Data Pre-Processing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data-Set Generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The raw data files can't be used directly to feed, because it didn't convey any useful information\n",
    "\n",
    "we have to analyze, what document is about?, by analyzing what it is containing\n",
    "\n",
    "We can analyze the document two ways <br>\n",
    " **1)  Sematic Model** : <br>Uses the grammer stucture to deduce the meaning. which is pretty hard as there are many rules on same object which can convey differerent information\n",
    " \n",
    " **2)  Bag of words Model** : <br>This model uses only words whoch document contains, which is not biased towards the meaning the grammar convey, this model is easier to analyze and visible to study"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### import all require predefined directories\n",
    "\n",
    "nltk and beautifulsoup might not available\n",
    "- **pip install bs4**\n",
    "- **pip install nltk**\n",
    "     - then we have eto download corpus for nltk\n",
    "     - open python console\n",
    "     - **import nltk**\n",
    "     - type \"**nltk.download()**\"\n",
    "     - it will open GUI select all or specific corpus\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import pandas as pd\n",
    "from bs4 import BeautifulSoup\n",
    "from nltk.corpus import stopwords\n",
    "import nltk\n",
    "from nltk.stem import PorterStemmer, WordNetLemmatizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get labels of dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "contents=os.listdir(\"Data/bbc\")\n",
    "regex = re.compile('[A-Za-z0-9]*-test')\n",
    "labels = [x for x in contents if not regex.match(x)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Business', 'Entertainment', 'Politics', 'Sport', 'Technical']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reading .txt files and basic pre-processing to raw text data\n",
    "\n",
    "Use labels to know folder names \n",
    "\n",
    "**Training Data** : the folder with label name contains the training data<br>\n",
    "**Testing Data** : the folder with label+\"-test\" extension is containing testing data\n",
    "\n",
    "**0 - Convert to lower alphabetic form** <br> \n",
    "Convert all data to lower alphabetic form for that analysis should be only for one type of letters<br>\n",
    "The meaning doesn't change with change in letter form\n",
    "\n",
    "**1 - Remove markup language tags** <br> \n",
    "Strip all the HTML or XML tags, if they are in data \n",
    "\n",
    "**2 - Remove numbers and seperate words** <br> \n",
    "Numbers are use less in analysis of text<br>\n",
    "strip all the numbers <br>\n",
    "create a list of words from raw strings\n",
    "\n",
    "**3 - Remove stop words** <br> \n",
    "stop words are words which are too common in text and doesn't convey any meaning when we analyse as bag of words model<br>\n",
    "example = the, a, was...\n",
    "\n",
    "**4 - Stemming or Lemmatization** <br> \n",
    "This both do same thing as they convert near by meaning word to common word <br>\n",
    "\n",
    "Example:<br>\n",
    "![Example of Stemming and Lemmatization](http://basistech.com/wp-content/uploads/2013/12/lemma_example.png)<br>\n",
    "\n",
    "[Get More Detailse on Stemming and Lemmatization!](https://nlp.stanford.edu/IR-book/html/htmledition/stemming-and-lemmatization-1.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-77774e2f0c0e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mFile_vs_Label_Training\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Label\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mFile_vs_Label_Testing\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Label\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mno_of_training_files\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mno_of_testing_files\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined"
     ]
    }
   ],
   "source": [
    "File_vs_Label_Training = pd.DataFrame(labels,columns=[\"Label\"])\n",
    "File_vs_Label_Testing = pd.DataFrame(labels,columns=[\"Label\"])\n",
    "no_of_training_files = []\n",
    "no_of_testing_files = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "Training_Data=[]\n",
    "Testing_Data=[]\n",
    "\n",
    "for label in labels:\n",
    "    i=0\n",
    "#-----------------------------------------------------Training Data------------------------------------------------------\n",
    "    file_list = os.listdir(\"Data/bbc/\"+label)\n",
    "    for file in file_list:\n",
    "        \n",
    "        f=open(\"Data/bbc/\"+label+\"/\"+file)\n",
    "        \n",
    "        data = \"\"\n",
    "        lines = f.readlines()\n",
    "        for line in lines:\n",
    "            data=data+line.strip()\n",
    "\n",
    "        f.close()\n",
    "        \n",
    "        #Data Filtering\n",
    "        \n",
    "        # 0\n",
    "        data = data.lower()\n",
    "        \n",
    "        # 1\n",
    "        soup = BeautifulSoup(data,\"lxml\")\n",
    "        data = soup.get_text()\n",
    "        \n",
    "        # 2\n",
    "        data = re.findall(r\"(?i)\\b[a-z]+\\b\", data)\n",
    "        \n",
    "        # 3\n",
    "        stop_words = set(stopwords.words('english'))\n",
    "        temp=data\n",
    "        data=[]\n",
