, 1151, 555, 4461, 4220, 4908, 201, 2453],\n",
              " [1987, 1020, 1387, 1257, 2095, 2133, 4823, 4459, 4752],\n",
              " [650, 2726, 3909, 3486, 18, 3902, 4823, 4459, 4752],\n",
              " [508, 1365, 1020, 4899, 3208, 2537, 1356, 1729, 4787],\n",
              " [3608, 1803, 1847, 4825, 184, 2894],\n",
              " [1119, 4126, 1029, 811, 724, 1096, 813, 4542],\n",
              " [1008, 2100, 82, 3612, 3502, 73, 1544],\n",
              " [3999, 3730, 3802, 387, 526, 1845, 2603, 4823, 4459, 4752],\n",
              " [2100, 447, 2583, 526, 827, 4046],\n",
              " [3092,\n",
              "  1381,\n",
              "  1116,\n",
              "  1927,\n",
              "  4638,\n",
              "  649,\n",
              "  3563,\n",
              "  3214,\n",
              "  4220,\n",
              "  1424,\n",
              "  2538,\n",
              "  3502,\n",
              "  2705,\n",
              "  2900,\n",
              "  346],\n",
              " [1063, 4186, 3725, 4756, 3681, 3318, 3534, 4007],\n",
              " [1568, 1802, 2821, 3028, 116, 2047, 3512],\n",
              " [1974, 841, 1780, 2927, 4185],\n",
              " [1003, 628, 3175, 1845, 2927, 4860, 3175],\n",
              " [4986, 2470, 2712, 3725, 902, 4755, 3345, 1217],\n",
              " [4695, 1381, 3081, 356, 2894, 1170, 3914],\n",
              " [3943, 1870, 1850, 2447, 389, 602, 4823, 4459, 4752],\n",
              " [3233, 86, 816, 1503, 526, 3083, 3725, 83, 232],\n",
              " [1381, 1424, 232, 2709, 2149, 3329, 1617, 4734, 4823, 4459, 4752],\n",
              " [346, 4380, 3986, 4402, 1420, 346],\n",
              " [1063, 4847],\n",
              " [4045, 83, 1451, 878, 4346, 1324, 1181, 4220],\n",
              " [3104, 1381, 983, 4617, 2689, 3618, 3063, 1940, 4823, 4459, 4752],\n",
              " [298, 1060, 4661, 3332, 2070, 4539, 2422],\n",
              " [2538, 1687, 2900, 2900, 2757, 4896, 4412, 346],\n",
              " [2194, 298, 2537, 4717, 3316, 439, 4290],\n",
              " [4329, 3339, 3239, 2065, 371, 769, 1649, 4032, 346],\n",
              " [3437, 78, 2306, 1466, 3629, 4823, 4459, 4752],\n",
              " [4917, 3469, 3619, 2416, 3780, 2017, 4640, 3092, 3931, 1599, 346],\n",
              " [4634, 4299, 604, 2053, 3081, 4847, 813, 388],\n",
              " [1381, 1585, 2012, 2182, 4688, 1387, 142, 4823, 4459, 4752],\n",
              " [3473, 1172, 2913, 1980, 2309],\n",
              " [374, 526, 1773, 4823, 4459, 4752],\n",
              " [628, 3440, 733, 2516, 1821],\n",
              " [1129, 508, 4186, 1355, 2247, 3132, 1573, 894, 1653, 1381, 73],\n",
              " [2740, 2391, 322, 450, 3282, 1315, 607, 165, 4823, 4459, 4752],\n",
              " [3001, 4284, 1302, 1709, 4507, 1893, 2723, 1337, 4339],\n",
              " [3802, 3716, 4847, 3081, 1623, 1559, 2039, 3066, 718],\n",
              " [1381, 2708, 106, 1599, 2497, 3440, 2751, 1880, 4823, 4459, 4752],\n",
              " [4223, 2782, 2247, 2492, 4704],\n",
              " [4981, 2600, 3445, 3943, 3276, 195],\n",
              " [4296, 4126, 1300, 3492, 2771, 4989, 1303],\n",
              " [4611, 307, 1315, 3169],\n",
              " [1381, 3320, 4823, 4710, 3236, 3599, 346],\n",
              " [2578, 1128, 4007, 3725, 4638, 3996, 1954, 3239, 357, 1895],\n",
              " [3380, 765, 638, 469, 2497, 1116, 1495, 4281, 346],\n",
              " [3231, 3345, 1204, 4776],\n",
              " [3473,\n",
              "  4857,\n",
              "  149,\n",
              "  4714,\n",
              "  3169,\n",
              "  2894,\n",
              "  3119,\n",
              "  384,\n",
              "  789,\n",
              "  2305,\n",
              "  3169,\n",
              "  3848,\n",
              "  4310,\n",
              "  4823,\n",
              "  4459,\n",
              "  4752],\n",
              " [2252, 2607, 3077, 4070, 2472, 3081, 4423, 1623, 1559, 2039],\n",
              " [3151, 3622, 58, 2771, 2382, 2282, 1508, 2105, 3081, 346],\n",
