DataMiningSlidesInPython-Text-Cluster.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Text-Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#library to extract tweets\n",
    "import tweepy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Enter your key, token and secret obtained after creating Twitter app (apps.twitter.com)\n",
    "consumer_key = 'xxxxxxxxxxxxxxxxxxxxxxxxx'\n",
    "consumer_secret = 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'\n",
    "\n",
    "access_token = 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'\n",
    "access_token_secret = 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#OAuth authorization - pass consumer key, secret and set access token\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_token, access_token_secret)\n",
    "api = tweepy.API(auth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#access 5000 tweets for '@AmericanAir'\n",
    "max_tweets = 5000\n",
    "searched_tweets = []\n",
    "last_id = -1\n",
    "while len(searched_tweets) < max_tweets:\n",
    "    count = max_tweets - len(searched_tweets)\n",
    "    try:\n",
    "        #avoiding repeated tweets by filtering out retweets\n",
    "        new_tweets = api.search(q='@AmericanAir -filter:retweets', count=count, max_id=str(last_id - 1))\n",
    "        if not new_tweets:\n",
    "            break\n",
    "        searched_tweets.extend(new_tweets)\n",
    "        last_id = new_tweets[-1].id\n",
    "    except tweepy.TweepError as e:\n",
    "        # depending on TweepError.code, one may want to retry or wait\n",
    "        # to keep things simple, we will give up on an error\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#obtaining tweet text\n",
    "americanairTweets = []\n",
    "for tweet in searched_tweets:\n",
    "    americanairTweets.append(tweet.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Tweet Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>@TurtleShell83 @MarylandMick @AmericanAir They...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>@jorge_guajardo @AmericanAir 😳😤😡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@el_reportero @jorge_guajardo @AmericanAir My ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@AmericanAir - is anybody working here?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Escuchando @nacional @JuventudUy desde el aire...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>@AmericanAir Not great, Bob. https://t.co/7Qmb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Totally understand as a  @AmericanAir advantag...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5:24pm still haven't taken off yet, was suppos...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>@AmericanAir Had a great flight, just landed. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>@phenrycissp @AmericanAir @Delta I swear they ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>When @British_Airways employees say we've run ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>@AmericanAir #flight delayed in Vegas over fal...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Don't trust @AmericanAir web site as some fare...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>@AmericanAir your Newark flight staff original...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Wheels up shortly on @AmericanAir inbound to L...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>@AmericanAir the made-to-order guacamole stand...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>@AmericanAir The issue isn't the delay--it's y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>@AmericanAir apparently cares more about their...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>@AmericanAir My point exactly.  NO policy of s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>@el_reportero @AmericanAir With hesitation I'd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>@Miss_JaneDoe1 @archangel2591 @Mastercard @Ame...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>@shanolahampton @AmericanAir She forgot to #Ad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>@jorge_guajardo @AmericanAir It's worse than A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>@meaghy33 @AmericanAir Free flight??????</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>.@QatarAirways busca adquirir el 10% de @Ameri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>@Miss_JaneDoe1 @archangel2591 @Mastercard @Ame...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>@MrSinnister91 @archangel2591 @Mastercard @Ame...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>@AmericanAir One day soon we hope!!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>@AmericanAir  https://t.co/4ddIRc6Lw1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>@MrSinnister91 @archangel2591 @Mastercard @Ame...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4970</th>\n",
       "      <td>I am so excited and honored to receive the Edu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>@AmericanAir hello, i sent you DM for long tim...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4972</th>\n",
       "      <td>@AmericanAir Flight 1 delay 1. Original depart...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>To the @AmericanAir crew that stole two cologn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4974</th>\n",
       "      <td>@AmericanAir But no worries, @Delta can have m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>Flying on @AmericanAir internationally next we...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>delayed in Atl for 1+ hour bc cargo bags not s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>@AmericanAir And try to rebook you to arrive 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>I found a @AmericanAir redeye from @DFWAirport...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>@ashleyophoto @united @AmericanAir is the best...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4980</th>\n",
       "      <td>@AmericanAir we thought Rachel did a great job...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4981</th>\n",
       "      <td>Looks like none of my friends or family will f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>@AmericanAir just when you think this airline ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983</th>\n",
       "      <td>@AmericanAir left my jacket on AA544 seat 2F. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>@AmericanAir pls doc all 4 pnrs so MIA arpt ca...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4985</th>\n",
       "      <td>Unbelievable @AmericanAir just kicked me out o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4986</th>\n",
       "      <td>Never again, @AmericanAir. #horrible #airline ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>Ooh.. so close @AmericanAir with your latest d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4988</th>\n",
       "      <td>@AmericanAir 5 hours later... I wouldn't mind ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4989</th>\n",
       "      <td>@AmericanAir @tdblw We checked the tracking si...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4990</th>\n",
       "      <td>@AmericanAir won't let me check in for my flig...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4991</th>\n",
       "      <td>@AmericanAir sitting on the Clt tarmac for the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992</th>\n",
       "      <td>@AmericanAir SUCKS #americanairlinessucks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4993</th>\n",
       "      <td>@AmericanAir cheat people of their time. Horri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4994</th>\n",
       "      <td>@AmericanAir is without a doubt the worst airl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>@ms4cy @AmericanAir I should have asked if @Je...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>@AmericanAir is a failing airline because igno...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>@AmericanAir @SouthwestAir @TripIt And we wait...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>@ms4cy @AmericanAir 3 delays so far, 3 differe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>Another thing to love about T-Mobile #tmobilew...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             Tweet Text\n",
       "0     @TurtleShell83 @MarylandMick @AmericanAir They...\n",
       "1                      @jorge_guajardo @AmericanAir 😳😤😡\n",
       "2     @el_reportero @jorge_guajardo @AmericanAir My ...\n",
       "3               @AmericanAir - is anybody working here?\n",
       "4     Escuchando @nacional @JuventudUy desde el aire...\n",
       "5     @AmericanAir Not great, Bob. https://t.co/7Qmb...\n",
       "6     Totally understand as a  @AmericanAir advantag...\n",
       "7     5:24pm still haven't taken off yet, was suppos...\n",
       "8     @AmericanAir Had a great flight, just landed. ...\n",
       "9     @phenrycissp @AmericanAir @Delta I swear they ...\n",
       "10    When @British_Airways employees say we've run ...\n",
       "11    @AmericanAir #flight delayed in Vegas over fal...\n",
       "12    Don't trust @AmericanAir web site as some fare...\n",
       "13    @AmericanAir your Newark flight staff original...\n",
       "14    Wheels up shortly on @AmericanAir inbound to L...\n",
       "15    @AmericanAir the made-to-order guacamole stand...\n",
       "16    @AmericanAir The issue isn't the delay--it's y...\n",
       "17    @AmericanAir apparently cares more about their...\n",
       "18    @AmericanAir My point exactly.  NO policy of s...\n",
       "19    @el_reportero @AmericanAir With hesitation I'd...\n",
       "20    @Miss_JaneDoe1 @archangel2591 @Mastercard @Ame...\n",
       "21       @shanolahampton @AmericanAir She forgot to #Ad\n",
       "22    @jorge_guajardo @AmericanAir It's worse than A...\n",
       "23             @meaghy33 @AmericanAir Free flight??????\n",
       "24    .@QatarAirways busca adquirir el 10% de @Ameri...\n",
       "25    @Miss_JaneDoe1 @archangel2591 @Mastercard @Ame...\n",
       "26    @MrSinnister91 @archangel2591 @Mastercard @Ame...\n",
       "27                 @AmericanAir One day soon we hope!!!\n",
       "28                @AmericanAir  https://t.co/4ddIRc6Lw1\n",
       "29    @MrSinnister91 @archangel2591 @Mastercard @Ame...\n",
       "...                                                 ...\n",
