Fake_News_BiRNN.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>author</th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>House Dem Aide: We Didn’t Even See Comey’s Let...</td>\n",
       "      <td>Darrell Lucus</td>\n",
       "      <td>House Dem Aide: We Didn’t Even See Comey’s Let...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>FLYNN: Hillary Clinton, Big Woman on Campus - ...</td>\n",
       "      <td>Daniel J. Flynn</td>\n",
       "      <td>Ever get the feeling your life circles the rou...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Why the Truth Might Get You Fired</td>\n",
       "      <td>Consortiumnews.com</td>\n",
       "      <td>Why the Truth Might Get You Fired October 29, ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>15 Civilians Killed In Single US Airstrike Hav...</td>\n",
       "      <td>Jessica Purkiss</td>\n",
       "      <td>Videos 15 Civilians Killed In Single US Airstr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Iranian woman jailed for fictional unpublished...</td>\n",
       "      <td>Howard Portnoy</td>\n",
       "      <td>Print \\nAn Iranian woman has been sentenced to...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                                              title              author  \\\n",
       "0   0  House Dem Aide: We Didn’t Even See Comey’s Let...       Darrell Lucus   \n",
       "1   1  FLYNN: Hillary Clinton, Big Woman on Campus - ...     Daniel J. Flynn   \n",
       "2   2                  Why the Truth Might Get You Fired  Consortiumnews.com   \n",
       "3   3  15 Civilians Killed In Single US Airstrike Hav...     Jessica Purkiss   \n",
       "4   4  Iranian woman jailed for fictional unpublished...      Howard Portnoy   \n",
       "\n",
       "                                                text  label  \n",
       "0  House Dem Aide: We Didn’t Even See Comey’s Let...      1  \n",
       "1  Ever get the feeling your life circles the rou...      0  \n",
       "2  Why the Truth Might Get You Fired October 29, ...      1  \n",
       "3  Videos 15 Civilians Killed In Single US Airstr...      1  \n",
       "4  Print \\nAn Iranian woman has been sentenced to...      1  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20800 entries, 0 to 20799\n",
      "Data columns (total 5 columns):\n",
      "id        20800 non-null int64\n",
      "title     20242 non-null object\n",
      "author    18843 non-null object\n",
      "text      20761 non-null object\n",
      "label     20800 non-null int64\n",
      "dtypes: int64(2), object(3)\n",
      "memory usage: 812.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20800, 5)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d4612e52e8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df_train.isnull(), cbar=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id           0\n",
       "title      558\n",
       "author    1957\n",
       "text        39\n",
       "label        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = df_train.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id        0\n",
       "title     0\n",
       "author    0\n",
       "text      0\n",
       "label     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18285, 5)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df_train.drop('label', axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18285, 4)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = df_train['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18285,)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.1.0'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## One Hot representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.layers import Embedding\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "from tensorflow.keras.preprocessing.text import one_hot\n",
    "from tensorflow.keras.layers import LSTM\n",
    "from tensorflow.keras.models import Sequential \n",
    "from tensorflow.keras.layers import Dense\n",
    "from tensorflow.keras.layers import Bidirectional"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "vocab_size = 5000\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "messages = X.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "messages.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18285, 5)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "import re\n",
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\sahil\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'House Dem Aide: We Didn’t Even See Comey’s Letter Until Jason Chaffetz Tweeted It'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages['title'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "18281\n",