    "        for w in temp:\n",
    "            if w not in stop_words:\n",
    "                data.append(w)\n",
    "                \n",
    "        # 4\n",
    "        lemmatiser = WordNetLemmatizer()\n",
    "        temp=data\n",
    "        data=[]\n",
    "        for w in temp:\n",
    "            data.append(lemmatiser.lemmatize(w))\n",
    "           \n",
    "        Training_Data.append([label,data])\n",
    "        i+=1\n",
    "    no_of_training_files.append(i)\n",
    "     \n",
    "        \n",
    "    j=0\n",
    "#-------------------------------------------------------------Testing Data-------------------------------------------\n",
    "    file_list = os.listdir(\"Data/bbc/\"+label+\"-test\")\n",
    "    for file in file_list:\n",
    "        \n",
    "        f=open(\"Data/bbc/\"+label+\"-test/\"+file)\n",
    "        \n",
    "        data = \"\"\n",
    "        lines = f.readlines()\n",
    "        for line in lines:\n",
    "            data=data+line.strip()\n",
    "\n",
    "        f.close()\n",
    "        \n",
    "        # 0\n",
    "        data = data.lower()\n",
    "        \n",
    "        # 1\n",
    "        soup = BeautifulSoup(data,\"lxml\")\n",
    "        data = soup.get_text()\n",
    "        \n",
    "        # 2\n",
    "        data = re.findall(r\"(?i)\\b[a-z]+\\b\", data)\n",
    "        \n",
    "        # 3\n",
    "        stop_words = set(stopwords.words('english'))\n",
    "        temp=data\n",
    "        data=[]\n",
    "        for w in temp:\n",
    "            if w not in stop_words:\n",
    "                data.append(w)\n",
    "                \n",
    "        # 4\n",
    "        lemmatiser = WordNetLemmatizer()\n",
    "        temp=data\n",
    "        data=[]\n",
    "        for w in temp:\n",
    "            data.append(lemmatiser.lemmatize(w))\n",
    "           \n",
    "        Testing_Data.append([label,data])\n",
    "        j+=1\n",
    "    no_of_testing_files.append(j)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "File_vs_Label_Training[\"Files Count\"] = no_of_training_files\n",
    "File_vs_Label_Training = File_vs_Label_Training.set_index(\"Label\")\n",
    "File_vs_Label_Training.to_csv(\"Data/Training File Count.csv\")\n",
    "\n",
    "File_vs_Label_Testing[\"Files Count\"] = no_of_testing_files\n",
    "File_vs_Label_Testing = File_vs_Label_Testing.set_index(\"Label\")\n",
    "File_vs_Label_Testing.to_csv(\"Data/Testing File Count.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating Data Frame from list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "headers = [\"Label\",\"Words\"]\n",
    "\n",
    "Training_Data_Frame = pd.DataFrame(Training_Data)\n",
    "Training_Data_Frame.columns = headers\n",
    "\n",
    "Testing_Data_Frame = pd.DataFrame(Testing_Data)\n",
    "Testing_Data_Frame.columns = headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Label</th>\n",
       "      <th>Words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Business</td>\n",
       "      <td>[ad, sale, boost, time, warner, profitquarterl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Business</td>\n",
       "      <td>[dollar, gain, greenspan, speechthe, dollar, h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Business</td>\n",
       "      <td>[yukos, unit, buyer, face, loan, claimthe, own...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business</td>\n",
       "      <td>[high, fuel, price, hit, ba, profitsbritish, a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Business</td>\n",
       "      <td>[pernod, takeover, talk, lift, domecqshares, u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Business</td>\n",
       "      <td>[japan, narrowly, escape, recessionjapan, econ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Business</td>\n",
       "      <td>[job, growth, still, slow, usthe, u, created, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Business</td>\n",
       "      <td>[india, call, fair, trade, rulesindia, attends...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Business</td>\n",
       "      <td>[ethiopia, crop, production, ethiopia, produce...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Business</td>\n",
       "      <td>[court, reject, tobacco, casea, u, government,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Business</td>\n",
       "      <td>[ask, jeeves, tip, online, ad, revivalask, jee...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Business</td>\n",
       "      <td>[indonesian, face, fuel, price, riseindonesia,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Business</td>\n",
       "      <td>[peugeot, deal, boost, mitsubishistruggling, j...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Business</td>\n",
       "      <td>[telegraph, newspaper, axe, jobsthe, daily, su...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Business</td>\n",
       "      <td>[air, passenger, win, new, eu, rightsair, pass...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Business</td>\n",
       "      <td>[china, keep, tight, rein, creditchina, effort...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Business</td>\n",
       "      <td>[parmalat, boast, doubled, profitsparmalat, it...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Business</td>\n",