       "4970  I am so excited and honored to receive the Edu...\n",
       "4971  @AmericanAir hello, i sent you DM for long tim...\n",
       "4972  @AmericanAir Flight 1 delay 1. Original depart...\n",
       "4973  To the @AmericanAir crew that stole two cologn...\n",
       "4974  @AmericanAir But no worries, @Delta can have m...\n",
       "4975  Flying on @AmericanAir internationally next we...\n",
       "4976  delayed in Atl for 1+ hour bc cargo bags not s...\n",
       "4977  @AmericanAir And try to rebook you to arrive 3...\n",
       "4978  I found a @AmericanAir redeye from @DFWAirport...\n",
       "4979  @ashleyophoto @united @AmericanAir is the best...\n",
       "4980  @AmericanAir we thought Rachel did a great job...\n",
       "4981  Looks like none of my friends or family will f...\n",
       "4982  @AmericanAir just when you think this airline ...\n",
       "4983  @AmericanAir left my jacket on AA544 seat 2F. ...\n",
       "4984  @AmericanAir pls doc all 4 pnrs so MIA arpt ca...\n",
       "4985  Unbelievable @AmericanAir just kicked me out o...\n",
       "4986  Never again, @AmericanAir. #horrible #airline ...\n",
       "4987  Ooh.. so close @AmericanAir with your latest d...\n",
       "4988  @AmericanAir 5 hours later... I wouldn't mind ...\n",
       "4989  @AmericanAir @tdblw We checked the tracking si...\n",
       "4990  @AmericanAir won't let me check in for my flig...\n",
       "4991  @AmericanAir sitting on the Clt tarmac for the...\n",
       "4992          @AmericanAir SUCKS #americanairlinessucks\n",
       "4993  @AmericanAir cheat people of their time. Horri...\n",
       "4994  @AmericanAir is without a doubt the worst airl...\n",
       "4995  @ms4cy @AmericanAir I should have asked if @Je...\n",
       "4996  @AmericanAir is a failing airline because igno...\n",
       "4997  @AmericanAir @SouthwestAir @TripIt And we wait...\n",
       "4998  @ms4cy @AmericanAir 3 delays so far, 3 differe...\n",
       "4999  Another thing to love about T-Mobile #tmobilew...\n",
       "\n",
       "[5000 rows x 1 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#creating a dataframe for @americanair for easy accessibility\n",
    "import pandas as pd\n",
    "americanairTweetsDf = pd.DataFrame({'Tweet Text':americanairTweets})\n",
    "americanairTweetsDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a corpus after pre-processing\n",
    "import re\n",
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "corpus = []\n",
    "for i in range(0,len(americanairTweetsDf)):\n",
    "    #removing numbers, punctuations and keeping only characters of the form a-z or A-Z\n",
    "    tweet = re.sub('[^a-zA-Z]', ' ', americanairTweetsDf['Tweet Text'][i])\n",
    "    #transforming every word to its lowercase\n",
    "    tweet = tweet.lower()\n",
    "    tweet = tweet.split()\n",
    "    #Lemmatization\n",
    "    lm = WordNetLemmatizer()\n",
    "    #lemmatization and removing stop words\n",
    "    tweet = [lm.lemmatize(word) for word in tweet if not word in set(stopwords.words('english'))]\n",
    "    tweet = ' '.join(tweet)\n",
    "    corpus.append(tweet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#creating the Bag of Words model\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "cv = CountVectorizer(max_features = 45)\n",
    "X = cv.fit_transform(corpus).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating a dataframe for Term document matrix \n",
    "tdm = pd.DataFrame(X, columns=cv.get_feature_names())\n",
    "tdm.index = americanairTweetsDf['Tweet Text']\n",
    "tdmTrans = tdm.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Tweet Text</th>\n",
       "      <th>@TurtleShell83 @MarylandMick @AmericanAir They've done that to me before.</th>\n",
       "      <th>@jorge_guajardo @AmericanAir 😳😤😡</th>\n",
       "      <th>@el_reportero @jorge_guajardo @AmericanAir My vote goes to @AmericanAir</th>\n",
       "      <th>@AmericanAir - is anybody working here?</th>\n",
       "      <th>Escuchando @nacional @JuventudUy desde el aire en @AmericanAir 989 que salió atrasado por @futbolycia995 @DelSolUy esto compensa en algo</th>\n",
       "      <th>@AmericanAir Not great, Bob. https://t.co/7Qmb8UsZxu</th>\n",
       "      <th>Totally understand as a  @AmericanAir advantage member delays happen good communication would make it easier EWR AA staff isn't giving any</th>\n",
       "      <th>5:24pm still haven't taken off yet, was supposed to depart at 5:09pm @americanair #StormandNaruto</th>\n",
       "      <th>@AmericanAir Had a great flight, just landed. Thanks for getting us home!</th>\n",
       "      <th>@phenrycissp @AmericanAir @Delta I swear they see you coming and have an evil plan to wreck your day every time.</th>\n",
       "      <th>...</th>\n",
       "      <th>@AmericanAir won't let me check in for my flight so now I'm worried I don't have a seat 🙃🙄</th>\n",
       "      <th>@AmericanAir sitting on the Clt tarmac for the last 30 minutes.</th>\n",
       "      <th>@AmericanAir SUCKS #americanairlinessucks</th>\n",
       "      <th>@AmericanAir cheat people of their time. Horrible airline. Should be shut down. #americanairlinessucks</th>\n",
       "      <th>@AmericanAir is without a doubt the worst airline in the world   #americanairlinessucks</th>\n",
       "      <th>@ms4cy @AmericanAir I should have asked if @JeremyAbell1 wanted to drive me home! I probably could have beat my plane!</th>\n",
       "      <th>@AmericanAir is a failing airline because ignorant stupid people run it. #americanairlnessucks</th>\n",
       "      <th>@AmericanAir @SouthwestAir @TripIt And we wait... and wait.... and.... wait https://t.co/0G1x4yDGQg</th>\n",
       "      <th>@ms4cy @AmericanAir 3 delays so far, 3 different gates so far. Hopefully I'll be home by the weekend at this rate!!</th>\n",
       "      <th>Another thing to love about T-Mobile #tmobilewingman on @AmericanAir 💁🏼</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>aa</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airline</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>airport</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>american</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>americanair</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amp</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>back</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bag</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>check</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>co</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>customer</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delay</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delayed</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>even</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flight</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fly</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gate</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>get</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>going</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>got</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>great</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>help</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hr</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>http</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>know</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>like</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>make</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>need</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>never</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plane</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>please</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seat</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>service</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>still</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thank</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thanks</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>today</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>united</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>waiting</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>would</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45 rows × 5000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Tweet Text   @TurtleShell83 @MarylandMick @AmericanAir They've done that to me before.  \\\n",
       "aa                                                           0                           \n",
       "airline                                                      0                           \n",
       "airport                                                      0                           \n",
       "american                                                     0                           \n",
       "americanair                                                  1                           \n",
       "amp                                                          0                           \n",
       "back                                                         0                           \n",
       "bag                                                          0                           \n",
       "check                                                        0                           \n",
       "co                                                           0                           \n",
       "customer                                                     0                           \n",
       "day                                                          0                           \n",
       "delay                                                        0                           \n",
       "delayed                                                      0                           \n",
       "delta                                                        0                           \n",
       "even                                                         0                           \n",
       "flight                                                       0                           \n",
       "fly                                                          0                           \n",
       "gate                                                         0                           \n",