      "18282\n",
      "18283\n",
      "18284\n"
     ]
    }
   ],
   "source": [
    "from nltk.stem.porter import PorterStemmer\n",
    "ps = PorterStemmer()\n",
    "corpus = []\n",
    "\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 word not in stopwords.words('english')]\n",
    "    review = ' '.join(review)\n",
    "    corpus.append(review)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1421, 2170, 4500, 3475, 1010, 4914, 1540, 495, 17, 197],\n",
       " [1181, 4004, 491, 4681, 3883, 3233, 3839],\n",
       " [1543, 3662, 982, 1387],\n",
       " [4797, 4904, 4564, 3856, 4570, 954],\n",
       " [18, 3883, 223, 4185, 4715, 4542, 3883, 1149, 111, 2174],\n",
       " [209,\n",
       "  2210,\n",
       "  859,\n",
       "  159,\n",
       "  2496,\n",
       "  2402,\n",
       "  457,\n",
       "  4762,\n",
       "  2868,\n",
       "  4864,\n",
       "  3232,\n",
       "  893,\n",
       "  3792,\n",
       "  4777,\n",
       "  3839],\n",
       " [1890, 3898, 4943, 4627, 3889, 2850, 4214, 1654, 510, 3701, 3543],\n",
       " [2442, 3560, 1218, 2929, 2282, 2341, 2402, 3455, 510, 3701, 3543],\n",
       " [1523, 1294, 1857, 1826, 2068, 2878, 1484, 1355, 2402, 2737],\n",
       " [3611, 2947, 999, 4983, 4212, 2614, 3105, 1183],\n",
       " [2276, 3821, 2518, 2882, 4254, 3005, 4604, 1750, 4461, 3619, 4687],\n",
       " [3856, 112, 1010, 2878, 2402, 2282],\n",
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       " [1263, 2356, 3223, 4861, 1285, 1373, 4811, 1263, 421],\n",
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       " [1899, 3754, 1623, 3357, 2402, 4283, 3829, 3839],\n",
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       " [4222, 3433, 4658, 4926, 3703, 3785, 2288, 2064, 4270],\n",
       " [596, 3941, 4468, 4004],\n",
       " [344, 3872, 2645, 3697, 1535, 556, 989, 2276, 1247],\n",
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       " [2915],\n",
       " [2402, 1486, 388, 1331, 666, 2052, 4933, 510, 3701, 3543],\n",
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       " [3288,\n",
       "  4746,\n",
       "  492,\n",
       "  1426,\n",
       "  1716,\n",
       "  2047,\n",
       "  2402,\n",
       "  4465,\n",
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       "  1075,\n",
       "  3477,\n",
       "  2278,\n",
       "  1154,\n",
       "  3867],\n",
       " [3839, 4408, 4325, 2402, 382, 3839],\n",
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       " [2458, 4468],\n",
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       " [491, 348],\n",
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       " [4780, 3009, 4237, 1581, 3923, 3274, 3407, 2250, 1476, 4367],\n",
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       " [2402, 805, 574, 1981, 791, 2825, 4420, 3703, 963],\n",
       " [808,\n",
       "  1872,\n",
       "  2814,\n",
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       " [4724,\n",
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       "  4940,\n",
       "  3024,\n",
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       " [3792,\n",
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       "  1075,\n",
       "  4802,\n",
       "  1940,\n",
       "  1586,\n",
       "  4938,\n",
       "  4857,\n",
       "  2095,\n",
       "  3053,\n",
       "  3996,\n",
       "  527,\n",
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       "  1891,\n",
       "  4141],\n",
       " [2402, 3406, 731, 1508, 3332, 2624, 4981, 3839],\n",
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       " [196, 2645, 747, 712, 4695, 3842, 510, 3701, 3543],\n",
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       " [491, 4268, 4602, 710, 3585, 4004, 3134, 2420],\n",
       " [4884, 472, 2933, 2984, 2479, 3862, 3839],\n",
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       " [1968, 1755, 2588, 3706, 2827, 4823, 1422, 2688, 3922],\n",
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       " [4667],\n",
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       " [13,\n",
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       "  3431,\n",
       "  1069,\n",
       "  2332,\n",
       "  510,\n",
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       " [418, 1137, 2718, 2322, 3825, 1708],\n",
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       " [2701, 4319, 1900, 3913, 1477, 1897, 510, 3701, 3543],\n",
       " [1523, 2595, 1454, 4588, 959, 1113, 265, 510, 3701, 3543],\n",
       " [4991, 1324, 3847, 2863, 4904, 3993, 824, 2583],\n",
       " [437, 568, 1806, 4196, 3503, 2410, 4004, 3415, 297],\n",
