code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import tensorflow as tf\n",
    "import seaborn as sns \n",
    "import re\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_colwidth', 150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('train.csv')\n",
    "dataset_test = pd.read_csv('test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>keyword</th>\n",
       "      <th>location</th>\n",
       "      <th>text</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Our Deeds are the Reason of this #earthquake May ALLAH Forgive us all</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Forest fire near La Ronge Sask. Canada</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All residents asked to 'shelter in place' are being notified by officers. No other evacuation or shelter in place orders are expected</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13,000 people receive #wildfires evacuation orders in California</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Just got sent this photo from Ruby #Alaska as smoke from #wildfires pours into a school</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7608</th>\n",
       "      <td>10869</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Two giant cranes holding a bridge collapse into nearby homes http://t.co/STfMbbZFB5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7609</th>\n",
       "      <td>10870</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>@aria_ahrary @TheTawniest The out of control wild fires in California even in the Northern part of the state. Very troubling.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7610</th>\n",
       "      <td>10871</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M1.94 [01:04 UTC]?5km S of Volcano Hawaii. http://t.co/zDtoyd8EbJ</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7611</th>\n",
       "      <td>10872</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Police investigating after an e-bike collided with a car in Little Portugal. E-bike rider suffered serious non-life threatening injuries.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7612</th>\n",
       "      <td>10873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Latest: More Homes Razed by Northern California Wildfire - ABC News http://t.co/YmY4rSkQ3d</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7613 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id keyword location  \\\n",
       "0         1     NaN      NaN   \n",
       "1         4     NaN      NaN   \n",
       "2         5     NaN      NaN   \n",
       "3         6     NaN      NaN   \n",
       "4         7     NaN      NaN   \n",
       "...     ...     ...      ...   \n",
       "7608  10869     NaN      NaN   \n",
       "7609  10870     NaN      NaN   \n",
       "7610  10871     NaN      NaN   \n",
       "7611  10872     NaN      NaN   \n",
       "7612  10873     NaN      NaN   \n",
       "\n",
       "                                                                                                                                           text  \\\n",
       "0                                                                         Our Deeds are the Reason of this #earthquake May ALLAH Forgive us all   \n",
       "1                                                                                                        Forest fire near La Ronge Sask. Canada   \n",
       "2         All residents asked to 'shelter in place' are being notified by officers. No other evacuation or shelter in place orders are expected   \n",
       "3                                                                             13,000 people receive #wildfires evacuation orders in California    \n",
       "4                                                      Just got sent this photo from Ruby #Alaska as smoke from #wildfires pours into a school    \n",
       "...                                                                                                                                         ...   \n",
       "7608                                                        Two giant cranes holding a bridge collapse into nearby homes http://t.co/STfMbbZFB5   \n",
       "7609              @aria_ahrary @TheTawniest The out of control wild fires in California even in the Northern part of the state. Very troubling.   \n",
       "7610                                                                          M1.94 [01:04 UTC]?5km S of Volcano Hawaii. http://t.co/zDtoyd8EbJ   \n",
       "7611  Police investigating after an e-bike collided with a car in Little Portugal. E-bike rider suffered serious non-life threatening injuries.   \n",
       "7612                                             The Latest: More Homes Razed by Northern California Wildfire - ABC News http://t.co/YmY4rSkQ3d   \n",
       "\n",
       "      target  \n",
       "0          1  \n",
       "1          1  \n",
       "2          1  \n",
       "3          1  \n",
       "4          1  \n",
       "...      ...  \n",
       "7608       1  \n",
       "7609       1  \n",
       "7610       1  \n",
       "7611       1  \n",
       "7612       1  \n",
       "\n",
       "[7613 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(x=\"target\", data=dataset , palette=\"dark\", linewidth=5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20dd8554e20>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "piedata = dataset['target']\n",
    "plt.figure(figsize=(6,6))\n",
    "piedata.value_counts().plot(kind = 'pie',autopct = '%.2f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Count of Keywords')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y = dataset.keyword,order = dataset['keyword'].value_counts().sort_values(ascending=False).iloc[0:20].index)\n",
    "plt.title(\"Count of Keywords\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "disastered_tweet = dataset.groupby('keyword')['target'].mean().sort_values(ascending=False).head(15)\n",
    "non_disasterd_tweet  = dataset.groupby('keyword')['target'].mean().sort_values().head(15)\n",
    "\n",
    "plt.figure(figsize=(7,4))\n",
    "sns.barplot(disastered_tweet, disastered_tweet.index, color='red')\n",
    "plt.title('Keywords with highest % of disaster tweets')\n",
    "sns.barplot(non_disasterd_tweet, non_disasterd_tweet.index, color='blue')\n",
    "plt.title('Keywords with lowest % of disaster tweets')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20dd9779af0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "sns.countplot(y = dataset.location, order = dataset['location'].value_counts().sort_values(ascending=False).iloc[0:15].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw_loc = dataset.location.value_counts()\n",
    "top_loc_disaster = list(raw_loc[raw_loc>=10].index)\n",
    "top_only_disaster = dataset[dataset.location.isin(top_loc_disaster)]\n",
    "\n",
    "top_location = top_only_disaster.groupby('location')['target'].mean().sort_values(ascending=False)\n",
    "sns.barplot(x=top_location.index, y=top_location)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.keyword.fillna('None', inplace=True) \n",
    "dataset.location.fillna('None' , inplace = True )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id          0\n",
       "keyword     0\n",
       "location    0\n",
       "text        0\n",
       "target      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decontraction(phrase):\n",
    "    \n",
    "    phrase = re.sub(r\"won\\'t\", \"will not\", phrase)\n",
    "    phrase = re.sub(r\"can\\'t\", \"can not\", phrase)\n",
    "    phrase = re.sub(r\"n\\'t\", \" not\", phrase)\n",
    "    phrase = re.sub(r\"\\'re\", \" are\", phrase)\n",
    "    phrase = re.sub(r\"\\'s\", \" is\", phrase)\n",
    "    phrase = re.sub(r\"\\'d\", \" would\", phrase)\n",
    "    phrase = re.sub(r\"\\'ll\", \" will\", phrase)\n",
    "    phrase = re.sub(r\"\\'t\", \" not\", phrase)\n",
    "    phrase =phrase.lower()\n",
    "    phrase = re.sub(r\"\\'ve\", \" have\", phrase)\n",
    "    phrase = re.sub(r\"\\'m\", \" am\", phrase)\n",
    "    phrase = re.sub('\\[.*?\\]', ' ', phrase) \n",
    "    phrase = re.sub('https?://\\S+|www\\.\\S+', ' ', phrase)\n",
    "    phrase = re.sub('<.*?>+', ' ', phrase)\n",
    "    phrase = re.sub('\\n', ' ', phrase)\n",
    "    phrase = re.sub('\\w*\\d\\w*', ' ', phrase)\n",
    "    return phrase\n",
    "\n",
    "dataset.text = [decontraction(tweet) for tweet in dataset.text]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import WordNetLemmatizer \n",
    "from nltk.stem import PorterStemmer\n",
    "lemmatizer = WordNetLemmatizer()\n",
    "ps = PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\dell\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\dell\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     C:\\Users\\dell\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('stopwords')\n",
    "nltk.download('punkt')\n",