       "get                                                          0                           \n",
       "going                                                        0                           \n",
       "got                                                          0                           \n",
       "great                                                        0                           \n",
       "help                                                         0                           \n",
       "hour                                                         0                           \n",
       "hr                                                           0                           \n",
       "http                                                         0                           \n",
       "know                                                         0                           \n",
       "like                                                         0                           \n",
       "make                                                         0                           \n",
       "need                                                         0                           \n",
       "never                                                        0                           \n",
       "one                                                          0                           \n",
       "plane                                                        0                           \n",
       "please                                                       0                           \n",
       "seat                                                         0                           \n",
       "service                                                      0                           \n",
       "still                                                        0                           \n",
       "thank                                                        0                           \n",
       "thanks                                                       0                           \n",
       "time                                                         0                           \n",
       "today                                                        0                           \n",
       "united                                                       0                           \n",
       "waiting                                                      0                           \n",
       "would                                                        0                           \n",
       "\n",
       "Tweet Text   @jorge_guajardo @AmericanAir 😳😤😡  \\\n",
       "aa                                          0   \n",
       "airline                                     0   \n",
       "airport                                     0   \n",
       "american                                    0   \n",
       "americanair                                 1   \n",
       "amp                                         0   \n",
       "back                                        0   \n",
       "bag                                         0   \n",
       "check                                       0   \n",
       "co                                          0   \n",
       "customer                                    0   \n",
       "day                                         0   \n",
       "delay                                       0   \n",
       "delayed                                     0   \n",
       "delta                                       0   \n",
       "even                                        0   \n",
       "flight                                      0   \n",
       "fly                                         0   \n",
       "gate                                        0   \n",
       "get                                         0   \n",
       "going                                       0   \n",
       "got                                         0   \n",
       "great                                       0   \n",
       "help                                        0   \n",
       "hour                                        0   \n",
       "hr                                          0   \n",
       "http                                        0   \n",
       "know                                        0   \n",
       "like                                        0   \n",
       "make                                        0   \n",
       "need                                        0   \n",
       "never                                       0   \n",
       "one                                         0   \n",
       "plane                                       0   \n",
       "please                                      0   \n",
       "seat                                        0   \n",
       "service                                     0   \n",
       "still                                       0   \n",
       "thank                                       0   \n",
       "thanks                                      0   \n",
       "time                                        0   \n",
       "today                                       0   \n",
       "united                                      0   \n",
       "waiting                                     0   \n",
       "would                                       0   \n",
       "\n",
       "Tweet Text   @el_reportero @jorge_guajardo @AmericanAir My vote goes to @AmericanAir  \\\n",
       "aa                                                           0                         \n",
       "airline                                                      0                         \n",
       "airport                                                      0                         \n",
       "american                                                     0                         \n",
       "americanair                                                  2                         \n",
       "amp                                                          0                         \n",
       "back                                                         0                         \n",
       "bag                                                          0                         \n",
       "check                                                        0                         \n",
       "co                                                           0                         \n",
       "customer                                                     0                         \n",
       "day                                                          0                         \n",
       "delay                                                        0                         \n",
       "delayed                                                      0                         \n",
       "delta                                                        0                         \n",
       "even                                                         0                         \n",
       "flight                                                       0                         \n",
       "fly                                                          0                         \n",
       "gate                                                         0                         \n",
       "get                                                          0                         \n",
       "going                                                        0                         \n",
       "got                                                          0                         \n",
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       "hour                                                         0                         \n",
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       "\n",
       "Tweet Text   @AmericanAir - is anybody working here?  \\\n",
       "aa                                                 0   \n",
       "airline                                            0   \n",
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       "american                                           0   \n",
       "americanair                                        1   \n",
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       "hour                                               0   \n",
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       "\n",
       "Tweet Text   Escuchando @nacional @JuventudUy desde el aire en @AmericanAir 989 que salió atrasado por @futbolycia995 @DelSolUy esto compensa en algo  \\\n",
       "aa                                                           0                                                                                          \n",
       "airline                                                      0                                                                                          \n",
       "airport                                                      0                                                                                          \n",
       "american                                                     0                                                                                          \n",
       "americanair                                                  1                                                                                          \n",
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       "hr                                                           0                                                                                          \n",
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       "\n",
       "Tweet Text   @AmericanAir Not great, Bob. https://t.co/7Qmb8UsZxu  \\\n",
       "aa                                                           0      \n",
       "airline                                                      0      \n",
       "airport                                                      0      \n",
       "american                                                     0      \n",
       "americanair                                                  1      \n",
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       "\n",
       "Tweet Text   Totally understand as a  @AmericanAir advantage member delays happen good communication would make it easier EWR AA staff isn't giving any  \\\n",