              " [4263, 3390, 3083, 4511, 4175, 3063, 1022],\n",
              " [4377, 719, 3996, 3087, 2071, 1544, 3240, 3194, 72, 4823, 4459, 4752],\n",
              " [262, 1337, 73, 1063, 4186, 676, 3104, 1381, 4823, 4459, 4752],\n",
              " [2562, 4380, 4823, 4459, 4752, 3806, 346, 1029, 3249, 346],\n",
              " [2709, 4823, 4242, 3633, 485, 1910, 4823, 4459, 4752],\n",
              " [1146, 1066, 4756, 1193, 210, 2740, 2657, 3417, 4622],\n",
              " [3233, 2686, 2450, 2740, 3461, 2037, 3373, 4660, 4823, 4459, 4752],\n",
              " [1029, 2174, 3469, 497, 953],\n",
              " [1426, 4296, 1029, 2681, 2562, 4380, 2133, 1063, 4186],\n",
              " [2140, 3397, 1405, 2769, 3298, 1400, 2613, 1972, 918, 4823, 4459, 4752],\n",
              " [2400, 1330, 3851, 3337, 1210, 2421, 4844, 2530],\n",
              " [2135, 4507, 3970, 4302, 4858, 1302, 4166, 1381, 1387, 3536, 3741, 2651, 355],\n",
              " [2140, 3669, 1758, 1119, 4752, 4150, 1973, 3601, 440, 4823, 4459, 4752],\n",
              " [298, 1508, 4319, 4134, 73, 4973, 3640],\n",
              " [2555, 3275, 155, 4203],\n",
              " [2536, 2572, 4374, 181, 3588, 4252, 2408, 4823, 4459, 4752],\n",
              " [1939, 734, 4922, 4715],\n",
              " [1046, 3559, 980, 3806, 883, 3767, 4072, 91],\n",
              " [4771, 3150, 469, 4899, 4289, 4734, 4823, 4459, 4752],\n",
              " [2900, 3335, 2274, 1508, 1082, 374, 373, 510],\n",
              " [4733, 467, 1573, 2333, 2174, 854, 1665, 2878, 1381, 346],\n",
              " [312, 3996, 510, 2443, 2251, 3437, 3478, 3069, 3224, 2911, 346],\n",
              " [3156, 2966, 4638, 881, 2629, 3770, 532, 3373, 4823, 4459, 4752],\n",
              " [4183, 765, 1656, 4633, 73, 639, 2574],\n",
              " [3087, 993, 4296, 4747, 3612, 83],\n",
              " [4388, 1828, 1505, 4736, 2966],\n",
              " [1624, 3316, 3165, 83, 3909, 808, 1341, 1338, 2955, 4876, 346],\n",
              " [2740, 848, 3021, 2572, 2740, 1915, 3635, 1186, 4007, 4823, 4459, 4752],\n",
              " [1381, 4776],\n",
              " [3134, 3318, 1123, 1363, 3610, 4550, 4125, 125, 4823, 4459, 4752],\n",
              " [1381, 3165, 3559, 2931, 1609, 2174, 1626, 195, 3440, 2027],\n",
              " [2941, 1020, 3097, 298, 2504, 1974, 4752, 1541, 4823, 4459, 4752],\n",
              " [3809, 3621, 3945, 3230, 4011, 2894, 3201, 1003, 1508, 4008],\n",
              " [2613, 1285, 4597, 3077, 3342, 357, 510],\n",
              " [4015, 3729, 4120, 975, 1191, 4161, 3856, 930, 4823, 4459, 4752],\n",
              " [4872, 1940, 3050, 1937, 381],\n",
              " [547, 2027, 3458, 213, 1591, 3068, 1063],\n",
              " [16, 4823, 4660, 2265, 2140, 2759, 4603, 4823, 4459, 4752],\n",
              " [4186, 4327, 689, 3173, 2506],\n",
              " [1063, 1649, 2504, 579, 3236, 4467, 1381, 346],\n",
              " [3228, 3467, 4216, 3073, 3894, 3267, 1295, 374],\n",
              " [4034, 3823, 2263, 4538, 3208, 2014, 2759, 312],\n",
              " [2382, 3848, 2696, 524, 1066, 214],\n",
              " [1740, 2588, 2858, 4024, 526, 2501, 1128, 4007, 273, 346],\n",
              " [50, 3876, 2443, 4916, 3438, 3085, 4823, 4459, 4752],\n",
              " [298, 881, 1724, 3472, 2351, 1318, 4582, 4823, 4459, 4752],\n",
              " [3760, 4918, 117, 1260, 526, 2526, 1875, 4236],\n",
              " [753, 591, 4994, 635, 1288, 628, 1063, 1633, 2072],\n",
              " [312, 2649, 3122, 4288, 1755, 1767, 4823, 4459, 4752],\n",
              " [2124, 1633, 602, 2993, 1524, 3581, 3314],\n",
              " [888, 3088, 4155, 4186, 16],\n",
              " [4584, 1444, 1792, 4252, 4058, 4542, 3223, 3231],\n",
              " [4603, 4007, 3774, 1381, 4150, 1599, 4823, 4459, 4752],\n",
              " [1232, 1265, 2629, 1444, 3559, 477, 2701, 39, 650, 2027],\n",
              " [2562, 4380, 1381, 2759, 4241, 361],\n",
              " [789, 656],\n",
              " [4326, 1206, 2552, 2860, 2489, 656, 4535, 346],\n",
              " [1906, 2133, 4114, 4823, 4459, 4752],\n",