    "nltk.download('wordnet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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respond public charg protect', 'first respond get int bridgeportspe free saturday detail', 'emerg servic display meet brave polic firefight first respond help keep us safe', 'week first respond dart member particip four day intens technic larg anim', 'firefight make gain rockyfir jerri brown head area meet first respond tomorrow morn', 'shoot event theater starbuck give free coffe first respond polic amp firefight antiochhickoryhollow tn', 'lender fee veteran first respond past present linkedin', 'new giant flame giant full black pantofel info order sm pin pic twitter com pnpizodi', 'new snap tool black basebal hat cap silver gray embroid logo flame full', 'new snap tool black basebal hat cap silver gray embroid logo flame full', 'vampiro go tabl flame ultimalucha luchaunderground elreynetwork', 'cabin fever flame', 'not summon flame directli hell store bought fine mom die', 'ad fire flame saturday rick wonder spin guest set along chachi', 'kelworldpeac taxston yoga flame', 'sbnation 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say flame', 'pardon burst flame enough world peopl mindless game', 'awickedassassin want burst flame anna hug tightli', 'selmoooooo edvinnn imtariik dzafic hari selmo u not catch flame im gonna wit slaughter', 'bloodi ell let burn rubybot', 'opinion not put thh internet furst flame', 'rise follow graph follow past week get stat right', 'aisumag akumareisu gray ophelia red flame blaze around person set nearli everyth area', 'soloquiero maryland mansion fire kill caus damag plug christma tree report say flame firefight', 'maryland mansion fire kill caus damag plug christma tree report say flame', 'cw hoop better make shot tomorrow caus record flame thrown tomorrow', 'ad video youtub playlist nicki minaj flame offici video', 'better sean bro admit sean flame better sean', 'advantag apropo flame favor regard mississauga ontario pwhvgwax', 'flatten cartooni like whoa papa', 'road success pave penni flatten train track welcom', 'feel like flatten sumo wrestler pain gain muaytai wantmyabsback strong', 'idea food flatten', 'zouma flatten cfc', 'zouma absolut flatten guy', 'flatten', 'year ago first atom attack flatten hiroshima day later nagasaki war crime put moscow place', 'today august anniversari bomb littl boy drop hiroshima kill outright citi flatten', 'would flatten littl midget', 'said yosemit sam drumpf nobodi ill vote flatten rabbit skin huh huh alway say', 'grabakahitman izi garcia flatten machida lose fight nope lost fight guy not lost also', 'flatten earli bird get de cup lag bout pun de dock watch ppl drink', 'conklin flatten shuffl feet instead kick slide not get hand chest', 'flatten thee striker', 'pick flatten hay men masonit wahpeton nd', 'zouma flatten guy', 'fyld build set flatten one preston citi centr icon build disappear skylin', 'iamhorsefli hide kid hide wife loos thought flatten ball', 'would great mbiwa flatten littl rat', 'jimmozel puck flatten ball lol', 'not doubt implicit statement make want flatten bu', 'kainyusanagi grummz pixelcanuck flatten raynor raynor bald imperfect biker marin not emo gener western hero', 'seanpeconi jason floyd lynchonsport criscyborg think risk lose get nose flatten lot', 'mum liter pick new car today flatten batteri alreadi tri sort bluetooth muppet', 'tweetinglew tersestuff notley flatten harper heartland harper import ten thousand tfw slave cost albertan job', 'twilightfairi flatten frog', 'imagin get flatten kurt zouma', 'noth fallaci steam roller object whether flatten not robertcalifornia thereisonlysex', 'photo beach ear beach jewelri vacat ear keep calm beach ear made flatten', 'mix new flat doubl side linerless bottl cap choos mix flatten full', 'flat footbal like flatten spartan crush back day hail', 'satanaofhel ever seen far dreami look came face ear flatten start walk slowli toward would', 'mix new flat doubl side linerless bottl cap choos mix flatten full', 'fizzi sit regular flood seat one know', 'jkl cancel flash flood warn bell harlan knox wx', 'spot flood combo curv cree led work light bar offroad fog lamp full', 'spot flood combo curv cree led work light bar offroad fog lamp full', 'flood big consequ', 'homecom queen kill way home prom flood water socialnew', 'cree led work light offroad lamp car truck boat mine flood beam full rea', 'rain sinc left drown flood see alway fighter without give', 'creationmin rwrabbit gooneratheist lolatjesu yet still mani fish die worldwid flood wonder', 'pleas not flood poor robertbenglund mention put work', 'spot flood combo curv cree led work light bar offroad fog lamp full', 'atlarnxx didnt', 'cree led work light bar alloy spot flood combo dive offroad boat full read', 'cree led work light offroad lamp car truck boat mine flood beam full rea', 'hellotybeeren cue flood peopl iron call', 'motor hot deal gt gt led work light flood lamp tractor truck suv utv', 'led warm white light motion sensor outdoor flood light pir lamp auc', 'iembot hfo nnw hana counti offici report coastal flood', 'pair new round led work drive flood light road atv utv full read ebay', 'cree led work light offroad lamp car truck boat mine flood beam full rea', 'internet basic flood defect intertissu soul mate milk trench host guabxfv', 'bmx issu areal flood advisori shelbi till aug pm cdt', 'cree led work light offroad lamp car truck boat mine flood beam full rea', 'flood advisori effect shelbi counti al pm alwx', 'rt grant factori grant fund weymouth meet seawal flood grant set thursday night', 'spot flood combo curv cree led work light bar offroad fog lamp full', 'spot flood combo curv cree led work light bar offroad fog lamp full', 'spot flood combo curv cree led work light bar offroad fog lamp full', 'flood advisori issu august edt nw wxki', 'surviv plagu float flood peek head mud one immun deafen bell god surviv', 'spot flood combo curv cree led work light bar offroad fog lamp full', 'flood prone waterway westchest counti elig million state aid newyork', 'chines rescu team arriv myanmar help flood victim sittway', 'flood 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start charg long would come flood', 'cuban leader extend sympathi vietnam flood', 'ill dm hotel info peopl flood notif ask info', 'wave flood shore not find way home anymor look', 'flood occur home stop mold growth via proudgreenhom', 'flood track caus derail sa insubcontin insubcontin', 'chines flood nyc market like never', 'obama keep iraqi christian asylum seeker ndetent flood u w unscreen muslim via dcclotheslin', 'grate support flood netkicorp dinner guest thank', 'flash flood madison valleywx', 'themain soon start flood comment section come brazil comment bc', 'last year lot drum flood janic fall', 'bbcengland burst water main caus major flood birmingham hospit omg', 'heavi rainfal flood northern vietnam situat report', 'crabbycal oh god memori flood back', 'flood disast burst water pipe flood apart nycha senior center water pipe flood', 'lrt look tom feel flood back', 'myanmar msf assist thousand worst flood decad hit part myanmar', 'resid central part ocean citi heard engin 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high rise build next low densiti charact residenti area flood', 'hope mountain dew erod throat flood lung leav drown death', 'disast group stun flood', 'person amp reckon die brain flood dmt caus reliv life real time simul', 'ever rememb old song someth not hear year word carri flood memori along priceless', 'flood fish final sunshin amp fab deal albertson anniversari sale lauren paint beauti life', 'flood disast bengal flood cm mamata banerje blame dvc bjp claim state fail use econom', 'dead due flood myanmar naypyidaw aug prensa latina death toll rose today myanmar', 'typhoon soudelor approach kill miss flood philippin via', 'casewrit rain nj flash flood otherwis desert grief tax', 'download itun flood glori luiz santo jazz art music', 'contactenergi yep flood clyde dam releas everi bit water could specci ev charg way', 'bamenda flood kill anim bird', 'hope rain throughout whole weekend hope flood portaloo becom sentient', 'apc chieftain task dickson flood donat bayelsa', 'pagasa yellow warn panay island guimara negro possibl flood low lie area amp landslid mountain area', 'rt bangladesh govern not declar flood emerg worldvis continu', 'nearli thousand peopl affect flood paraguay', 'etp bengal flood cm mamata banerje blame dvc bjp claim state fail use relief fund even flood w', 'may allah help suffer pakistan flood famili dua', 'children myanmar face wouldoubl catastroph flood hit', 'love drake flood instagram make feel real tune everyth like sumn', 'bring tornado flood bring climat chang god america plagu farrakhan quot', 'die myanmar flood affect', 'typhoon soudelor approach kill miss flood philippin typhoon', 'memphi alway flood', 'flood caus damag death across asia media content', 'gt soon mainten end everyon flood server gt server destroy extrem load gt mainten start anew', 'bring tornado flood bring climat chang god america plagu farrakhan quot', 'particul break solid combust fossil fuel voltaic activ forest fire biolog voc petroleum bacteria decomposit', 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train wreck', 'wreck road blockag woodward avenu northbound davison shoalstraff', 'got car wreck car front not put blinker realli feel great outsid lol', 'not think take anymor emot wreck watch emmerdal summerf mikeparractor misscharleywebb', 'court system truli broken inde surpris base run', 'greer man die wreck', 'amazond skyland trap team flip wreck charact pack sale', 'stage locomot wreck could possibl go wrong', 'still not see point frozen sequel like wreck ralph sequel', 'still need finish lover watch drama hour emot wreck lover need wait', 'omg cain die emot wreck emmerdal', 'titortau loretta lynch one fuckin hi lariou watch realtim like train wreck fact check ombudsmanship', 'raineishida lol im nervou wreck p', 'amazon prime day quick takeaway amazon magnific train wreck', 'emot wreck watch emmerdal', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag confirm part miss malaysia airlin flight vice news', 'wreckag conclus confirm malaysia pm investig famili', 'victim famili furiou media told wreckag confirm first', 'wreckag conclus confirm malaysia pm investig famili', 'australia news rt janeenorman high probabl aircraft wreckag accord deputi prime', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm investig famili', 'kuala lumpur reuter piec wing wash indian ocean island beach last week part wreckag malaysian', 'scienc piec wreckag flight confirm r union