       "      <td>[india, rupee, hit, five, year, highindia, rup...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Business</td>\n",
       "      <td>[india, widens, access, telecomsindia, raised,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Business</td>\n",
       "      <td>[call, centre, user, lose, patience, customer,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Business</td>\n",
       "      <td>[rank, set, sell, film, unit, leisure, group, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Business</td>\n",
       "      <td>[sluggish, economy, hit, german, jobsthe, numb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Business</td>\n",
       "      <td>[mixed, signal, french, economythe, french, ec...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Business</td>\n",
       "      <td>[u, trade, gap, hit, record, gap, u, export, i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Business</td>\n",
       "      <td>[yukos, loses, u, bankruptcy, battlea, judge, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Business</td>\n",
       "      <td>[safety, alert, gm, recall, carsthe, world, bi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Business</td>\n",
       "      <td>[steel, firm, cut, jobsmittal, steel, one, wor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Business</td>\n",
       "      <td>[strong, demand, trigger, oil, rallycrude, oil...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Business</td>\n",
       "      <td>[uk, firm, face, venezuelan, land, rowvenezuel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Business</td>\n",
       "      <td>[soaring, oil, hit, world, economy, soaring, c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2130</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[digital, uk, driven, net, tvthe, uk, adoption...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2131</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[bad, e, mail, habit, sustains, spamthe, bad, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2132</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[sony, psp, handheld, console, hit, usthe, lat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2133</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[podcasters, look, net, moneynasa, year, old, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2134</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[local, net, tv, take, austriaan, austrian, vi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2135</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[rolling, next, generation, netthe, body, over...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[long, life, promised, laptop, pcsscientists, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2137</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[net, fingerprint, combat, attackseighty, larg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2138</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[microsoft, plan, safer, id, systemmicrosoft, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2139</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[court, mull, file, sharing, futurejudges, u, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2140</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[france, start, digital, terrestrialfrance, be...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2141</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[text, message, record, smashed, againuk, mobi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[software, watching, worksoftware, monitor, ev...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2143</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[commodore, find, new, lease, lifethe, famous,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2144</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[cab, collect, mountain, mobilesgadgets, cheap...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2145</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[mobile, bet, pocket, office, mobile, launched...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2146</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[california, set, fine, spywarethe, maker, com...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2147</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[mobile, tv, tipped, one, watchscandinavians, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2148</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[apple, laptop, greatest, gadget, apple, power...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[sun, offer, processing, hoursun, microsystems...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2150</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[kenyan, school, turn, handheldsat, mbita, poi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2151</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[tough, rule, ringtone, sellersfirms, flout, r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2152</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[mobile, music, challenge, ipod, age, nokia, m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2153</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[china, ripe, medium, explosionasia, set, driv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2154</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[beckham, virus, spotted, netvirus, writer, tr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[video, phone, act, dating, toolstechnologies,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[progress, new, internet, domainsby, early, ne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[camera, phone, must, have, four, time, mobile...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[mobile, multimedia, slow, catch, onthere, dou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[anti, spam, law, bite, spammer, hardthe, net,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Label                                              Words\n",