       "aa                                                           1                                                                                            \n",
       "airline                                                      0                                                                                            \n",
       "airport                                                      0                                                                                            \n",
       "american                                                     0                                                                                            \n",
       "americanair                                                  1                                                                                            \n",
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       "hour                                                         0                                                                                            \n",
       "hr                                                           0                                                                                            \n",
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       "\n",
       "Tweet Text   5:24pm still haven't taken off yet, was supposed to depart at 5:09pm @americanair #StormandNaruto  \\\n",
       "aa                                                           0                                                   \n",
       "airline                                                      0                                                   \n",
       "airport                                                      0                                                   \n",
       "american                                                     0                                                   \n",
       "americanair                                                  1                                                   \n",
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       "hour                                                         0                                                   \n",
       "hr                                                           0                                                   \n",
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       "\n",
       "Tweet Text   @AmericanAir Had a great flight, just landed. Thanks for getting us home!  \\\n",
       "aa                                                           0                           \n",
       "airline                                                      0                           \n",
       "airport                                                      0                           \n",
       "american                                                     0                           \n",
       "americanair                                                  1                           \n",
       "amp                                                          0                           \n",
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       "flight                                                       1                           \n",
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       "great                                                        1                           \n",
       "help                                                         0                           \n",
       "hour                                                         0                           \n",
       "hr                                                           0                           \n",
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       "\n",
       "Tweet Text   @phenrycissp @AmericanAir @Delta I swear they see you coming and have an evil plan to wreck your day every time.  \\\n",
       "aa                                                           0                                                                  \n",
       "airline                                                      0                                                                  \n",
       "airport                                                      0                                                                  \n",
       "american                                                     0                                                                  \n",
       "americanair                                                  1                                                                  \n",
       "amp                                                          0                                                                  \n",
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       "help                                                         0                                                                  \n",
       "hour                                                         0                                                                  \n",
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       "\n",
       "Tweet Text                                    ...                                     \\\n",
       "aa                                            ...                                      \n",
       "airline                                       ...                                      \n",
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       "american                                      ...                                      \n",
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       "\n",
       "Tweet Text   @AmericanAir won't let me check in for my flight so now I'm worried I don't have a seat 🙃🙄  \\\n",
       "aa                                                           0                                            \n",
       "airline                                                      0                                            \n",
       "airport                                                      0                                            \n",
       "american                                                     0                                            \n",
       "americanair                                                  1                                            \n",
       "amp                                                          0                                            \n",
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       "check                                                        1                                            \n",
       "co                                                           0                                            \n",
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       "even                                                         0                                            \n",
       "flight                                                       1                                            \n",
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       "help                                                         0                                            \n",
       "hour                                                         0                                            \n",
       "hr                                                           0                                            \n",
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       "one                                                          0                                            \n",
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       "thanks                                                       0                                            \n",
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       "\n",
       "Tweet Text   @AmericanAir sitting on the Clt tarmac for the last 30 minutes.  \\\n",
       "aa                                                           0                 \n",
       "airline                                                      0                 \n",
       "airport                                                      0                 \n",
       "american                                                     0                 \n",
       "americanair                                                  1                 \n",
       "amp                                                          0                 \n",
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       "co                                                           0                 \n",
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       "help                                                         0                 \n",
       "hour                                                         0                 \n",
       "hr                                                           0                 \n",
       "http                                                         0                 \n",
       "know                                                         0                 \n",
       "like                                                         0                 \n",
       "make                                                         0                 \n",
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       "one                                                          0                 \n",
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       "thanks                                                       0                 \n",
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       "\n",
       "Tweet Text   @AmericanAir SUCKS #americanairlinessucks  \\\n",
       "aa                                                   0   \n",
       "airline                                              0   \n",
       "airport                                              0   \n",
       "american                                             0   \n",
       "americanair                                          1   \n",
       "amp                                                  0   \n",
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       "help                                                 0   \n",
       "hour                                                 0   \n",
       "hr                                                   0   \n",