island possibl', 'malaysia pm confirm wreckag belong', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm investig famili', 'cia plot roll eye rt ajabrown chines rel victim say reunion island wreckag plant', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm', 'relat news plane wreckag found part miss malaysia prime minist say world buzzfe', 'malaysian prime minist say reunion island wreckag via slate', 'wreckag conclus confirm malaysia pm investig famili', 'first piec wreckag first ever lost boe vanish back earli march along peopl board', 'wreckag conclus confirm malaysia pm investig famili', 'scienc piec wreckag flight confirm r union island possibl', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag najib najibrazak malaysiaairlin', 'check amalaysia confirm plane wreckag flight', 'scienc piec wreckag flight confirm r union island possibl', 'wreckag conclus confirm malaysia pm', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm miss flight via yahoonewsdigest', 'wreckag conclus confirm malaysia pm investig famili', 'wreck hour youtub julian lage grantgordi amp practic time', 'late night mcdonald friend hilari although car wreck half steak pasti industri estat', 'good luck everyon school soon sleep schedul wreck beyond repair', 'wonder time someon wreck tri istar drive move fast furiou', 'four hundr wreck car cost apiec purchas make film', 'cramer iger word wreck disney stock cnbc', 'poor liv get phone wreck day oliviaapalmerr thatswhatfriendsarefor', 'freeway africa til wreck audi', 'israel wreck home want land', 'news cramer iger word wreck disney stock til cnbc', 'jame kunstler bad architectur wreck citi residualincom mlm', 'iger word wreck disney stock', 'twitter updat pretti much wreck app', 'wreck never felt low life okay god got', 'coleslaw wreck', 'exot car wreck train accid', 'twin pitcher ego wreck', 'tune wgg lol u got wreck', 'wreck whole world', 'wreck stomach help', 'ohhmyjoshh stevenrul not gonna think get shit wreck first day school', 'wreck tire not gonna asleep', 'cramer iger word wreck disney stock', 'wreck emot', 'riddler would best earli exit primari presidenti wannab ever certain chanc get wreck rich guy', 'marynmck beyond ador hope not wreck notic', 'cramer iger word wreck disney stock cnbc topnew', 'caitsrobert see u night wee barra get absolut wreck', 'kirafrog mount wario get wreck', 'awesom time gettin wreck bowl last night', 'cramer word wreck di stock', 'bright side wreck', 'wreck', 'gone relax thought wife wreck cake goner mind lol whoop', 'cameronhack wreck', 'three day work pretti much wreck hahaha shoutout famili one', 'fx forex trade cramer iger word wreck disney stock', 'enginesh great atmospher british lion gig tonight hear wreck', 'cramer iger word wreck disney stock cnbc', 'pic old pkk suicid bomber deton bomb turkey armi trench releas', 'box readi explod explod kitten final arriv gameofkitten explodingkitten', 'calgari polic flood road closur calgari', 'sismo detectado jap n seismic intens iwat miyagi jst', 'siren everywher', 'break isi claim respons mosqu attack saudi arabia kill', 'omg earthquak', 'sever weather bulletin typhoon hannaph soudelor tropic cyclon warn issu pm', 'heat wave warn aa ayyo dei plan visit friend year', 'group suicid bomber deton explos pack vest mosqu insid saudi special forc headquart kill peopl', 'heard realli loud bang everyon asleep great', 'ga thing explod heard scream whole street smell ga', 'nw flash flood warn continu shelbi counti pm wednesday tnwx', 'rt livingsaf nw issu sever thunderstorm warn part ar nc ok expect trauma case', 'aircraft debri found la reunion miss malaysia airlin', 'father three lost control car overtak collid bathandnortheastsomerset', 'earthquak ssw anza california iphon user download earthquak app inform', 'evacu order lift town roosevelt', 'break la refugio oil spill may costlier bigger project', 'siren went not forney tornado warn', 'offici say quarantin place alabama home possibl ebola case develop symptom', 'worldnew fallen powerlin g link tram updat fire crew evacu passeng tr', 'flip side walmart bomb everyon evacu stay tune blow not', 'suicid bomber kill saudi secur site mosqu reuter via world googl news wall', 'stormchas violent record break ef el reno oklahoma tornado nearli run', 'two giant crane hold bridg collaps nearbi home', 'aria ahrari thetawniest control wild fire california even northern part state troubl', 'volcano hawaii', 'polic investig e bike collid car littl portug e bike rider suffer seriou non life threaten injuri', 'latest home raze northern california wildfir abc news']\n"
     ]
    }
   ],
   "source": [
    "corpus = []\n",
    "for i in range(len(dataset.text)):\n",
    "    review = re.sub('[^a-zA-Z]' ,' ', dataset['text'][i])\n",
    "    review =review.lower()\n",
    "    review = review.split()\n",
    "    all_stopwords = stopwords.words('english')\n",
    "    all_stopwords.remove('not')\n",
    "    review = [ps.stem(word) for word in review  if not word in set(all_stopwords)]\n",
    "    review = ' '.join(review)\n",
    "    corpus.append(review)\n",
    "print(corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "cv = TfidfVectorizer()\n",
    "av = CountVectorizer()\n",
    "X = cv.fit_transform(corpus).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12619"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(X[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = dataset.iloc[:,-1].values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, ..., 1, 1, 1], dtype=int64)"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test , Y_train, Y_test = train_test_split(X,Y , test_size = 0.2, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((6090, 12619), (1523, 12619), (6090,), (1523,))"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape , X_test.shape , Y_train.shape , Y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import MultinomialNB\n",
    "classifier = MultinomialNB()\n",
    "classifier.fit(X_train, Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_pred =classifier.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7964543663821405"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cBSFJjfgqsiQ14hiwJDXiGLAkNWIPWJIacR6wJDViD1iSGpmkWRB3tb4BSRqn5aqRy3qS/GmSa0m+NFB3b5IzSS51n/cM7DueZC7JxST71mvfAJbUK1U1chnBR4D9N9QdA2arajcw230nyR7gIHBfd85jSbYMa9wAltQrtYE/67ZV9ffAf91QfQA42W2fBB4eqD9VVder6jlgDtg7rH0DWFKvbKQHnORIknMD5cgIl9hWVQvdtRaArV39duDywHHzXd2afAgnqVc28iJGVU0D02O6dFa7xLATbnkA/83lz6x2U3ekJEe6/+HSt/n3YrwWX/zqrc6cq0mmqmohyRRwraufB3YOHLcDuDKsIYcgNtco/7zRnce/F5PlNHCo2z4EPD5QfzDJ3Ul2AbuBs8MacghCktaQ5OPA24HXJZkH/gB4FJhJchh4HngEoKrOJ5kBngEWgaNVw3+gLpP01sikS3Kuqh5sfR+6vfj34s7lEMTmcpxPq/HvxR3KHrAkNWIPWJIaMYAlqREDeJMk2d8t0DGX5Fjr+1F7qy30ojuLAbwJugU5/hh4B7AHeFe3cIfubB/huxd60R3EAN4ce4G5qnq2ql4ETrGycIfuYGss9KI7iAG8OTa8SIek/jOAN8eGF+mQ1H8G8ObY8CIdkvrPAN4cTwG7k+xK8gpWVs0/3fieJDVmAG+CqloE3gN8BrgAzFTV+bZ3pda6hV4+C7wpyXy3uIvuIL6KLEmN2AOWpEYMYElqxACWpEYMYElqxACWpEYMYElqxACWpEb+D8Yg/yzfjtKKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix , accuracy_score\n",
    "cm = confusion_matrix(Y_test , Y_pred)\n",
    "sns.heatmap(cm)\n",
    "accuracy_score(Y_test , Y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8924466338259441"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Y_pred_train = classifier.predict(X_train)\n",
    "cm = confusion_matrix(Y_train , Y_pred_train)\n",
    "sns.heatmap(cm)\n",
    "accuracy_score(Y_train , Y_pred_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.text import one_hot\n",
    "voc_size = 10000\n",
    "onehot_rep = [ one_hot(words, voc_size) for words in corpus]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  6538],\n",
       " [9527, 3072, 8636, 3198, 4913, 7721, 6992, 3072, 1102, 571, 820],\n",
       " [5058, 1722, 3831, 3072, 820, 571, 1796, 8636, 4913, 2543, 2869],\n",
       " [7063, 5177, 820, 571, 4533, 2927],\n",
       " [4290, 7950, 571, 820, 9021],\n",
       " [1446, 5894, 4290, 1114, 7472, 100, 820, 3145, 571, 2105],\n",
       " [6447,\n",
       "  4281,\n",
       "  7473,\n",
       "  2352,\n",
       "  4175,\n",
       "  3755,\n",
       "  4290,\n",
       "  9295,\n",
       "  9033,\n",
       "  571,\n",
       "  820,\n",
       "  9768,\n",
       "  7346,\n",
       "  4920,\n",
       "  8726],\n",
       " [3293,\n",
       "  6411,\n",
       "  6333,\n",
       "  8764,\n",
       "  6730,\n",
       "  9021,\n",
       "  2782,\n",
       "  9768,\n",
       "  7579,\n",
       "  8815,\n",
       "  4290,\n",
       "  571,\n",
       "  820,\n",
       "  8907,\n",
       "  2254],\n",
       " [9222, 571, 820, 6484],\n",
       " [4237, 7691, 7522, 5339, 6282, 571, 820],\n",
       " [7124, 571, 820, 9876],\n",
       " [5611, 989, 9355, 571, 820],\n",
       " [571, 820, 7579],\n",
       " [9434, 5444, 5094, 8841, 7125, 1158, 1008, 3628, 1256, 571, 820, 9730, 415],\n",
       " [1880, 4776, 2585, 6485, 9570, 571, 820, 8236, 999],\n",
       " [571, 820, 617, 6792, 90],\n",
       " [8207, 8196, 820, 571, 6225, 5495, 7168, 3072, 9963, 9657, 3072, 9465],\n",
       " ...]"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "onehot_rep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.layers import Embedding\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "from tensorflow.keras.models import Sequential"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [],
   "source": [
    "sent_length = 20\n",
    "embedded_does= pad_sequences(onehot_rep , padding = 'pre', maxlen =sent_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[   0,    0,    0, ..., 4217, 6684, 1788],\n",
       "       [   0,    0,    0, ..., 3171, 6571, 6333],\n",
       "       [   0,    0,    0, ..., 1269,   21, 9572],\n",
       "       ...,\n",
       "       [   0,    0,    0, ...,    0, 7329, 8139],\n",
       "       [   0,    0,    0, ..., 1049, 7224,  997],\n",