       "0      Business  [ad, sale, boost, time, warner, profitquarterl...\n",
       "1      Business  [dollar, gain, greenspan, speechthe, dollar, h...\n",
       "2      Business  [yukos, unit, buyer, face, loan, claimthe, own...\n",
       "3      Business  [high, fuel, price, hit, ba, profitsbritish, a...\n",
       "4      Business  [pernod, takeover, talk, lift, domecqshares, u...\n",
       "5      Business  [japan, narrowly, escape, recessionjapan, econ...\n",
       "6      Business  [job, growth, still, slow, usthe, u, created, ...\n",
       "7      Business  [india, call, fair, trade, rulesindia, attends...\n",
       "8      Business  [ethiopia, crop, production, ethiopia, produce...\n",
       "9      Business  [court, reject, tobacco, casea, u, government,...\n",
       "10     Business  [ask, jeeves, tip, online, ad, revivalask, jee...\n",
       "11     Business  [indonesian, face, fuel, price, riseindonesia,...\n",
       "12     Business  [peugeot, deal, boost, mitsubishistruggling, j...\n",
       "13     Business  [telegraph, newspaper, axe, jobsthe, daily, su...\n",
       "14     Business  [air, passenger, win, new, eu, rightsair, pass...\n",
       "15     Business  [china, keep, tight, rein, creditchina, effort...\n",
       "16     Business  [parmalat, boast, doubled, profitsparmalat, it...\n",
       "17     Business  [india, rupee, hit, five, year, highindia, rup...\n",
       "18     Business  [india, widens, access, telecomsindia, raised,...\n",
       "19     Business  [call, centre, user, lose, patience, customer,...\n",
       "20     Business  [rank, set, sell, film, unit, leisure, group, ...\n",
       "21     Business  [sluggish, economy, hit, german, jobsthe, numb...\n",
       "22     Business  [mixed, signal, french, economythe, french, ec...\n",
       "23     Business  [u, trade, gap, hit, record, gap, u, export, i...\n",
       "24     Business  [yukos, loses, u, bankruptcy, battlea, judge, ...\n",
       "25     Business  [safety, alert, gm, recall, carsthe, world, bi...\n",
       "26     Business  [steel, firm, cut, jobsmittal, steel, one, wor...\n",
       "27     Business  [strong, demand, trigger, oil, rallycrude, oil...\n",
       "28     Business  [uk, firm, face, venezuelan, land, rowvenezuel...\n",
       "29     Business  [soaring, oil, hit, world, economy, soaring, c...\n",
       "...         ...                                                ...\n",
       "2130  Technical  [digital, uk, driven, net, tvthe, uk, adoption...\n",
       "2131  Technical  [bad, e, mail, habit, sustains, spamthe, bad, ...\n",
       "2132  Technical  [sony, psp, handheld, console, hit, usthe, lat...\n",
       "2133  Technical  [podcasters, look, net, moneynasa, year, old, ...\n",
       "2134  Technical  [local, net, tv, take, austriaan, austrian, vi...\n",
       "2135  Technical  [rolling, next, generation, netthe, body, over...\n",
       "2136  Technical  [long, life, promised, laptop, pcsscientists, ...\n",
       "2137  Technical  [net, fingerprint, combat, attackseighty, larg...\n",
       "2138  Technical  [microsoft, plan, safer, id, systemmicrosoft, ...\n",
       "2139  Technical  [court, mull, file, sharing, futurejudges, u, ...\n",
       "2140  Technical  [france, start, digital, terrestrialfrance, be...\n",
       "2141  Technical  [text, message, record, smashed, againuk, mobi...\n",
       "2142  Technical  [software, watching, worksoftware, monitor, ev...\n",
       "2143  Technical  [commodore, find, new, lease, lifethe, famous,...\n",
       "2144  Technical  [cab, collect, mountain, mobilesgadgets, cheap...\n",
       "2145  Technical  [mobile, bet, pocket, office, mobile, launched...\n",
       "2146  Technical  [california, set, fine, spywarethe, maker, com...\n",
       "2147  Technical  [mobile, tv, tipped, one, watchscandinavians, ...\n",
       "2148  Technical  [apple, laptop, greatest, gadget, apple, power...\n",
       "2149  Technical  [sun, offer, processing, hoursun, microsystems...\n",
       "2150  Technical  [kenyan, school, turn, handheldsat, mbita, poi...\n",
       "2151  Technical  [tough, rule, ringtone, sellersfirms, flout, r...\n",
       "2152  Technical  [mobile, music, challenge, ipod, age, nokia, m...\n",
       "2153  Technical  [china, ripe, medium, explosionasia, set, driv...\n",
       "2154  Technical  [beckham, virus, spotted, netvirus, writer, tr...\n",
       "2155  Technical  [video, phone, act, dating, toolstechnologies,...\n",
       "2156  Technical  [progress, new, internet, domainsby, early, ne...\n",
       "2157  Technical  [camera, phone, must, have, four, time, mobile...\n",
       "2158  Technical  [mobile, multimedia, slow, catch, onthere, dou...\n",
       "2159  Technical  [anti, spam, law, bite, spammer, hardthe, net,...\n",