              " [2727, 2291, 4024, 3467, 1476, 3590, 2287, 4504, 672, 2785, 1573, 3008],\n",
              " [2430, 524, 1470, 4696],\n",
              " [2776, 2565, 1355, 1591, 4973, 3070, 298, 1659],\n",
              " [2192, 3236, 2553, 3894, 4943, 1054, 1138, 1380],\n",
              " [3466, 3437, 3109, 3747, 4538, 3693, 887, 1063],\n",
              " [4443, 2952, 3077, 3007, 4007, 1254, 4823, 4459, 4752],\n",
              " [807, 4756, 4787, 4953, 4231, 4787, 47, 3236, 346],\n",
              " [4704, 3016, 3228, 86, 1290, 4672, 3022, 4907, 3969, 272],\n",
              " [3581, 3433, 4752, 3643, 3484, 1381, 2385, 4076, 346],\n",
              " [4543, 1790, 3985, 4756, 3534, 3534, 4823, 4459, 4752],\n",
              " [1063, 4186, 1769, 3104, 1381, 4823, 1128, 2628, 1573, 641, 4823, 4459, 4752],\n",
              " [3255, 2308, 3068, 3700, 3104, 1381, 2444, 3063, 1940, 4823, 4459, 4752],\n",
              " [2576, 2378, 497, 1758, 1119, 2537, 83, 346],\n",
              " [4104, 4969, 4260, 4790, 2720, 1185, 4823, 4459, 4752],\n",
              " [684, 3236, 1485, 540, 217, 3619, 4823, 4459, 4752],\n",
              " [4169, 3366, 1553],\n",
              " [1086, 3104, 1381, 362, 4070, 2284, 2142, 4857, 4366, 4823, 4459, 4752],\n",
              " [827, 3224, 625, 362, 4100, 2429, 4823, 4459, 4752],\n",
              " [818, 138, 3214, 4220, 3536, 2939, 3741, 3598, 3968, 346],\n",
              " [1381, 3484, 3271, 2309, 4326, 3598, 4066, 789, 1720, 210],\n",
              " [3322, 1366, 4560, 3644, 488, 881, 4134, 4823, 4459, 4752],\n",
              " [3109, 1, 4010, 1724, 387, 1408, 2968, 354, 841, 1633, 346],\n",
              " [2538, 532, 252, 1526, 138, 813, 4734, 346],\n",
              " [4262,\n",
              "  4175,\n",
              "  4823,\n",
              "  3223,\n",
              "  682,\n",
              "  1010,\n",
              "  2350,\n",
              "  2453,\n",
              "  4543,\n",
              "  3240,\n",
              "  2379,\n",
              "  4823,\n",
              "  4459,\n",
              "  4752],\n",
              " [3104, 1381, 1063, 4186, 957, 449, 3063, 1940, 4823, 4459, 4752],\n",
              " [2652, 526, 2828, 1380, 2443, 4100, 2900, 3169, 888, 175],\n",
              " [2629, 3802, 1257, 4210, 1063, 3151],\n",
              " [1396, 1849, 3372, 1154],\n",
              " [1596, 1812, 2821, 4138, 3208, 1431, 4574, 1046, 1204, 2550, 4099],\n",
              " [2583, 16, 2911, 2740, 4907, 110, 768, 4299, 4823, 4459, 4752],\n",
              " [3001, 1850, 1669, 1381, 2597, 4960, 3725, 201, 4826, 708, 66, 346],\n",
              " [1315, 2301, 3634, 3743, 4717, 3316, 3165, 1366, 4017],\n",
              " [1381, 1906, 902, 4755, 90, 4727, 1363, 4812, 4823, 4459, 4752],\n",
              " [628, 1063, 4186, 4260, 606, 4141, 1591, 656, 1355, 715],\n",
              " [1699, 298, 3181, 3073, 3467, 1063, 2105, 4823, 508, 1355, 2247],\n",
              " [3104, 1381, 3670, 1326, 4042, 842, 1812, 2336, 1107, 4823, 4459, 4752],\n",
              " [2934, 4299, 2105, 481, 2197, 2255, 605, 3273, 4000, 2785],\n",
              " [3248, 1023, 4554, 2135, 547, 4591, 2759, 2708],\n",
              " [1381, 4100, 1741, 296, 4756, 1649, 3021, 3502, 2632, 4640, 4823, 4459, 4752],\n",
              " [657, 2392, 3456, 1665, 110, 3644, 1696, 1755, 2027],\n",
              " [3638, 3236, 4656, 3559, 402, 3086, 4058, 822, 4823, 4459, 4752],\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1CkQF8gYadDw"
      },
      "source": [
        "### Embedding Representation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xccFyCz1adDw",
        "outputId": "88276dcf-7382-494a-a9f5-8c64d83bb6e2"
      },
      "source": [
        "sent_length=20\n",
        "embedded_docs=pad_sequences(onehot_repr,padding='pre',maxlen=sent_length)\n",
        "print(embedded_docs)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[   0    0    0 ... 4943 1356 4795]\n",
            " [   0    0    0 ... 3508  617  346]\n",