       "       [   0,    0,    0, ..., 6110, 5126, 8763]])"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedded_does"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_12\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_5 (Embedding)      (None, 20, 10)            100000    \n",
      "=================================================================\n",
      "Total params: 100,000\n",
      "Trainable params: 100,000\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "dim = 10\n",
    "model = Sequential()\n",
    "model.add(Embedding(voc_size  ,10 , input_length = sent_length ))\n",
    "model.compile('adam' , 'mse')\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  ...\n",
      "  [ 0.00267678  0.02600909 -0.02531934 ...  0.04996613  0.04948007\n",
      "    0.00280174]\n",
      "  [ 0.02884727 -0.01772436 -0.03254529 ... -0.04749284 -0.01862528\n",
      "    0.04823131]\n",
      "  [-0.03569561 -0.01430942 -0.02977147 ... -0.03692359  0.01229612\n",
      "   -0.03891823]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  ...\n",
      "  [-0.02691262 -0.02799145 -0.045056   ... -0.03489946 -0.03103241\n",
      "    0.00675008]\n",
      "  [ 0.00279585  0.0359911   0.03530269 ...  0.04370863  0.0270359\n",
      "    0.03895075]\n",
      "  [ 0.04490263 -0.03219175 -0.02421416 ...  0.0121477  -0.03328294\n",
      "   -0.04114013]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  ...\n",
      "  [-0.0332037   0.02858528  0.00065229 ... -0.03793976  0.03660518\n",
      "    0.03488078]\n",
      "  [-0.03027699  0.00081533 -0.02552873 ...  0.00996499  0.03930862\n",
      "   -0.03854345]\n",
      "  [ 0.03632647 -0.03434329  0.04363262 ... -0.04102575 -0.01954273\n",
      "   -0.03704015]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  ...\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04113552  0.04339924 -0.04211314 ...  0.0133055   0.00299351\n",
      "    0.02013442]\n",
      "  [ 0.03495786  0.0366495   0.03307948 ...  0.01697019  0.02374249\n",
      "   -0.00847457]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  ...\n",
      "  [ 0.02832988  0.04675208  0.01343537 ... -0.03945027  0.01161343\n",
      "    0.04224613]\n",
      "  [-0.01825379  0.03881829  0.02477106 ... -0.00611179 -0.03299679\n",
      "   -0.0067665 ]\n",
      "  [ 0.04081316  0.00461019  0.00897243 ... -0.01044546  0.03227467\n",
      "   -0.02971908]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  [ 0.04950606 -0.00867815  0.02712149 ... -0.00514011 -0.04672722\n",
      "   -0.03035006]\n",
      "  ...\n",
      "  [ 0.02500803 -0.00744631 -0.04963374 ... -0.01448157 -0.04902389\n",
      "   -0.00888189]\n",
      "  [ 0.03260202  0.02197288  0.0251455  ...  0.01022009 -0.01800282\n",
      "   -0.02690062]\n",
      "  [-0.04581193 -0.01556742  0.04963527 ...  0.00282604 -0.03030278\n",
      "    0.0339191 ]]]\n"
     ]
    }
   ],
   "source": [
    "print(model.predict(embedded_does))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   0,    0,    0,    0,    0,    0,    0,    0,    0,    0,    0,\n",
       "          0,    0, 8023, 3983, 3394, 2563, 4217, 6684, 1788])"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedded_does[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Model was constructed with shape (None, 20) for input KerasTensor(type_spec=TensorSpec(shape=(None, 20), dtype=tf.float32, name='embedding_5_input'), name='embedding_5_input', description=\"created by layer 'embedding_5_input'\"), but it was called on an input with incompatible shape (None, 1).\n",
      "[[[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04950606 -0.00867815  0.02712149 -0.01058613 -0.04111948\n",
      "   -0.04447453  0.02152613 -0.00514011 -0.04672722 -0.03035006]]\n",
      "\n",
      " [[ 0.04295697 -0.02558477  0.04211441 -0.0040281  -0.02383139\n",
      "    0.01855319  0.01251617  0.01426169  0.01963104  0.00642731]]\n",
      "\n",
      " [[-0.00853882 -0.04527903 -0.03828914 -0.03698186  0.01715399\n",
      "    0.01467296 -0.02445807  0.01461938  0.04832505 -0.02855079]]\n",
      "\n",
      " [[-0.03850187  0.04722342  0.04067374  0.00014266 -0.04651202\n",
      "   -0.04248544 -0.03766531  0.04413142  0.02087455  0.00522854]]\n",
      "\n",
      " [[ 0.03730569  0.02438325 -0.02324094 -0.03305569 -0.01179864\n",
      "   -0.01652014  0.02500484 -0.00094067 -0.03628472  0.03260899]]\n",
      "\n",
      " [[ 0.00267678  0.02600909 -0.02531934 -0.04803622  0.00633734\n",
      "    0.03253765 -0.00959526  0.04996613  0.04948007  0.00280174]]\n",
      "\n",
      " [[ 0.02884727 -0.01772436 -0.03254529 -0.01303239 -0.0265015\n",
      "    0.02115012 -0.02413515 -0.04749284 -0.01862528  0.04823131]]\n",
      "\n",
      " [[-0.03569561 -0.01430942 -0.02977147 -0.03401716  0.027793\n",
      "    0.02426629  0.03726147 -0.03692359  0.01229612 -0.03891823]]]\n"
     ]
    }
   ],
   "source": [
    "print(model.predict(embedded_does[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array(embedded_does)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((7613, 20), (7613,))"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape , Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test , Y_train, Y_test = train_test_split(X,Y , test_size = 0.2, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6090, 20)"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.fit(X_train , Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_pred_train = classifier.predict(X_train)\n",
    "Y_pred_1 = classifier.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_pred_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5489166119500984"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(Y_pred_1 , Y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dell\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:892: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:57:40] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.3.0/src/learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
       "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
       "              importance_type='gain', interaction_constraints='',\n",
       "              learning_rate=0.300000012, max_delta_step=0, max_depth=6,\n",
       "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
       "              n_estimators=100, n_jobs=4, num_parallel_tree=1, random_state=0,\n",
       "              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,\n",
       "              tree_method='exact', validate_parameters=1, verbosity=None)"
      ]
     },
     "execution_count": 251,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xgboost import XGBClassifier\n",
    "classifier_xgb = XGBClassifier()\n",
    "classifier_xgb.fit(X_train , Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_pred_xgb = classifier_xgb.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0, 1, ..., 0, 1, 0], dtype=int64)"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_pred_xgb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6579120157583717"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(Y_pred_xgb , Y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For Test dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_test = pd.read_csv('test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>keyword</th>\n",
       "      <th>location</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Just happened a terrible car crash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heard about #earthquake is different cities, stay safe everyone.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>there is a forest fire at spot pond, geese are fleeing across the street, I cannot save them all</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Apocalypse lighting. #Spokane #wildfires</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Typhoon Soudelor kills 28 in China and Taiwan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3258</th>\n",
       "      <td>10861</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EARTHQUAKE SAFETY LOS ANGELES ÛÒ SAFETY FASTENERS XrWn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3259</th>\n",
       "      <td>10865</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Storm in RI worse than last hurricane. My city&amp;amp;3others hardest hit. My yard looks like it was bombed. Around 20000K still without power</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3260</th>\n",
       "      <td>10868</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Green Line derailment in Chicago http://t.co/UtbXLcBIuY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261</th>\n",
       "      <td>10874</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MEG issues Hazardous Weather Outlook (HWO) http://t.co/3X6RBQJHn3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3262</th>\n",
       "      <td>10875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#CityofCalgary has activated its Municipal Emergency Plan. #yycstorm</td>\n",
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       "         id keyword location  \\\n",
       "0         0     NaN      NaN   \n",
       "1         2     NaN      NaN   \n",
       "2         3     NaN      NaN   \n",
       "3         9     NaN      NaN   \n",
       "4        11     NaN      NaN   \n",
       "...     ...     ...      ...   \n",
       "3258  10861     NaN      NaN   \n",
       "3259  10865     NaN      NaN   \n",
       "3260  10868     NaN      NaN   \n",
       "3261  10874     NaN      NaN   \n",
       "3262  10875     NaN      NaN   \n",
       "\n",
       "                                                                                                                                             text  \n",