       "\n",
       "[2160 rows x 2 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Training_Data_Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Label</th>\n",
       "      <th>Words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Business</td>\n",
       "      <td>[water, firm, suez, argentina, rowa, conflict,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Business</td>\n",
       "      <td>[algeria, hit, gas, riotsalgeria, suffered, we...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Business</td>\n",
       "      <td>[india, maruti, see, profit, jumpindia, bigges...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business</td>\n",
       "      <td>[aid, climate, top, davos, agendaclimate, chan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Business</td>\n",
       "      <td>[china, top, trader, japanchina, overtook, u, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Business</td>\n",
       "      <td>[trial, begin, spain, top, bankerthe, trial, e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Business</td>\n",
       "      <td>[uk, economy, end, year, spurtthe, uk, economy...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Business</td>\n",
       "      <td>[healthsouth, ex, bos, go, trialthe, former, h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Business</td>\n",
       "      <td>[euro, firm, miss, optimismmore, large, compan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Business</td>\n",
       "      <td>[lacroix, label, bought, u, firmluxury, good, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[arnold, congratulated, oscar, winoscar, winne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[eastwood, baby, scoop, top, oscarsclint, east...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[british, star, denied, major, oscarsbritish, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[lee, create, new, film, superherocomic, book,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[jackson, film, absolute, disaster, pr, expert...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[france, set, new, da, vinci, novelfrench, boo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[uk, director, guild, nominee, namedmartin, sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[halloween, writer, debra, hill, diesscreenwri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[tarantino, make, friday, sequel, director, qu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[boogeyman, take, box, office, leadthe, low, b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[lost, door, frontman, movie, foundhistorians,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[last, star, war, child, sixth, final, star, w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[french, honour, director, parkerbritish, film...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[robot, march, u, cinema, summitanimated, movi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[hobbit, picture, four, year, away, lord, ring...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>[buffy, creator, join, wonder, womanthe, creat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[blair, prepares, name, poll, datetony, blair,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[brown, poll, campaign, move, deniedthe, gover...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[voter, trust, politician, eight, voter, trust...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[tory, candidate, quits, remarka, conservative...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[sayeed, stand, tory, mptory, mp, jonathan, sa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[howard, unfinished, business, finished, yet, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[last, chance, warning, voterspeople, england,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[sainsbury, labour, election, giftscience, min...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[blair, ahead, polltony, blair, say, personal,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[labour, mp, praise, tory, campaignthe, conser...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[top, tory, lib, dem, hit, list, liberal, demo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Politics</td>\n",
       "      <td>[lib, dems, unveil, election, sloganthe, liber...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[ivanovic, seal, canberra, victoryserbia, ana,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[minister, dig, doping, rowthe, belgian, sport...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[safin, relieved, aussie, recoverymarat, safin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[veteran, martinez, win, thai, titleconchita, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[soderling, win, tense, milan, finalfifth, see...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[rusedski, forced, marseillegreg, rusedski, fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[big, gun, ease, san, josetop, seeded, america...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[almagro, continues, spanish, surgeunseeded, n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[melzer, shock, agassi, san, josesecond, seed,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[mirza, make, indian, tennis, historyteenager,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Sport</td>\n",