       "http                                                 0   \n",
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       "like                                                 0   \n",
       "make                                                 0   \n",
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       "one                                                  0   \n",
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       "\n",
       "Tweet Text   @AmericanAir cheat people of their time. Horrible airline. Should be shut down. #americanairlinessucks  \\\n",
       "aa                                                           0                                                        \n",
       "airline                                                      1                                                        \n",
       "airport                                                      0                                                        \n",
       "american                                                     0                                                        \n",
       "americanair                                                  1                                                        \n",
       "amp                                                          0                                                        \n",
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       "hr                                                           0                                                        \n",
       "http                                                         0                                                        \n",
       "know                                                         0                                                        \n",
       "like                                                         0                                                        \n",
       "make                                                         0                                                        \n",
       "need                                                         0                                                        \n",
       "never                                                        0                                                        \n",
       "one                                                          0                                                        \n",
       "plane                                                        0                                                        \n",
       "please                                                       0                                                        \n",
       "seat                                                         0                                                        \n",
       "service                                                      0                                                        \n",
       "still                                                        0                                                        \n",
       "thank                                                        0                                                        \n",
       "thanks                                                       0                                                        \n",
       "time                                                         1                                                        \n",
       "today                                                        0                                                        \n",
       "united                                                       0                                                        \n",
       "waiting                                                      0                                                        \n",
       "would                                                        0                                                        \n",
       "\n",
       "Tweet Text   @AmericanAir is without a doubt the worst airline in the world   #americanairlinessucks  \\\n",
       "aa                                                           0                                         \n",
       "airline                                                      1                                         \n",
       "airport                                                      0                                         \n",
       "american                                                     0                                         \n",
       "americanair                                                  1                                         \n",
       "amp                                                          0                                         \n",
       "back                                                         0                                         \n",
       "bag                                                          0                                         \n",
       "check                                                        0                                         \n",
       "co                                                           0                                         \n",
       "customer                                                     0                                         \n",
       "day                                                          0                                         \n",
       "delay                                                        0                                         \n",
       "delayed                                                      0                                         \n",
       "delta                                                        0                                         \n",
       "even                                                         0                                         \n",
       "flight                                                       0                                         \n",
       "fly                                                          0                                         \n",
       "gate                                                         0                                         \n",
       "get                                                          0                                         \n",
       "going                                                        0                                         \n",
       "got                                                          0                                         \n",
       "great                                                        0                                         \n",
       "help                                                         0                                         \n",
       "hour                                                         0                                         \n",
       "hr                                                           0                                         \n",
       "http                                                         0                                         \n",
       "know                                                         0                                         \n",
       "like                                                         0                                         \n",
       "make                                                         0                                         \n",
       "need                                                         0                                         \n",
       "never                                                        0                                         \n",
       "one                                                          0                                         \n",
       "plane                                                        0                                         \n",
       "please                                                       0                                         \n",
       "seat                                                         0                                         \n",
       "service                                                      0                                         \n",
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       "thank                                                        0                                         \n",
       "thanks                                                       0                                         \n",
       "time                                                         0                                         \n",
       "today                                                        0                                         \n",
       "united                                                       0                                         \n",
       "waiting                                                      0                                         \n",
       "would                                                        0                                         \n",
       "\n",
       "Tweet Text   @ms4cy @AmericanAir I should have asked if @JeremyAbell1 wanted to drive me home! I probably could have beat my plane!  \\\n",
       "aa                                                           0                                                                        \n",
       "airline                                                      0                                                                        \n",
       "airport                                                      0                                                                        \n",
       "american                                                     0                                                                        \n",
       "americanair                                                  1                                                                        \n",
       "amp                                                          0                                                                        \n",
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       "check                                                        0                                                                        \n",