       "0                                                                                                              Just happened a terrible car crash  \n",
       "1                                                                                Heard about #earthquake is different cities, stay safe everyone.  \n",
       "2                                                there is a forest fire at spot pond, geese are fleeing across the street, I cannot save them all  \n",
       "3                                                                                                        Apocalypse lighting. #Spokane #wildfires  \n",
       "4                                                                                                   Typhoon Soudelor kills 28 in China and Taiwan  \n",
       "...                                                                                                                                           ...  \n",
       "3258                                                                                      EARTHQUAKE SAFETY LOS ANGELES ÛÒ SAFETY FASTENERS XrWn  \n",
       "3259  Storm in RI worse than last hurricane. My city&amp;3others hardest hit. My yard looks like it was bombed. Around 20000K still without power  \n",
       "3260                                                                                      Green Line derailment in Chicago http://t.co/UtbXLcBIuY  \n",
       "3261                                                                            MEG issues Hazardous Weather Outlook (HWO) http://t.co/3X6RBQJHn3  \n",
       "3262                                                                         #CityofCalgary has activated its Municipal Emergency Plan. #yycstorm  \n",
       "\n",
       "[3263 rows x 4 columns]"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_test.text = [decontraction(tweet) for tweet in dataset_test.text]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decontraction(phrase):\n",
    "    \n",
    "    phrase = re.sub(r\"won\\'t\", \"will not\", phrase)\n",
    "    phrase = re.sub(r\"can\\'t\", \"can not\", phrase)\n",
    "    phrase = re.sub(r\"n\\'t\", \" not\", phrase)\n",
    "    phrase = re.sub(r\"\\'re\", \" are\", phrase)\n",
    "    phrase = re.sub(r\"\\'s\", \" is\", phrase)\n",
    "    phrase = re.sub(r\"\\'d\", \" would\", phrase)\n",
    "    phrase = re.sub(r\"\\'ll\", \" will\", phrase)\n",
    "    phrase = re.sub(r\"\\'t\", \" not\", phrase)\n",
    "    phrase = phrase.lower()\n",
    "    phrase = re.sub(r\"\\'ve\", \" have\", phrase)\n",
    "    phrase = re.sub(r\"\\'m\", \" am\", phrase)\n",
    "    phrase = re.sub('\\[.*?\\]', ' ', phrase) \n",
    "    phrase = re.sub('https?://\\S+|www\\.\\S+', ' ', phrase)\n",
    "    phrase = re.sub('<.*?>+', ' ', phrase)\n",
    "    phrase = re.sub('\\n', ' ', phrase)\n",
    "    phrase = re.sub('\\w*\\d\\w*', ' ', phrase)\n",
    "    return phrase\n",
    "\n",
    "dataset_test.text = [decontraction(tweet) for tweet in dataset_test.text]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['happen terribl car crash', 'heard earthquak differ citi stay safe everyon', 'forest fire spot pond gees flee across street cannot save', 'apocalyps light spokan wildfir', 'typhoon soudelor kill china taiwan', 'shake earthquak', 'would probabl still show life arsen yesterday eh eh', 'hey', 'nice hat', 'fuck', 'not like cold', 'nooooooooo not', 'not tell', '', 'awesom', 'birmingham wholesal market ablaz bbc news fire break birmingham wholesal market', 'sunkxssedharri wear short race ablaz', 'previouslyondoyintv toke makinwa marriag crisi set nigerian twitter ablaz', 'check nsfw', 'psa split person techi follow ablaz co burner follow ablaz', 'bewar world ablaz sierra leon amp guap', 'burn man ablaz turban diva via etsi', 'not diss song peopl take thing run smh eye open though set game ablaz cyhitheprync', 'rape victim die set ablaz year old girl die burn injuri set ablaz', 'set ablaz', 'ctvtoronto bin front field hous wer set ablaz day flame went rite hydro pole wonder', 'nowplay alfon ablaz pul radio pulsradio', 'burn rahm let hope citi hall build giant wooden mayor effigi feet tall amp set ablaz john kass', 'philippaeilhart dhublath hurt eye ablaz insult anger', 'accid clear paturnpik patp eb pa cranberri slow back traffic', 'got love burn self damn curl wand swear someon need take away cuas accid prone', 'hate badg shit accid', 'car record zeroedg dual len car camera vehicl traffic drive histori accid camcord larg', 'coincid curs still unresolv secret past accid', 'traffic south roadpol east accid near lew kingston roundabout rather', 'sakuma en pretend feel certain way feel becom genuin accid hei darker black manga anim', 'legal medic referr servic call us accid slipandfal dogbit', 'construct guy work disney store huge gaug ear bloodi accid wait happen', 'robynjilllian wlsdomteeth feel like go accid teesha gonna come', 'northbound junction current delay min due accid c', 'daveoshri soembi say met accid week would super jelli dave p', 'accid hit run cold block se vista ter gresham', 'happen accid like', 'pleas donat spread word train accid left pole vaulter kira gr nberg parapleg', 'pleas like share new page indoor trampolin park aftershock open fall', 'bxckylynch foi roh aftershock la vega procura pirat bay que tem', 'schoolboy aftershock origin mix excis amp skism sexism far loud remix firebeatz schella dear new', 'icemoon djicemoon dubstep trapmus dnb edm danc ice', 'aftershock happen nepal last int l team still way respond chief collin laco fd', 'icemoon djicemoon dubstep trapmus dnb edm danc ice', 'stop say wish start say unknown', 'want go aftershock octob band listen nxt ca not afford yet though gradschoolapp', 'still live aftershock hiroshima peopl still scar histori edward bond', 'icemoon djicemoon dubstep trapmus dnb edm danc ice', 'aftershock', 'nother victori bargain basement price dwight david eisenhow', 'far best competit map imo hope invahnwetrust', 'brass copper cataclysm amp aftershock', 'jadeformkx happi not use aftershock variat counter play style hard', 'aftershock', 'careless lead aviat accid victim right seek compens damag', 'rewind music found guy today regard accid airplan lol amp becam fan send love amp support cali', 'girl die airplan accid fifteen year ago', 'mintechan hihow keio line stationright btw know airplan accid near chofu airport week', 'mexican airplan accid ocampo coahuila mx kill coahuila govern subsecretariat francisco garcia castel age', 'horribl accid man die wing airplan', 'god accid happen airplan idc rest luggag complet destroy pleas save makeup', 'horribl accid man die wing airplan', 'updat pictur penn twp airplan accid', 'see judg rule accid jfk airport involv korean air', 'thugiauren airplan mode accid', 'year ago today basebal lost one great airplan accid rip captain yanke yanke', 'expert franc begin examin airplan debri found reunion island french air accid expert wedn', 'breakingnew expert franc begin examin airplan debri found reunion island french air accid e', 'expert franc begin examin airplan debri found reunion island french air accid expert wedn', 'twelv fear kill pakistani air ambul helicopt crash', 'die send ambul belli brightasastar', 'ambul sprinter automat frontlin vehicl choic lez compliant ebay', 'disneyxrowbrina ambul not even park well like nearli top someon car laugh', 'shot time found dead cuff involv car accid offic told ambul not treat', 'margaretcho call fag go call ambul rainbowpow', 'new nanotech devic abl target destroy blood clot scienc', 'want send medic suppli dad ambul', 'held heroin ambul', 'twelv fear kill pakistani air ambul helicopt crash', 'helicopt ambul ride transfer hospit mile away cost', 'privileg proud wear uniform nh ambul gayuk uniform proud privileg whatsyouremerg', 'bartend work describ drunk man annihil hsnowberg day', 'cop pull drunk driver safeti second car hit train via viralspel', 'cop pull drunk driver safeti second car hit train via viralspel', 'rosiegray sincereti think un would move israel fraction chanc annihil', 'johnboywest istag drama queen stand drama stage amp certainli never world stage would annihil', 'drodrolagi handplacementgo bro annihil hashtag week', 'step outsid second get annihil mosquito', 'jacksfilm yiayplan well first strike dreamwork minion annihil', 'natur appropri love burn becom annihil belov', 'ninahoag shred psych work friendship would annihil', 'thehil exampl conserv annihil burton v wiimington prkng auth liber stood amp done noth', 'aug kaiserjaeg wipe franci joseph crack regiment annihil carso plateau', 'die everyth annihil', 'brooo got annihil', 'albertbr probabl annihil need dd', 'gmcr long rgreen mountain red mountain stock annihil hour', 'pleas sign amp rt save saltriverwildhors', 'alli plan annihil german peopl loui nizer interest', 'pleas share sign petit save wild hors arizona', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'new soul punish annihil', 'latest updat salt river wild hors round via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'bosteenauthfest silent planet print annihil audio', 'rt sign urgent stop annihil salt river wild hors savewildhors saltriverhors', 'jackienatalydlt get ice annihil', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'incindia sonia gandhi like pakistan everi defeat treat like victori total annihil answer', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'stop annihil salt river wild hors via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'u nation park servic tonto nation forest stop annihil salt river wild hors via chang', 'spherulit almost feel like si sign apocalyps lol', 'like youtub video teamtwiistz futurist hous built surviv apocalyps minecraft', 'like youtub video minecraft night lucki block mod bob apocalyps wither amp