            " [   0    0    0 ... 4467 2701 1119]\n",
            " ...\n",
            " [   0    0    0 ... 4823 4459 4752]\n",
            " [   0    0    0 ... 3546 1870  906]\n",
            " [   0    0    0 ... 3276 1179 2262]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "14CDT7hXadDx",
        "outputId": "40803acf-a925-4f52-ab95-87e517b6f8d6"
      },
      "source": [
        "embedded_docs[0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([   0,    0,    0,    0,    0,    0,    0,    0,    0,    0, 4220,\n",
              "       3165, 1585, 3063,  201, 4710, 4782, 4943, 1356, 4795])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "JhzXK8D5adDy",
        "outputId": "065713ce-96a7-4413-f3b4-9fe7fe4a00e0"
      },
      "source": [
        "## Creating model\n",
        "embedding_vector_features=40\n",
        "model=Sequential()\n",
        "model.add(Embedding(voc_size,embedding_vector_features,input_length=sent_length))\n",
        "model.add(LSTM(100))\n",
        "model.add(Dense(1,activation='sigmoid'))\n",
        "model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "print(model.summary())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding_3 (Embedding)      (None, 20, 40)            200000    \n",
            "_________________________________________________________________\n",
            "lstm_4 (LSTM)                (None, 100)               56400     \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 1)                 101       \n",
            "=================================================================\n",
            "Total params: 256,501\n",
            "Trainable params: 256,501\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "None\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b0VOd0gPadDy",
        "outputId": "b99806db-9b25-40a3-be4d-b21a2df3d29a"
      },
      "source": [
        "## Creating model\n",
        "embedding_vector_features=40\n",
        "model1=Sequential()\n",
        "model1.add(Embedding(voc_size,embedding_vector_features,input_length=sent_length))\n",
        "model1.add(Bidirectional(LSTM(100)))\n",
        "model1.add(Dropout(0.3))\n",
        "model1.add(Dense(1,activation='sigmoid'))\n",
        "model1.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "print(model1.summary())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_10\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding_10 (Embedding)     (None, 20, 40)            200000    \n",
            "_________________________________________________________________\n",
            "bidirectional_10 (Bidirectio (None, 200)               112800    \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, 200)               0         \n",
            "_________________________________________________________________\n",
            "dense_6 (Dense)              (None, 1)                 201       \n",
            "=================================================================\n",
            "Total params: 313,001\n",
            "Trainable params: 313,001\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "None\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P5N2RcYcadDz",
        "outputId": "ff54fb7b-8dc8-48d7-b054-29c6ba5454f9"
      },
      "source": [
        "len(embedded_docs),y.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(18285, (18285,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hd79jKdhadD0"
      },
      "source": [
        "import numpy as np\n",
        "X_final=np.array(embedded_docs)\n",
        "y_final=np.array(y)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QvYQtxJxadD0",
        "outputId": "0376e35f-f344-4356-b205-a3b18e1c9fba"
      },
      "source": [
        "X_final.shape,y_final.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((18285, 20), (18285,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yIIHk9h8adD1"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_final, y_final, test_size=0.33, random_state=42)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SRtvX6UOadD1"