       "co                                                           0                                                                        \n",
       "customer                                                     0                                                                        \n",
       "day                                                          0                                                                        \n",
       "delay                                                        0                                                                        \n",
       "delayed                                                      0                                                                        \n",
       "delta                                                        0                                                                        \n",
       "even                                                         0                                                                        \n",
       "flight                                                       0                                                                        \n",
       "fly                                                          0                                                                        \n",
       "gate                                                         0                                                                        \n",
       "get                                                          0                                                                        \n",
       "going                                                        0                                                                        \n",
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       "great                                                        0                                                                        \n",
       "help                                                         0                                                                        \n",
       "hour                                                         0                                                                        \n",
       "hr                                                           0                                                                        \n",
       "http                                                         0                                                                        \n",
       "know                                                         0                                                                        \n",
       "like                                                         0                                                                        \n",
       "make                                                         0                                                                        \n",
       "need                                                         0                                                                        \n",
       "never                                                        0                                                                        \n",
       "one                                                          0                                                                        \n",
       "plane                                                        1                                                                        \n",
       "please                                                       0                                                                        \n",
       "seat                                                         0                                                                        \n",
       "service                                                      0                                                                        \n",
       "still                                                        0                                                                        \n",
       "thank                                                        0                                                                        \n",
       "thanks                                                       0                                                                        \n",
       "time                                                         0                                                                        \n",
       "today                                                        0                                                                        \n",
       "united                                                       0                                                                        \n",
       "waiting                                                      0                                                                        \n",
       "would                                                        0                                                                        \n",
       "\n",
       "Tweet Text   @AmericanAir is a failing airline because ignorant stupid people run it. #americanairlnessucks  \\\n",
       "aa                                                           0                                                \n",
       "airline                                                      1                                                \n",
       "airport                                                      0                                                \n",
       "american                                                     0                                                \n",
       "americanair                                                  1                                                \n",
       "amp                                                          0                                                \n",
       "back                                                         0                                                \n",
       "bag                                                          0                                                \n",
       "check                                                        0                                                \n",
       "co                                                           0                                                \n",
       "customer                                                     0                                                \n",
       "day                                                          0                                                \n",
       "delay                                                        0                                                \n",
       "delayed                                                      0                                                \n",
       "delta                                                        0                                                \n",
       "even                                                         0                                                \n",
       "flight                                                       0                                                \n",
       "fly                                                          0                                                \n",
       "gate                                                         0                                                \n",
       "get                                                          0                                                \n",
       "going                                                        0                                                \n",
       "got                                                          0                                                \n",
       "great                                                        0                                                \n",
       "help                                                         0                                                \n",
       "hour                                                         0                                                \n",
       "hr                                                           0                                                \n",
       "http                                                         0                                                \n",
       "know                                                         0                                                \n",
       "like                                                         0                                                \n",
       "make                                                         0                                                \n",
       "need                                                         0                                                \n",
       "never                                                        0                                                \n",
       "one                                                          0                                                \n",
       "plane                                                        0                                                \n",
       "please                                                       0                                                \n",
       "seat                                                         0                                                \n",
       "service                                                      0                                                \n",
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       "thank                                                        0                                                \n",
       "thanks                                                       0                                                \n",
       "time                                                         0                                                \n",
       "today                                                        0                                                \n",
       "united                                                       0                                                \n",