mod showcas', 'one major reason not live big citi rr miss meal ever come pass cue apocalyps script', 'askconnor zombi apocalyps item right weapon either screw gonna live', 'apocalyps', 'itskingriffyal excit apocalyps realli dig x men franchis go like event theme lot', 'tmfk co sound like terribl time right', 'apocalyps artist not go fukushima exclus zone nuclear ura', 'southern prepper fiction sharecrop apocalyps apocalypt doomsday prepper book read', 'honestli could say apocalyps come would exit he enthusiast everyth', 'also nephew proof fat babi go save us apocalyps', 'like youtub video zombi apocalyps rescu', 'ad video youtub playlist futurist hous built surviv apocalyps minecraft map', 'live princ apocalyps amp encount meerkat', 'like youtub video minecraft night lucki block mod bob apocalyps wither amp mod showcas', 'omg zombi apocalyps among student', 'like youtub video minecraft night lucki block mod bob apocalyps wither amp mod showcas', 'univers order armageddon', 'patent pend stream armageddon ep', 'armageddon london', 'hitchbot heard might rise ash armageddon go hitchbot like true superstar', 'turkey invad israel halfway armageddon', 'rememb crowd around baggag carousel like armageddon bag last remain food item earth anim', 'never compromis not even face armageddon watchmen', 'mustread vladimir putin issu major warn late escap armageddon pcraigrobert us ru', 'da one mtvsummerstar videoveranomtv mtvhottest britney spear lana del rey', 'build armi lion leader dog fight lion die like dog', 'one direct pick fan armi direction', 'shark armi black date stainless steel quartz men sport watch full read ebay', 'beyonc pick fan armi beyhiv', 'second summer pick fan armi', 'beyonc pick fan armi beyhiv', 'victorinox swiss armi date women rubber mop watch', 'hope salvat armi least gave tax receipt', 'one direct pick fan armi direction', 'one direct pick fan armi direction', 'one direct pick fan armi direction', 'check data upper wabash reservoir louisvilleusac site', 'answer notherefor came pass sixteenth year go forth head armi', 'one direct pick fan armi direction', 'second summer pick fan armi', 'cheesehead report arson charg file jackson counti hous fire', 'arson suspect link fire caught northern california', 'isra polic unabl solv case duma arson attack', 'shock report muslim set wildfir across american west arson jihad', 'pnut mama strong time like arson happen push thru past feloni stage', 'breakingnew mourn notic stab arson victim stir polit grief israel poster f rome', 'mourn notic stab arson victim stir polit grief israel poster shira banki', 'rt opu elliott probat two year pay fine', 'rt saginaw polic sketch person interest saginaw arson', 'fire destroy charlton wineri rule arson', 'wehtwtvwloc trial date set man charg arson burglari', 'man charg connect shawne arson burglari olath kan man court wednesday accus', 'steel polic arrest possibl arson investig', 'vixuhn rip arson', 'arson suspect link fire caught northern california', 'rt theadvocatemag owner chicago area gay bar admit arson scheme lgbt', 'lgbtq news owner chicago area gay bar admit arson scheme frank elliott plead via theadvocatemag', 'mourn notic stab arson victim stir polit grief israel poster shira banki', 'contra costa co author arrest suspect serial arsonist author believ', 'owner chicago area gay bar admit arson scheme frank elliott plead guilti hire arsonist', 'local arsonist cloudi goldrush man shit', 'mo way say carri', 'arsonist set nyc vegetarian restaur fire polic newyork', 'arsonist torch hous getaway vehicl polic say surrey leader richardgearl', 'safyuan alreadi threw away letter tho', 'hotel arsonist caus damag cri help arsonist jail court hear', 'suspect serial arsonist east bay arrest nightbeattv kbcwtv veronicadlcruz', 'arsonist mc christ walk toronto columbu gospel', 'bitch dont get slap', 'trap vodka new fave vine', 'suspect serial arsonist arrest norcal', 'surveil video captur man remov american flag long beach home ktla', 'serial arsonist get bail not jail releas', 'arson suspect link fire caught northern california', 'delhi govern provid free treatment acid attack victim privat hospit aapatwork', 'go panic attack', 'end innov catch reduc attack surfac industryinsight mcgsecur', 'realtwanbrown yesterday heat attack funni relationship snapchat', 'texa gratuit cruel attack die gay man', 'cooper super pooper hero dog save drown detect heart attack knew', 'doubl eboni attack black hair blowjob', 'suspect latest us theatr attack psycholog issu', 'peopl tilli confus cat overcom horribl attack win heart', 'love love love massiv attack angel hd v youtub', 'sunnyclaribel mani dpjhodg articl attack labour defend conserv see', 'rt rt com tori attack freedom inform assault govt account liberti', 'weird near panic attack amp want write walk bathroom work nearli cri dread miss', 'porn nsfw black attack white marri slut', 'cop injur gunfight milit attack udhampur polic post suspect milit attack polic post', 'newcastl schoolgirl attack seaton delav park pack anim led former friend newcastl', 'au need career best along steve smith even tri compet sura viru attack team australia brutal', 'christian attack muslim templ mount wave isra flag via pamela geller', 'christian attack muslim templ mount wave isra flag via pamela geller', 'tennesse man kill polic attack famili hatchet', 'christian attack muslim templ mount wave isra flag via pamela geller', 'christian attack muslim templ mount wave isra flag via pamela geller', 'attack robot lvl earn total free satoshi robotcoingam bitcoin freebitcoin', 'attitud problem result constantli belittl bash attack amp demor fuck', 'must forgot memo get attack resid receiv concuss funni', 'christian attack muslim templ mount wave isra flag via pamela geller', 'logitechg fire nation attack', 'christian attack muslim templ mount wave isra flag via pamela geller', 'metro nashvil polic simpli best thank protect us call via aol', 'peac happi twitter experi avalanch idioci', 'car receiv tube instal avalanch sound output hhw', 'fuck true decapit throw head avalanch', 'one glanc avalanch drop one look heartbeat stop oh walk moon get could not said better', 'photo repost gregskazphotographi repostapp rainierarm avalanch ambi charg handl', 'dad told would never let get avalanch', 'imagin plenti talk math teacher liverpool similar age music', 'rare vintag collect windriv avalanch edt spray men deal uk', 'plu perform chip fuel saver chevi silverado avalanch blazer taho', 'dorion sen look consist hoffman coloradoavalanch avalanch', 'avalanch need anyon carri bag', 'musician kall mattson recreat classic album cover clever music video avalanch', 'tix frozen furi xvii lo angel king v avalanch row l mgm grand', 'fc maid agenc present musician kall mattson recreat classic album cover clever music video', 'avalanch rear axl assembl', 'senat anoth year determin hoffman v coloradoav nhlavalanch', 'mano twit kolaveriboy avast avalanch andal', 'colorado avalanch anaheim duck ticket preseason', 'listen wtm avalanch take deep breath', 'avalanch men lunat livingontheedg', 'environ lone pine tree grow across countri remembr battl gallipoli year ago', 'jackisheaff battl', 'exoticengram therasputin raspi cool alreadi figur ttk battl shit', 'like youtub video pok mon omega rubi alpha sapphir wi fi battl vs', 'long battl spur matt bonner took care brian scalabrin knockout vine nba', 'like youtub video screwattack knuckl punch death battl', 'lonepin rememb around australia wouldescend grow via gallipoli', 'fedex longer transport bioterror germ wake anthrax lab mishap breakingnew', 'fedex longer transport bioterror germ wake anthrax lab mishap via usatoday', 'fedex longer transport bioterror germ wake anthrax lab mishap via usatoday', 'unsurpris still dismay consequ went secur pathogen access', 'fedex longer transport bioterror germ wake anthrax lab mishap', 'latest fallout biolab safeti laps fedex longer transport anthrax amp select agent research specimen', 'fedex longer transport bioterror germ wake anthrax lab mishap', 'fedex stop ship potenti bioterror pathogen fedex corp nyse fdx longer deliv packag', 'citizen educ project act year watchdog dugway prove ground', 'fedex longer transport bioterror germ wake anthrax lab mishap', 'fedex longer transport bioterror germ via usatoday', 'offbeat news fedex stop ship bioterror pathogen', 'fedex longer transport bioterror germ wake anthrax lab mishap newsdict news fedex', 'bioterror ebola rt stopislam tcot ccot makedclisten teaparti', 'largest bioterror attack u soil involv taco atlasobscura', 'time hedg catastroph risk climat chang asteroid impact bioterror', 'uscourt amp collud take wht f usagov auth hostag amp make look blk w bioterror amp use lgl org idi id still', 'bioterror guidelin medic public health manag', 'bbcworld bioterror drone reach larg popul erea', 'bishoyragheb fair bioterror way go mean bsc not irrelev', 'debtassassin forget threat bioterror', 'hst anthoni kimeri discuss bioterror syfi channel joe rogan question everyth pathogen viru', 'anthoni kimeri discuss bioterror syfi channel joe rogan question everyth', 'harvardu amp collud take wht f usagov auth hostag amp make look blk w bioterror amp use lgl org idi id still', 'uganda seen front line bioterror fight', 'ppl live w hiv charg aggrav assault bioterror thing w low risk transmiss hivisnotacrim', 'studi anthrax bioterror carpediem', 'gacourt amp collud take wht f usagov auth hostag amp make look blk w bioterror amp use lgl org idi id still', 'bioterror guidelin medic public health manag donald hen', 'fight bioterror sir', 'fight bioterror sir', 'prsnvn good hear mine could better manag alright bioterror not wait', 'mariashriv fultoninfo court trip keep stranger blk amp wht us g ssapress id forfeit due bioterror look ap', 'afrojazz add dont even know talk', 'never got paid give fuck might