       " [805, 3617, 1649, 4188, 24, 2051, 510, 3701, 3543],\n",
       " [313, 2775, 1787, 67, 1374, 661, 3578],\n",
       " [2541, 4547, 2844, 491, 4845],\n",
       " [3130, 2675, 1810, 2282, 2243, 670, 2727, 3431],\n",
       " [3854, 4861, 2306, 2402, 2052, 2806, 510, 3701, 3543],\n",
       " [2999, 2553, 1622, 2675, 2971, 207, 982, 1035, 4754, 4777],\n",
       " [2825, 4408, 2402, 3926, 44, 1688],\n",
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       " [3941, 3624, 1686, 1421, 687, 3207, 3492, 3365, 9, 3839],\n",
       " [2402, 4602, 477, 4605, 4867, 3365, 11, 1755, 4928, 2531],\n",
       " [3010, 4762, 2868, 751, 3462, 1891, 976, 510, 3701, 3543],\n",
       " [3977, 3136, 1799, 1454, 4314, 4611, 2168, 2864, 3930, 3415, 3839],\n",
       " [3197, 1457, 382, 3267, 3624, 4393, 1197, 3839],\n",
       " [4639,\n",
       "  235,\n",
       "  510,\n",
       "  2727,\n",
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       "  4749,\n",
       "  3364,\n",
       "  4403,\n",
       "  3363,\n",
       "  2627,\n",
       "  254,\n",
       "  510,\n",
       "  3701,\n",
       "  3543],\n",
       " [2047, 2402, 4004, 491, 3486, 3894, 3475, 94, 510, 3701, 3543],\n",
       " [1246, 4904, 3170, 4823, 4541, 666, 1180, 2143, 2541, 4273],\n",
       " [1622, 2441, 4115, 2790, 4004, 4687],\n",
       " [4397, 3934, 3589, 3171],\n",
       " [1707, 3867, 1275, 2858, 2535, 2947, 2154, 3649, 2861, 1949, 2501],\n",
       " [836, 4845, 2614, 1263, 1062, 4266, 1117, 4237, 510, 3701, 3543],\n",
       " [1578, 3777, 3972, 2402, 1690, 1690, 2052, 1010, 1291, 2535, 2217, 3839],\n",
       " [1944, 4917, 3885, 428, 2858, 2813, 2276, 4762, 2185],\n",
       " [2402, 3406, 1218, 2967, 3024, 450, 1809, 2846, 510, 3701, 3543],\n",
       " [2410, 4004, 491, 2339, 507, 2737, 209, 1448, 3585, 3115],\n",
       " [3991, 1523, 664, 3100, 3128, 4004, 421, 510, 3727, 3585, 3357],\n",
       " [2047, 2402, 509, 4313, 4670, 3434, 3867, 1381, 4560, 510, 3701, 3543],\n",
       " [104, 3367, 421, 751, 858, 1840, 4918, 4192, 4888, 3421],\n",
       " [3756, 2630, 3815, 4207, 3798, 2275, 3926, 3012],\n",
       " [2402, 666, 3960, 2877, 3754, 2276, 3741, 222, 3037, 4170, 510, 3701, 3543],\n",
       " [1105, 823, 1945, 4465, 1920, 751, 3776, 1716, 4777],\n",
       " [1781, 3407, 4437, 901, 1213, 3248, 2243, 1195, 510, 3701, 3543],\n",
       " ...]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_hot_matrix = [one_hot(words, vocab_size) for words in corpus]\n",
    "one_hot_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['hous dem aid even see comey letter jason chaffetz tweet',\n",
       " 'flynn hillari clinton big woman campu breitbart',\n",
       " 'truth might get fire',\n",
       " 'civilian kill singl us airstrik identifi',\n",
       " 'iranian woman jail fiction unpublish stori woman stone death adulteri',\n",
       " 'jacki mason hollywood would love trump bomb north korea lack tran bathroom exclus video breitbart',\n",
       " 'beno hamon win french socialist parti presidenti nomin new york time',\n",
       " 'back channel plan ukrain russia courtesi trump associ new york time',\n",
       " 'obama organ action partner soro link indivis disrupt trump agenda',\n",
       " 'bbc comedi sketch real housew isi caus outrag',\n",
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       " '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",
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       " '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",
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       " '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",
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       " 'conserv urg session clean obama civil right divis breitbart',\n",
       " 'intern inquiri seal fate roger ail fox new york time',\n",
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       " 'poland vow referendum migrant quota amidst eu pressur public voic heard breitbart',\n",
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       " 'wonder glp like day elect',\n",
       " 'maker world smallest machin award nobel prize chemistri new york time',\n",
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       " '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",
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       " '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",
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       " '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",
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       " 'poison',\n",