       "waiting                                                      0                                                \n",
       "would                                                        0                                                \n",
       "\n",
       "Tweet Text   @AmericanAir @SouthwestAir @TripIt And we wait... and wait.... and.... wait https://t.co/0G1x4yDGQg  \\\n",
       "aa                                                           0                                                     \n",
       "airline                                                      0                                                     \n",
       "airport                                                      0                                                     \n",
       "american                                                     0                                                     \n",
       "americanair                                                  1                                                     \n",
       "amp                                                          0                                                     \n",
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       "bag                                                          0                                                     \n",
       "check                                                        0                                                     \n",
       "co                                                           1                                                     \n",
       "customer                                                     0                                                     \n",
       "day                                                          0                                                     \n",
       "delay                                                        0                                                     \n",
       "delayed                                                      0                                                     \n",
       "delta                                                        0                                                     \n",
       "even                                                         0                                                     \n",
       "flight                                                       0                                                     \n",
       "fly                                                          0                                                     \n",
       "gate                                                         0                                                     \n",
       "get                                                          0                                                     \n",
       "going                                                        0                                                     \n",
       "got                                                          0                                                     \n",
       "great                                                        0                                                     \n",
       "help                                                         0                                                     \n",
       "hour                                                         0                                                     \n",
       "hr                                                           0                                                     \n",
       "http                                                         1                                                     \n",
       "know                                                         0                                                     \n",
       "like                                                         0                                                     \n",
       "make                                                         0                                                     \n",
       "need                                                         0                                                     \n",
       "never                                                        0                                                     \n",
       "one                                                          0                                                     \n",
       "plane                                                        0                                                     \n",
       "please                                                       0                                                     \n",
       "seat                                                         0                                                     \n",
       "service                                                      0                                                     \n",
       "still                                                        0                                                     \n",
       "thank                                                        0                                                     \n",
       "thanks                                                       0                                                     \n",
       "time                                                         0                                                     \n",
       "today                                                        0                                                     \n",
       "united                                                       0                                                     \n",
       "waiting                                                      0                                                     \n",
       "would                                                        0                                                     \n",
       "\n",
       "Tweet Text   @ms4cy @AmericanAir 3 delays so far, 3 different gates so far. Hopefully I'll be home by the weekend at this rate!!  \\\n",
       "aa                                                           0                                                                     \n",
       "airline                                                      0                                                                     \n",
       "airport                                                      0                                                                     \n",
       "american                                                     0                                                                     \n",
       "americanair                                                  1                                                                     \n",
       "amp                                                          0                                                                     \n",
       "back                                                         0                                                                     \n",
       "bag                                                          0                                                                     \n",
       "check                                                        0                                                                     \n",
       "co                                                           0                                                                     \n",
       "customer                                                     0                                                                     \n",
       "day                                                          0                                                                     \n",
       "delay                                                        1                                                                     \n",
       "delayed                                                      0                                                                     \n",
       "delta                                                        0                                                                     \n",
       "even                                                         0                                                                     \n",
       "flight                                                       0                                                                     \n",
       "fly                                                          0                                                                     \n",
       "gate                                                         1                                                                     \n",
       "get                                                          0                                                                     \n",
       "going                                                        0                                                                     \n",
       "got                                                          0                                                                     \n",
       "great                                                        0                                                                     \n",
       "help                                                         0                                                                     \n",
       "hour                                                         0                                                                     \n",
       "hr                                                           0                                                                     \n",
       "http                                                         0                                                                     \n",
       "know                                                         0                                                                     \n",
       "like                                                         0                                                                     \n",
       "make                                                         0                                                                     \n",