well blaze anoth one', 'junesnowpaw yeah gimm dat creami white stuff', 'reaction determin', 'port coquitlam fire crew say electr towel warmer start four alarm blaze last week destroy sever busi', 'like youtub video ashen blaze atgam handheld mega drive ashen', 'crave slurpe', 'omg need go like yesterday', 'ovoiz baddiemoneysign blaze', 'lithgow news homeless blaze near portland', 'blizzard draco saw let eat blaze blazinsmash', 'big buzzi john blaze ju kame home year bid lovethyfamili', 'cruisingblaz bang', 'bitch say im hot say bitch im blaze', 'bryanvsbracey ustadium need blaze speed think watt far impress obj anoth quick littl guy', 'check blaze hors tattoo yelp', 'midnight song cri goe realiti 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mile via full stori', 'buzz billi joel bring hous final show new york nassau coliseum', 'demolit mean progress flint michigan fate american metropoli highsmith', 'seattl demolit dodg hous live afford hous', 'johnni detroit tag team demolit awesom intro song scari look destroy oppon', 'problem motel near demolit', 'demolit done christian put away throw flesh amp sin person inthespiritwebuild', 'photo mothernaturenetwork seattl demolit dodg hous live afford hous', 'demolit underway ou footbal stadium project stay updat throughout', 'hajirah gm pray attack enemi derail ur destini block lord amp flood ur life w heavenli bless', 'aleshabel gm pray attack enemi derail ur destini block lord amp flood ur life w heavenli bless', 'two train derail central india madhya pradesh', 'everyon start ux project best intent common pitfal happen along way not let', 'bbc news india rail crash train derail madhya pradesh flash flood', 'queenbrittani gm pray attack enemi derail ur destini block lord amp 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syrian govern nusrah ahrar not yet', 'thesun flood two peopl dead hous destroy kaduna two peopl reportedli kill h', 'black eye space battl occur star involv fleet total ship destroy', 'evdaikoku zjwhitman carp eras justin smith pretti sure destroy leftsid', 'poor dude need valeri lol rt otp destroy dant stuck kiki twice row fixitjesu gh', 'sj gist hous farm produc destroy flood sokoto hous saturday destroy', 'soo bit repent children live destroy continu abus', 'day cricket destroy plan exercis today', 'black eye space battl occur star involv fleet total ship destroy', 'flood two peopl dead hous destroy kaduna', 'rememb hiroshima destroy nuclear bomb occurr never ever happen yet highli like recur', 'hitchbot travel europ greet open arm get destroy two week america lesson learn', 'destroy mee okay thought dead not not glad not', 'home destroy gaza zero rebuilt join bust blockad sign amp rt gaza opengaza', 'kaytlinmartinez dude enorm blizzard destroy dq', 'havin alli lyk anncoult republican parti declar war immigr deserv b defeat n destroy clarion call', 'yay evil destroy', 'warcraft weapon destruct', 'world warcraft legion reveal gamescom burn legion return bring destruct azeroth onc', 'peterarnottgla written play dr rae destruct ladi franklin happen commiss mull theatr', 'airportwatch need motorway fume present one forget extra nois amp destruct', 'new ran report frontlin human right abus forest destruct fashion', 'iam destruct okay put tail first move slip slowli', 'hand destruct innoc young man life', 'crackdown destruct restrict multiplay crackdown impress earlier week demonstratio', 'russian author take account petit destruct sanction food vladimir putin press', 'life cheap evil abound ppact hillaryclinton profit destruct defundpp', 'day death destruct chao peopl kill instantli pleas take sometim rememb think other', 'one three survivor destruct otsuka villag', 'let stand evid horribl destruct potenti wrought nobl speci', 'new ran report frontlin human right abus forest destruct fashion', 'relat news bureaucrat singl hiroshima destruct global atlant', 'crackdown destruct restrict multiplay co develop sumo digit crackdown definit', 'hjudeboudreaux start car use deton evil henchman', 'track apollo brown deton ft p apollobrown billdanzemop famemop', 'apollo brown deton featur p', 'apollo brown deton ft p apollobrown', 'apollo brown deton feat p produc apollo brown proud present upcom album grandeur wh', 'best moment jon stewart daili show', 'spinningbot anoth stand user deton killer queen', 'audio listen purchas deton feat p apollo brown', 'nickkristof contradictori tri amp noth altern categor wors', 'listen apollo brown deton feat p mello music group np soundcloud', 'deton determin hoax devic not feel comfort open', 'track apollo brown deton ft p apollobrown billdanzemop famemop', 'apollo brown deton feat p produc apollo brown proud present', 'first stearn grenad thought wwii era one appar newer bomb squad plan deton around p', 'ignit knock deton sensor senso beck arnley fit audi', 'deton fashion mountain electron watch water resist coupl leisur tab', 'open forex deton indic irretriev fashion financi airborn control sjfeb', 'ignit knock deton sensor knock sensor delphi', 'jcenter uh oh control deton', 'ignit knock deton sensor senso beck arnley', 'deton fashion mountain electron watch water resist coupl leisur tab', 'deton fashion mountain electron watch water resist coupl leisur tab', 'deton fashion mountain electron watch water resist coupl leisur tab', 'ignit knock deton sensor senso fit subaru legaci', 'ignit knock deton sensor senso beck arnley', 'jerusalempost watch israel perform control deton land mine golan height', 'ignit knock deton sensor acdelco gm origin equip', 'via jerusalem post watch israel perform control deton land mine golan height', 'ignit knock deton sensor senso standard', 'ignit knock deton sensor connector connecto dorman', 'link let pick citi bomb size altitud deton ace', 'watch israel perform control deton land mine golan height jerusalem po israel israelnew', 'obama declar disast typhoon devast saipan', 'liter devast right', 'polishedston perri devast meanwhil', 'val die im absolut devast emmerdal', 'yeetrpan ask hire said not devast', 'obama declar disast typhoon devast saipan obama sign disast declar northern marian', 'thank martinbarrow ye definit someth affect men well husband devast', 'obama declar disast typhoon devast saipan obama sign disast declar northern marian', 'mikeparractor omg cant believ kill ross favourit charact aaron dannybmil im devast top act', 'super bitchi yesterday caus felt like pop bitchi perla not play perla devast', 'actual not see hunter hay ladi antebellum perform begin live devast person', 'obama declar disast typhoon devast saipan obama sign disast declar northern marian', 'cook fresh tagliatel meatbal sauc manag spill pasta sink drain fuck devast', 'humblethepoet lilli youtub channel got hack devast worri', 'mikeparractor devast 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like war zone though', 'shirt male femal get wit day game changin time war zone singl', 'um ok sunday footbal seasonfrom pm women not even log onshit complet war zone', 'tri find peac zone war', 'twitter go war zone today', 'resist wage guerrilla warfar kpa forc red zone war torn outskirt', 'friend get whoop run weapon option teamduv vine terrellt', 'star second level surgeon weapon choic neutron rifl callofmini doubleshot', 'yo guy chang weapon mid battl', 'fun fact everi rapid fire weapon game hard counter slosher splattl', 'slosher fucboi weapon', 'war peopl need weapon need world peac', 'askconnor zombi apocalyps item right weapon either screw gonna live', 'true strength forgiv love power weapon vickysuewrit broken circl giveaway boyxboy', 'anniversari hiroshima bomb import learn histori ban weapon', 'knavetb lol not class class weapon', 'realli glad hear nowlik usth world trueli connect want trueli peac world without weapon', 'geno weapon give benefit doubt year not huge believ still not matur enough', 'dannyonpc youtub engin rpm weapon thank', 'help tip nuke asteroid', 'favor keep danger weapon hand fool let start typewrit', 'secur expert report way keep iran honest stop march nuclear weapon', 'aug kill rock italian make good use natur weapon excel bayonet', 'deray cop benefit great salari free car free rent free food free weapon licens kill amp rape impun', 'water fight penn park byow bring weapon', 'abe propos new plan abolish nuclear weapon yesterday defens minist made clear nuke fine', 'navi say lt cmdr fire sidearm defens nosc chattanooga terrorist attack not face charg', 'attempt sell weapon nigeria attempt upgrad bokoharm armi usa must know un', 'whirlwind full bombard kunai', 'barstoolbigcat whirlwind', 'offici st louisan one full year crazi awesom overwhelm whirlwind year anoth', 'miss malaysian airplan debri plant famili news whirlwind news', 'warcraft alway weird referenti whirlwind thing', 'chelsea rosett ah bless ya not bad life bit whirlwind last two week got cold not shift sexi', 'join fb sneak peek friday upcom novel reap whirlwind fiction histor wip amwrit', 'time pawsox owner public return whirlwind trip durham', 'like youtub video rona guid red whirlwind', 'luhan luhan studio channel youku updat', 'whirlwind romanc dress store amp onlin freshoutofthebox getitbeforeitsgon newnewnew', 'harperanetflixshow blaze saddl show wild fire alberta', 'break massiv wild field fire report throughout germani fire eastern german', 'complain pa atleast not wild fire take home like north cali flood florida right', 'wife opt take holiday amp histor sinc met lanahillman get special treatment bonfir not start wild fire rain', 'like blaze wild fire sing name', 'netnewsledg wild fire updat august thunder bay weather new fire confirm', 'becuas caus properti damag caus wild fire', 'hey maci mom hous burn ca wild fire amp bought e gift card buy cloth cont', 'california wild fire clearli caus global climat chang excess', 'california wild fire blow mind everi time', 'wild