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       " 'fiction podcast worth listen new york time',\n",
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       " 'invest strategist forecast collaps timelin last gasp econom cycl come',\n",
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       " '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",
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       " 'trump catch sick report snuck interview priceless respons',\n",
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       " '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",
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       " 'taiwan respond china send carrier taiwan strait new york time',\n",
       " 'mother octob surpris hous card come tumbl',\n",
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       " 'beauti prehistor world earth wasteland',\n",
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       " '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",
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       " '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",
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       " '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",
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       " '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",
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       " '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",
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       " 'bombshel leak email expos muslim got obama administr',\n",
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       " '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",
       " ...]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Embedding Representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "47\n"
     ]
    }
   ],
   "source": [
    "max_len = len(max(one_hot_matrix, key = len))\n",
    "print(max_len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1421 2170 4500 ...    0    0    0]\n",
      " [1181 4004  491 ...    0    0    0]\n",
      " [1543 3662  982 ...    0    0    0]\n",
      " ...\n",
      " [4666  162 2335 ...    0    0    0]\n",
      " [4467 2282 4548 ...    0    0    0]\n",
      " [ 315 4677 3267 ...    0    0    0]]\n"
     ]
    }
   ],
   "source": [
    "embedded_docs = pad_sequences(one_hot_matrix, padding = 'post', maxlen = max_len)\n",
    "print(embedded_docs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18285, 47)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedded_docs.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Creation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_vector_features = 55"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding (Embedding)        (None, 47, 55)            275000    \n",
      "_________________________________________________________________\n",
      "bidirectional (Bidirectional (None, 300)               247200    \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 1)                 301       \n",
      "=================================================================\n",
      "Total params: 522,501\n",
      "Trainable params: 522,501\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(Embedding(vocab_size, embedding_vector_features, input_length = max_len))\n",
    "model.add(Bidirectional(LSTM(150)))\n",
    "model.add(Dense(1, activation = 'sigmoid'))\n",
    "model.compile(loss = 'binary_crossentropy', optimizer = 'Adam', metrics = ['accuracy'])\n",
    "print(model.summary())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18285\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(18285,)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(embedded_docs))\n",
    "Y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training-Test splits and model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_final = np.array(embedded_docs)\n",
    "y_final = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((18285, 47), (18285,))"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_final.shape , y_final.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "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 = 0.25, random_state = 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 13713 samples, validate on 4572 samples\n",
      "Epoch 1/10\n",
      "13713/13713 [==============================] - 37s 3ms/sample - loss: 0.3058 - accuracy: 0.8480 - val_loss: 0.1950 - val_accuracy: 0.9221\n",
      "Epoch 2/10\n",
      "13713/13713 [==============================] - 33s 2ms/sample - loss: 0.1387 - accuracy: 0.9483 - val_loss: 0.1905 - val_accuracy: 0.9239\n",