       "      <td>[roddick, face, saulnier, finalandy, roddick, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[peer, peer, net, stay, peer, peer, network, s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[broadband, fuel, online, expressionfast, web,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[savvy, searcher, fail, spot, adsinternet, sea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[tv, future, phone, lineinternet, tv, talked, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[cebit, fever, take, hanoverthousands, product...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[new, console, promise, big, problemsmaking, g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[bt, program, beat, dialler, scamsbt, introduc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[spam, e, mail, tempt, net, shopperscomputer, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[careful, codea, new, european, directive, cou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[u, cyber, security, chief, resignsthe, man, m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Technical</td>\n",
       "      <td>[losing, online, gamingonline, role, playing, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Label                                              Words\n",
       "0        Business  [water, firm, suez, argentina, rowa, conflict,...\n",
       "1        Business  [algeria, hit, gas, riotsalgeria, suffered, we...\n",
       "2        Business  [india, maruti, see, profit, jumpindia, bigges...\n",
       "3        Business  [aid, climate, top, davos, agendaclimate, chan...\n",
       "4        Business  [china, top, trader, japanchina, overtook, u, ...\n",
       "5        Business  [trial, begin, spain, top, bankerthe, trial, e...\n",
       "6        Business  [uk, economy, end, year, spurtthe, uk, economy...\n",
       "7        Business  [healthsouth, ex, bos, go, trialthe, former, h...\n",
       "8        Business  [euro, firm, miss, optimismmore, large, compan...\n",
       "9        Business  [lacroix, label, bought, u, firmluxury, good, ...\n",
       "10  Entertainment  [arnold, congratulated, oscar, winoscar, winne...\n",
       "11  Entertainment  [eastwood, baby, scoop, top, oscarsclint, east...\n",
       "12  Entertainment  [british, star, denied, major, oscarsbritish, ...\n",
       "13  Entertainment  [lee, create, new, film, superherocomic, book,...\n",
       "14  Entertainment  [jackson, film, absolute, disaster, pr, expert...\n",
       "15  Entertainment  [france, set, new, da, vinci, novelfrench, boo...\n",
       "16  Entertainment  [uk, director, guild, nominee, namedmartin, sc...\n",
       "17  Entertainment  [halloween, writer, debra, hill, diesscreenwri...\n",
       "18  Entertainment  [tarantino, make, friday, sequel, director, qu...\n",
       "19  Entertainment  [boogeyman, take, box, office, leadthe, low, b...\n",
       "20  Entertainment  [lost, door, frontman, movie, foundhistorians,...\n",
       "21  Entertainment  [last, star, war, child, sixth, final, star, w...\n",
       "22  Entertainment  [french, honour, director, parkerbritish, film...\n",
       "23  Entertainment  [robot, march, u, cinema, summitanimated, movi...\n",
       "24  Entertainment  [hobbit, picture, four, year, away, lord, ring...\n",
       "25  Entertainment  [buffy, creator, join, wonder, womanthe, creat...\n",
       "26       Politics  [blair, prepares, name, poll, datetony, blair,...\n",
       "27       Politics  [brown, poll, campaign, move, deniedthe, gover...\n",
       "28       Politics  [voter, trust, politician, eight, voter, trust...\n",
       "29       Politics  [tory, candidate, quits, remarka, conservative...\n",
       "..            ...                                                ...\n",
       "35       Politics  [sayeed, stand, tory, mptory, mp, jonathan, sa...\n",
       "36       Politics  [howard, unfinished, business, finished, yet, ...\n",
       "37       Politics  [last, chance, warning, voterspeople, england,...\n",
       "38       Politics  [sainsbury, labour, election, giftscience, min...\n",
       "39       Politics  [blair, ahead, polltony, blair, say, personal,...\n",
       "40       Politics  [labour, mp, praise, tory, campaignthe, conser...\n",
       "41       Politics  [top, tory, lib, dem, hit, list, liberal, demo...\n",
       "42       Politics  [lib, dems, unveil, election, sloganthe, liber...\n",
       "43          Sport  [ivanovic, seal, canberra, victoryserbia, ana,...\n",
       "44          Sport  [minister, dig, doping, rowthe, belgian, sport...\n",
       "45          Sport  [safin, relieved, aussie, recoverymarat, safin...\n",
       "46          Sport  [veteran, martinez, win, thai, titleconchita, ...\n",
       "47          Sport  [soderling, win, tense, milan, finalfifth, see...\n",
       "48          Sport  [rusedski, forced, marseillegreg, rusedski, fo...\n",
       "49          Sport  [big, gun, ease, san, josetop, seeded, america...\n",
       "50          Sport  [almagro, continues, spanish, surgeunseeded, n...\n",
       "51          Sport  [melzer, shock, agassi, san, josesecond, seed,...\n",
       "52          Sport  [mirza, make, indian, tennis, historyteenager,...\n",
       "53          Sport  [roddick, face, saulnier, finalandy, roddick, ...\n",
       "54      Technical  [peer, peer, net, stay, peer, peer, network, s...\n",