fire get anywher near', 'stamped fire brought home love make stay tame wild heart audiobook bynr beingauthor', 'go home california drunk natur select taken affect debt extrem wild fire water suppli problem fail state', 'cb even news cover tent collaps wild fire mention worst plan parenthood video date narr', 'wild fire', 'wild fire california continu burn', 'one wild fire cali someth mid west ever show shit dont pop around', 'jacobhoggard therealmattleaf sad bc wild fire hope u safe', 'wild fire us california drought state sad', 'wildfir mynabird lover know', 'finger rock wildfir grow acr tucson', 'chattanooga latest california governor head site wildfir', 'get babe wildfir taviiikenney cours', 'quick timelaps made finger rock fire last night check fingerrockfir wildfir catalina', 'wawildfir chelan wolverin fire result evacu', 'not eat wildfir chicken salad without think miss alynacarol', 'cheroke road road three sister wildfir two road close gener public idfir', 'california fire rage forest servic sound alarm sharpli rise wildfir cost', 'care', 'wolverin fire updat thursday august incid wolverin fire wildfir releas min ago', 'cooler weather help crew battl state wildfir relat articl', 'wildfir near columbia river town percent contain', 'smhrn crew gain huge northern california wildfir cb news', 'rocki fire cali scfd wildfir lakecounti', 'machin realli captur attent helicopt firefight wildfir oregon easternoregon', 'forest grove grass fire spark tractor quickli contain katu', 'san patricio windstorm insur reform key coastal homeown portland state rep j lozano spoke', 'texa seek comment rule chang windstorm insur', 'new roof hardi go windstorm inspect tomorrow', 'insur news texa seek comment rule chang windstorm insur', 'twia board approv percent rate hike texa windstorm insur associ twia board director v', 'gloria jone vixen windstorm cd track marc bolan', 'seen one day look like went threw windstorm', 'great time group camp presqu ile famili amp friend lot fun not much sleep pqphistoryweekend windstorm', 'texa seek comment rule chang windstorm insur texa depart insur seek pu', 'photo morn windstorm never seen anyth like rhodeisland warwick', 'polic offic wound suspect dead exchang shot', 'south korean armi wound person takeshima japanes fisherman occupi island', 'gunmen kill four el salvador bu attack suspect salvadoran gang member kill four peopl wound', 'still act like one wound not stab', 'dime miloko offic wound suspect kill exchang gunfir richmond polic offic wound suspect kill exchang gunfir', 'polic offic wound suspect dead exchang shot richmond polic offic wound susp', 'pope franci talk wound famili', 'lordjewcup helloimivan wound warrior', 'man serious wound auburn gresham shoot chiraq', 'suspect salvadoran gang member kill four peopl wound seven wednesday attack bu travel rural', 'offic wound suspect kill exchang gunfir', 'polic offic wound suspect dead exchang shot', 'polic offic wound suspect dead exchang shot richmond polic offic wound suspect kill', 'crush iniqu punish brought us peac upon amp wound heal isa', 'bkanioro lizeth tri fix relationship never work bk cannot heal wound love', 'love wound', 'googlefact wound heal faster lick tear also help heal well know right even thou seem stupid lickin', 'wound honor self inflict', 'gun shot wound rapidli lethal would kill second minut max kerricktri', 'whoa insomniac not tri get sleep sleep heal wound food night', 'let emot wound fester power stori word pictur via forgivenwif', 'isra militari shoot palestinian injur west bank car attack via yahoonew', 'worldrunn runningroom day amp wound look much better run road rash summer injuri offdishduti', 'time heal wound not name someth wound agre let stay', 'policemen receiv bullet wound report indic arm men attack polic post', 'palestinian ram car isra soldier wound emm', 'salt wound isnt burnin use not dont feel pain im not afraid hurt anymor', 'charact recov wound', 'dentist not tell u much ur mouth pain numb wear punctur wound ur gum', 'wound easili turn us peopl not want hardli see happen', 'sit park lot wait go therapi cri emot wreck not want therapist know', 'last week blast host dinner amp movi night wreck ralph ftcarsonpao carsonmwr tbt', 'figur get music rental car take night drive nowher tonight hope without wreck', 'emot wreck watch emmerdal fml', 'interest watch train wreck take acid kind way', 'dukeskywalk facialabus competet xxxmrbootleg amp claudiomeloni ultim throat penetr wreck', 'man face manslaught charg follow fatal sunday wreck al c relat articl', 'wreck give ppl lifestyl advic', 'emot wreck someon hold upload damn video whatstheimportantvideo', 'ad video youtub playlist burnt black nervou wreck', 'not wreck uneven layer', 'dj wreck cut beat', 'herologist know right train wreck not believ happen not look away', 'wreckag conclus confirm malaysia pm', 'wreckag conclus confirm malaysia pm investig famili', 'wreckag conclus confirm malaysia pm', 'wreckag conclus confirm malaysia pm investig famili', 'scienc piec wreckag flight confirm r union island possibl', 'wreckag conclus confirm malaysia pm', 'wreckag conclus confirm malaysia pm investig famili', 'top stori wreckag offici confirm janisctv report critic clue tini island', 'wreckag conclus confirm malaysia pm via ndtv', 'wreckag conclus confirm malaysia pm investig famili', 'rt australian debri found indian ocean island confirm flight', 'cramer iger word wreck disney stock', 'almost wreck van day guy yeah brake amp also care anim get use', 'manner human would parcel babi though wreck car junk yard', 'thought said saturday night near die lolol wreck', 'wanna eas mind make feel alright', 'yakuboob think deactiv notif aid tesco wreck lol', 'rt cnbc word disney ceo bob iger wreck disney stock say jim cramer', 'smackdown tyme put good mood sinc got wreck smh', 'thrillhho jsyk not stop think abt remu slump bathroom door day wreck', 'stighefootbal begov garbag got wreck red bull reserv team everyon els preseason', 'wreck today got hattrick', 'ebola ebolaoutbreak ebola viru birmingham ala firefight quarantin possibl exposur offici say', 'malaysian pm confirm debri miss flight', 'offici alabama home quarantin possibl ebola case washington time', 'see old pkk suicid bomber deton bomb turkey armi trench releas harun ekdar msoreo', 'confer attende blue line airport derail pleas look take taxi hotel see soon', 'death toll suicid car bomb ypg posit villag rajman eastern provinc hasaka risen', 'earthquak safeti lo angel safeti fasten xrwn', 'storm ri wors last hurrican citi amp hardest hit yard look like bomb around still without power', 'green line derail chicago', 'meg issu hazard weather outlook hwo', 'cityofcalgari activ municip emerg plan yycstorm']\n"
     ]
    }
   ],
   "source": [
    "corpus_test = []\n",
    "for i in range(len(dataset_test.text)):\n",
    "    \n",
    "    review = re.sub('[^a-zA-Z]' ,' ', dataset_test['text'][i])\n",
    "    review =review.lower()\n",
    "    review = review.split()\n",
    "    all_stopwords = stopwords.words('english')\n",
    "    all_stopwords.remove('not')\n",
    "    review = [ps.stem(word) for word in review  if not word in set(all_stopwords)]\n",
    "    review = ' '.join(review)\n",
    "    corpus_test.append(review)\n",
    "print(corpus_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [],
   "source": [
    "onehot_rep = [ one_hot(words, voc_size) for words in corpus_test]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedded_does_test= pad_sequences(onehot_rep , padding = 'pre', maxlen =sent_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[   0,    0,    0, ..., 3783, 9641, 8189],\n",
       "       [   0,    0,    0, ...,  670, 3498, 1051],\n",
       "       [   0,    0,    0, ..., 8332, 9523, 2108],\n",
       "       ...,\n",
       "       [   0,    0,    0, ..., 7326, 9940, 9877],\n",
       "       [   0,    0,    0, ..., 8432, 9664,  735],\n",
       "       [   0,    0,    0, ..., 9278, 3750, 2470]])"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedded_does_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test_dataset = np.array(embedded_does_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_13\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_6 (Embedding)      (None, 20, 10)            100000    \n",
      "=================================================================\n",
      "Total params: 100,000\n",
      "Trainable params: 100,000\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "dim = 10\n",
    "model = Sequential()\n",
    "model.add(Embedding(voc_size  ,10 , input_length = sent_length ))\n",
    "model.compile('adam' , 'mse')\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_pred_test_data = classifier_xgb.predict(X_test_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 1], dtype=int64)"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_pred_test_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11</td>\n",
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       "      <th>5</th>\n",
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       "      <th>7</th>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  target\n",
       "0   0       0\n",
       "1   2       0\n",
       "2   3       0\n",
       "3   9       0\n",
       "4  11       0\n",
       "5  12       0\n",
       "6  21       0\n",
       "7  22       0\n",
       "8  27       0\n",
       "9  29       0"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission_file_test = pd.DataFrame({'Id':dataset_test['id'],'target':Y_pred_test_data})\n",
    "submission_file_test.to_csv('submission_file.csv',index=False)\n",
    "submission_file_test = pd.read_csv('submission_file.csv')\n",
    "submission_file_test.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
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