      },
      "source": [
        "### Model Training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bburaLQ0adD2",
        "outputId": "ef9df792-d97b-46a1-b2df-228a6ef7aded"
      },
      "source": [
        "### Finally Training\n",
        "model1.fit(X_train,y_train,validation_data=(X_test,y_test),epochs=10,batch_size=64)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/10\n",
            "192/192 [==============================] - 7s 35ms/step - loss: 0.3051 - accuracy: 0.8561 - val_loss: 0.2011 - val_accuracy: 0.9167\n",
            "Epoch 2/10\n",
            "192/192 [==============================] - 5s 26ms/step - loss: 0.1404 - accuracy: 0.9451 - val_loss: 0.2111 - val_accuracy: 0.9180\n",
            "Epoch 3/10\n",
            "192/192 [==============================] - 5s 26ms/step - loss: 0.0987 - accuracy: 0.9635 - val_loss: 0.2341 - val_accuracy: 0.9171\n",
            "Epoch 4/10\n",
            "192/192 [==============================] - 6s 30ms/step - loss: 0.0755 - accuracy: 0.9731 - val_loss: 0.2541 - val_accuracy: 0.9095\n",
            "Epoch 5/10\n",
            "192/192 [==============================] - 7s 35ms/step - loss: 0.0536 - accuracy: 0.9816 - val_loss: 0.3352 - val_accuracy: 0.9147\n",
            "Epoch 6/10\n",
            "192/192 [==============================] - 6s 33ms/step - loss: 0.0392 - accuracy: 0.9869 - val_loss: 0.3757 - val_accuracy: 0.9125\n",
            "Epoch 7/10\n",
            "192/192 [==============================] - 7s 34ms/step - loss: 0.0323 - accuracy: 0.9895 - val_loss: 0.3839 - val_accuracy: 0.9082\n",
            "Epoch 8/10\n",
            "192/192 [==============================] - 6s 32ms/step - loss: 0.0175 - accuracy: 0.9947 - val_loss: 0.5377 - val_accuracy: 0.9044\n",
            "Epoch 9/10\n",
            "192/192 [==============================] - 7s 34ms/step - loss: 0.0138 - accuracy: 0.9960 - val_loss: 0.4772 - val_accuracy: 0.9171\n",
            "Epoch 10/10\n",
            "192/192 [==============================] - 6s 34ms/step - loss: 0.0203 - accuracy: 0.9935 - val_loss: 0.4786 - val_accuracy: 0.9065\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x1d50e386f60>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_dz6qawsadD2"
      },
      "source": [
        "### Performance Metrics And Accuracy"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ha1uDJ4radD3"
      },
      "source": [
        "y_pred1=model1.predict_classes(X_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DdS7rqfpadD4"
      },
      "source": [
        "from sklearn.metrics import confusion_matrix"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yk_5DanbadD4",
        "outputId": "83214dd5-48ca-4a19-e6df-63f054b251b7"
      },
      "source": [
        "confusion_matrix(y_test,y_pred1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[3093,  326],\n",
              "       [ 238, 2378]], dtype=int64)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UmKkjAP9adD5",
        "outputId": "245ad245-ba82-40ea-b5df-6045caf43763"
      },
      "source": [
        "from sklearn.metrics import accuracy_score\n",
        "accuracy_score(y_test,y_pred1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9065451532725767"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ExamQsBMadD5",
        "outputId": "6bf32c7d-6581-43ac-9d39-4525b05b68da"
      },
      "source": [
        "from sklearn.metrics import classification_report\n",
        "print(classification_report(y_test,y_pred1))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.93      0.90      0.92      3419\n",
            "           1       0.88      0.91      0.89      2616\n",
            "\n",
            "    accuracy                           0.91      6035\n",
            "   macro avg       0.90      0.91      0.91      6035\n",
            "weighted avg       0.91      0.91      0.91      6035\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TBEeQTDvENG0"
      },
      "source": [
        "___"
      ]
    }
  ]
}