       "55      Technical  [broadband, fuel, online, expressionfast, web,...\n",
       "56      Technical  [savvy, searcher, fail, spot, adsinternet, sea...\n",
       "57      Technical  [tv, future, phone, lineinternet, tv, talked, ...\n",
       "58      Technical  [cebit, fever, take, hanoverthousands, product...\n",
       "59      Technical  [new, console, promise, big, problemsmaking, g...\n",
       "60      Technical  [bt, program, beat, dialler, scamsbt, introduc...\n",
       "61      Technical  [spam, e, mail, tempt, net, shopperscomputer, ...\n",
       "62      Technical  [careful, codea, new, european, directive, cou...\n",
       "63      Technical  [u, cyber, security, chief, resignsthe, man, m...\n",
       "64      Technical  [losing, online, gamingonline, role, playing, ...\n",
       "\n",
       "[65 rows x 2 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Testing_Data_Frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding Uniques Words from all data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ad', 'sale', 'boost', 'time', 'warner', 'profitquarterly', 'profit', 'u', 'medium', 'giant', 'timewarner', 'jumped', 'three', 'month', 'december', 'year', 'earlier', 'firm', 'one', 'biggest', 'investor', 'google', 'benefited', 'high', 'speed', 'internet', 'connection', 'higher', 'advert', 'said', 'fourth', 'quarter', 'rose', 'buoyed', 'gain', 'offset', 'dip', 'bros', 'le', 'user', 'aol', 'friday', 'owns', 'search', 'engine', 'business', 'mixed', 'fortune', 'lost', 'subscriber', 'lower', 'preceding', 'however', 'company', 'underlying', 'exceptional', 'item', 'back', 'stronger', 'advertising', 'revenue', 'hope', 'increase', 'offering', 'online', 'service', 'free', 'customer', 'try', 'sign', 'existing', 'broadband', 'also', 'restate', 'result', 'following', 'probe', 'security', 'exchange', 'commission', 'sec', 'close', 'concluding', 'slightly', 'better', 'analyst', 'expectation', 'film', 'division', 'saw', 'slump', 'helped', 'box', 'office', 'flop', 'alexander', 'catwoman', 'sharp', 'contrast', 'third', 'final', 'lord', 'ring', 'trilogy', 'boosted', 'full', 'posted', 'performance', 'grew', 'financial', 'strong', 'meeting', 'exceeding', 'objective', 'greatly', 'enhancing', 'flexibility', 'chairman', 'chief', 'executive', 'richard', 'parson', 'projecting', 'operating', 'earnings', 'growth', 'around', 'expects', 'wider', 'margin', 'account', 'part', 'effort', 'resolve', 'inquiry', 'market', 'regulator', 'already', 'offered', 'pay', 'settle', 'charge', 'deal', 'review', 'unable', 'estimate', 'amount', 'needed', 'set', 'aside', 'legal', 'reserve', 'previously', 'intends', 'adjust', 'way', 'german', 'music', 'publisher', 'bertelsmann', 'purchase', 'stake', 'europe', 'reported', 'book', 'loss', 'value', 'dollar', 'greenspan', 'speechthe', 'hit', 'highest', 'level', 'euro', 'almost', 'federal', 'head', 'trade', 'deficit', 'stabilise', 'alan', 'highlighted', 'government', 'willingness', 'curb', 'spending', 'rising', 'household', 'saving', 'factor', 'may', 'help', 'reduce', 'late', 'trading', 'new', 'york', 'reached', 'thursday', 'concern', 'greenback', 'recent', 'mr', 'speech', 'london', 'ahead', 'finance', 'minister', 'sent', 'tumbled', 'worse', 'expected', 'job', 'data', 'think', 'taking', 'much', 'sanguine', 'view', 'current', 'taken', 'robert', 'sinche', 'currency', 'strategy', 'bank', 'america', 'longer', 'term', 'laying', 'condition', 'improve', 'next', 'worry', 'china', 'remain', 'remains', 'pegged', 'fall', 'therefore', 'made', 'chinese', 'export', 'price', 'highly', 'competitive', 'call', 'shift', 'beijing', 'policy', 'fallen', 'deaf', 'ear', 'despite', 'comment', 'major', 'newspaper', 'ripe', 'loosening', 'peg', 'thought', 'unlikely', 'produce', 'meaningful', 'movement', 'meantime', 'decision', 'february', 'interest', 'rate', 'point', 'sixth', 'move', 'many', 'opened', 'differential', 'european', 'half', 'window', 'believe', 'could', 'enough', 'keep', 'asset', 'looking', 'attractive', 'prop', 'partly', 'big', 'budget', 'well', 'yawning', 'gap', 'need', 'funded', 'buying', 'bond', 'foreign', 'white', 'house', 'announce', 'monday', 'commentator', 'trillion', 'yukos', 'unit', 'buyer', 'face', 'loan', 'claimthe', 'owner', 'embattled', 'russian', 'oil', 'ask', 'former', 'production', 'state', 'owned', 'rosneft', 'bought', 'yugansk', 'forced', 'russia', 'tax', 'claim', 'menatep', 'group', 'say', 'repay', 'secured', 'similar', 'repayment', 'demand', 'expert', 'would', 'include', 'obligation', 'pledged', 'real', 'money', 'creditor', 'avoid', 'seizure', 'moscow', 'based', 'lawyer', 'jamie', 'firestone', 'connected', 'case', 'managing', 'director', 'tim', 'osborne', 'told', 'reuters', 'news', 'agency', 'default', 'fight', 'rule', 'law', 'exists', 'international', 'arbitration', 'clause', 'credit', 'official', 'unavailable', 'take', 'action', 'recover', 'debt', 'owed', 'filed', 'bankruptcy', 'protection', 'court', 'attempt', 'prevent', 'main', 'arm', 'went', 'sold', 'little', 'known', 'shell', 'turn', 'downfall', 'punishment', 'political', 'ambition', 'founder', 'mikhail', 'khodorkovsky', 'vowed', 'sue', 'participant', 'fuel', 'ba', 'profitsbritish', 'airway', 'blamed', 'drop', 'reporting', 'airline', 'pre', 'compared', 'rod', 'eddington', 'respectable', 'cost', 'still', 'rise', 'increased', 'aviation', 'last', 'introduced', 'surcharge', 'passenger', 'october', 'long', 'haul', 'flight', 'short', 