       "need                                                         0                                                                     \n",
       "never                                                        0                                                                     \n",
       "one                                                          0                                                                     \n",
       "plane                                                        0                                                                     \n",
       "please                                                       0                                                                     \n",
       "seat                                                         0                                                                     \n",
       "service                                                      0                                                                     \n",
       "still                                                        0                                                                     \n",
       "thank                                                        0                                                                     \n",
       "thanks                                                       0                                                                     \n",
       "time                                                         0                                                                     \n",
       "today                                                        0                                                                     \n",
       "united                                                       0                                                                     \n",
       "waiting                                                      0                                                                     \n",
       "would                                                        0                                                                     \n",
       "\n",
       "Tweet Text   Another thing to love about T-Mobile #tmobilewingman on @AmericanAir 💁🏼  \n",
       "aa                                                           0                        \n",
       "airline                                                      0                        \n",
       "airport                                                      0                        \n",
       "american                                                     0                        \n",
       "americanair                                                  1                        \n",
       "amp                                                          0                        \n",
       "back                                                         0                        \n",
       "bag                                                          0                        \n",
       "check                                                        0                        \n",
       "co                                                           0                        \n",
       "customer                                                     0                        \n",
       "day                                                          0                        \n",
       "delay                                                        0                        \n",
       "delayed                                                      0                        \n",
       "delta                                                        0                        \n",
       "even                                                         0                        \n",
       "flight                                                       0                        \n",
       "fly                                                          0                        \n",
       "gate                                                         0                        \n",
       "get                                                          0                        \n",
       "going                                                        0                        \n",
       "got                                                          0                        \n",
       "great                                                        0                        \n",
       "help                                                         0                        \n",
       "hour                                                         0                        \n",
       "hr                                                           0                        \n",
       "http                                                         0                        \n",
       "know                                                         0                        \n",
       "like                                                         0                        \n",
       "make                                                         0                        \n",
       "need                                                         0                        \n",
       "never                                                        0                        \n",
       "one                                                          0                        \n",
       "plane                                                        0                        \n",
       "please                                                       0                        \n",
       "seat                                                         0                        \n",
       "service                                                      0                        \n",
       "still                                                        0                        \n",
       "thank                                                        0                        \n",
       "thanks                                                       0                        \n",
       "time                                                         0                        \n",
       "today                                                        0                        \n",
       "united                                                       0                        \n",
       "waiting                                                      0                        \n",
       "would                                                        0                        \n",
       "\n",
       "[45 rows x 5000 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#TDM for performing clustering of words\n",
    "tdmTrans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(45, 5000)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Normalizing the data\n",
    "import numpy as np\n",
    "from sklearn import preprocessing\n",
    "tdmTrans_scaled_X = preprocessing.scale(tdmTrans.ix[:,:])\n",
    "np.shape(tdmTrans_scaled_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#hierarchical clustering\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
    "import numpy as np\n",
    "# generate the linkage matrix\n",
    "Z_ward = linkage(tdmTrans_scaled_X, 'ward')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7vvP4qLRqefFQ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\nYknHAWfQt04dB2wH7Av8zPbx1URZKFSD7TcIK7NfVh3LWEXSJ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x17d37265fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot dendograms\n",
    "from scipy.cluster import hierarchy\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "# calculate full dendrogram\n",
    "matplotlib.rcParams.update({'font.size': 22})\n",
    "plt.figure(figsize=(40, 20))\n",
    "plt.title('Word Cluster Dendrogram')\n",
    "plt.ylabel('Height')\n",
    "def llf(id):\n",
    "        return tdmTrans.index.values[id]\n",
    "dendrogram(\n",
    "    Z_ward,\n",
    "    leaf_rotation=90.,  # rotates the x axis labels\n",
    "    leaf_font_size=22.,  # font size for the x axis labels\n",
    "    leaf_label_func=llf\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### K-means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating X variable for performing k-means\n",
    "X = tdmTrans.iloc[:,:].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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W4k+AMYQVMX4NLAC0VIIwYdwgfvPUQu59ZTmfOvWwuMMREWmyfJLiu4BVwAnu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\nCy6AVJk/VbEpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17d37f98b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#using the elbow method to find optimal number of clusters\n",
    "from sklearn.cluster import KMeans\n",
    "wcss = []\n",
    "for i in range(1,11):\n",
    "    kmeans = KMeans(n_clusters=i, init='k-means++', max_iter=300, n_init=20, random_state=123457)\n",
    "    kmeans.fit(X)\n",
    "    wcss.append(kmeans.inertia_)\n",
    "plt.plot(range(1,11), wcss)\n",
    "plt.title('The Elbow Method')\n",
    "plt.xlabel('Number of clusters')\n",
    "plt.ylabel('Within Cluster Sum of Squares')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From the plot above, optimal number of clusters is 4 (elbow is at 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Applying k-means (at optimal k=4) to the tdm\n",
    "kmeans = KMeans(n_clusters = 4, init = 'k-means++', max_iter=300, n_init = 20, random_state = 123457)\n",
    "y_kmeans = kmeans.fit_predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_kmeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
       "          0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
       "       [ -6.93889390e-18,  -6.93889390e-18,  -1.38777878e-17, ...,\n",
       "         -4.16333634e-17,   4.87804878e-02,  -6.93889390e-18],\n",
       "       [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
       "          1.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
       "       [  1.00000000e+00,   1.00000000e+00,   2.00000000e+00, ...,\n",
       "          1.00000000e+00,   1.00000000e+00,   1.00000000e+00]])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7588.6463414634145"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sum of distances of samples to their closest cluster center.\n",
    "kmeans.inertia_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}