      "Epoch 3/10\n",
      "13713/13713 [==============================] - 33s 2ms/sample - loss: 0.0957 - accuracy: 0.9656 - val_loss: 0.1965 - val_accuracy: 0.9230\n",
      "Epoch 4/10\n",
      "13713/13713 [==============================] - 33s 2ms/sample - loss: 0.0683 - accuracy: 0.9755 - val_loss: 0.2158 - val_accuracy: 0.9248\n",
      "Epoch 5/10\n",
      "13713/13713 [==============================] - 33s 2ms/sample - loss: 0.0595 - accuracy: 0.9801 - val_loss: 0.3398 - val_accuracy: 0.8834\n",
      "Epoch 6/10\n",
      "13713/13713 [==============================] - 33s 2ms/sample - loss: 0.0450 - accuracy: 0.9863 - val_loss: 0.2996 - val_accuracy: 0.9178\n",
      "Epoch 7/10\n",
      "13713/13713 [==============================] - 33s 2ms/sample - loss: 0.0206 - accuracy: 0.9935 - val_loss: 0.3614 - val_accuracy: 0.9145\n",
      "Epoch 8/10\n",
      "13713/13713 [==============================] - 32s 2ms/sample - loss: 0.0108 - accuracy: 0.9973 - val_loss: 0.4402 - val_accuracy: 0.9195\n",
      "Epoch 9/10\n",
      "13713/13713 [==============================] - 32s 2ms/sample - loss: 0.0067 - accuracy: 0.9982 - val_loss: 0.4327 - val_accuracy: 0.9151\n",
      "Epoch 10/10\n",
      "13713/13713 [==============================] - 33s 2ms/sample - loss: 0.0043 - accuracy: 0.9991 - val_loss: 0.4783 - val_accuracy: 0.9186\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x1d479631940>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X_train, y_train, validation_data = (X_test, y_test), epochs = 10, batch_size = 70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict_classes(X_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2452,  222],\n",
       "       [ 150, 1748]], dtype=int64)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9186351706036745"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4572, 1)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = pd.read_csv('test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5200, 4)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test.fillna('fake news', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = df_test.drop(['author', 'id', 'text'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5200, 1)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "corpus_test = []\n",
    "for i in range(0, len(df_test)):\n",
    "    review = re.sub('[^a-zA-Z]', ' ',df_test['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_test.append(review)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "onehot_repr_test=[one_hot(words,vocab_size)for words in corpus_test] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "47\n"
     ]
    }
   ],
   "source": [
    "max_len_test = 47\n",
    "print(max_len_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[3448 2402 4777 ...    0    0    0]\n",
      " [2276   15   11 ...    0    0    0]\n",
      " [3199 2008 3407 ...    0    0    0]\n",
      " ...\n",
      " [3293 3845 2872 ...    0    0    0]\n",
      " [3856  186 2261 ...    0    0    0]\n",
      " [4009 3411 2743 ...    0    0    0]]\n"
     ]
    }
   ],
   "source": [
    "embedded_docs_test = pad_sequences(onehot_repr_test, padding = 'post', maxlen = max_len_test)\n",
    "print(embedded_docs_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('int32')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedded_docs_test.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = np.array(embedded_docs_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_pred = model.predict_classes(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5200, 1)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "submit_sample=pd.read_csv('submit.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "val = []\n",
    "for i in test_pred:\n",
    "    val.append(i[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(submit_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "submit_sample['label'] = val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "submit_sample.to_csv('submission2.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.94      0.92      0.93      2674\n",
      "           1       0.89      0.92      0.90      1898\n",
      "\n",
      "    accuracy                           0.92      4572\n",
      "   macro avg       0.91      0.92      0.92      4572\n",
      "weighted avg       0.92      0.92      0.92      4572\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "print(classification_report(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
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  "language_info": {
   "codemirror_mode": {
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