'raised', 'leg', 'yet', 'mike', 'powell', 'dresdner', 'kleinwort', 'wasserstein', 'estimated', 'annual', 'additional', 'predicted', 'extra', 'turnover', 'benefiting', 'cargo', 'march', 'warned', 'yield', 'average', 'per', 'decline', 'continues', 'competition', 'low', 'carrier', 'forecast', 'total', 'outlook', 'previous', 'guidance', 'improvement', 'anticipated', 'martin', 'broughton', 'number', 'january', 'nick', 'van', 'den', 'brul', 'bnp', 'paribas', 'described', 'latest', 'quarterly', 'pretty', 'modest', 'quite', 'good', 'side', 'show', 'impact', 'positive', 'development', 'since', 'september', 'attack', 'united', 'cut', 'cutting', 'drive', 'focus', 'reducing', 'controllable', 'whilst', 'continuing', 'invest', 'product', 'example', 'delivery', 'six', 'airbus', 'aircraft', 'start', 'club', 'world', 'flat', 'bed', 'share', 'closed', 'four', 'penny', 'pernod', 'takeover', 'talk', 'lift', 'domecqshares', 'uk', 'drink', 'food', 'allied', 'domecq', 'risen', 'speculation', 'target', 'france', 'ricard', 'report', 'wall', 'street', 'journal', 'suggested', 'french', 'spirit', 'considering', 'bid', 'contact', 'gmt', 'paris', 'slipped', 'seeking', 'acquisition', 'refused', 'specific', 'seagram', 'propelled', 'global', 'top', 'two', 'leader', 'diageo', 'smaller', 'capitalisation', 'tried', 'buy', 'glenmorangie', 'scotland', 'premier', 'whisky', 'luxury', 'lvmh', 'home', 'brand', 'including', 'chivas', 'regal', 'scotch', 'havana', 'rum', 'jacob', 'creek', 'wine', 'name', 'malibu', 'courvoisier', 'brandy', 'stolichnaya', 'vodka', 'ballantine', 'snack', 'chain', 'dunkin', 'donut', 'baskin', 'robbins', 'ice', 'cream', 'wsj', 'consolidation', 'dealt', 'problematic', 'portfolio', 'reduced', 'took', 'fund', 'improved', 'fast', 'japan', 'narrowly', 'escape', 'recessionjapan', 'economy', 'teetered', 'brink', 'technical', 'recession', 'figure', 'revised', 'indicated', 'sized', 'contraction', 'basis', 'suggests', 'suggesting', 'hesitant', 'recovery', 'common', 'definition', 'successive', 'negative', 'keen', 'play', 'worrying', 'implication', 'maintain', 'minor', 'adjustment', 'phase', 'upward', 'climb', 'monitor', 'carefully', 'heizo', 'takenaka', 'strengthening', 'yen', 'making', 'indication', 'weakening', 'economic', 'observer', 'painting', 'picture', 'patchier', 'paul', 'sheard', 'economist', 'lehman', 'brother', 'tokyo', 'apparently', 'feed', 'domestic', 'private', 'consumption', 'slow', 'usthe', 'created', 'fewer', 'jobseekers', 'pushed', 'unemployment', 'lowest', 'according', 'labor', 'department', 'added', 'non', 'farm', 'payroll', 'nevertheless', 'push', 'mean', 'president', 'bush', 'celebrate', 'albeit', 'fine', 'net', 'first', 'presided', 'november', 'presidential', 'election', 'herbert', 'hoover', 'creation', 'became', 'key', 'issue', 'adding', 'administration', 'record', 'ended', 'territory', 'given', 'favourable', 'employment', 'expand', 'moderate', 'pace', 'rick', 'egelton', 'deputy', 'bmo', 'getting', 'got', 'relatively', 'environment', 'producing', 'satisfying', 'ken', 'mayland', 'clearview', 'economics', 'limited', 'opportunity', 'worker', 'india', 'fair', 'rulesindia', 'attends', 'seven', 'leading', 'industrialised', 'nation', 'cowed', 'newcomer', 'status', 'lashed', 'restrictive', 'objected', 'subsidy', 'agriculture', 'make', 'hard', 'developing', 'like', 'compete', 'called', 'reform', 'imf', 'palaniappan', 'chidambaram', 'argued', 'organisation', 'changing', 'order', 'integration', 'globalisation', 'engagement', 'attending', 'population', 'conference', 'enterprise', 'hosted', 'gordon', 'brown', 'favour', 'floating', 'country', 'cope', 'shock', 'flexible', 'channel', 'absorbing', 'along', 'brazil', 'south', 'africa', 'invited', 'place', 'saturday', 'renewed', 'pressure', 'abandon', 'fixed', 'particular', 'surge', 'cheap', 'use', 'wish', 'judgement', 'separately', 'large', 'hamper', 'indian', 'ethiopia', 'crop', 'produced', 'million', 'tonne', 'past', 'five', 'totalled', 'joint', 'programme', 'rain', 'fertilizer', 'seed', 'contributed', 'ethiopian', 'emergency', 'assistance', 'calculated', 'requirement', 'fortified', 'blended', 'vegetable', 'targeted', 'supplementary', 'distribution', 'survival', 'child', 'pregnant', 'lactating', 'woman', 'eastern', 'southern', 'prolonged', 'drought', 'killed', 'drained', 'fao', 'recommend', 'locally', 'local', 'cereal', 'recommended', 'far', 'possible', 'assist', 'farmer', 'henri', 'josserand', 'information', 'early', 'warning', 'system', 'activity', 'representing', 'gross', 'depend', 'directly', 'indirectly', 'reject', 'tobacco', 'casea', 'accusing', 'covering', 'effect', 'smoking', 'thrown', 'appeal', 'clinton', 'rejected', 'washington', 'found', 'brought', 'anti', 'racketeering', 'among', 'accused', 'altria', 'rj', 'reynolds', 'lorillard', 'liggett', 'williamson', 'claimed', 'manipulated', 'nicotine', 'addiction', 'teenager', 'multi', 'billion', 'campaign', 'lied', 'danger', 'ignored', 'research', 'contrary', 'prosecutor', 'wanted', 'cigarette', 'surrender', 'accumulated', 'impose', 'tougher', 'marketing', 'district', 'columbia', 'ruled', 'legislation', 'drawn', 'counteract', 'mafia', 'infiltration', 'deny', 'illegally', 'conspired', 'promote', 'defraud', 'public', 'met', 'landmark', 'settlement', 'ruling', 'showing', 'jeeves', 'tip', 'revivalask', 'become', 'week', 'thank', 'revival', 'improving', 'nearly', 'tripled', 'best', 'web', 'player', 'dwarfed', 'announced', 'rival', 'yahoo', 'earned', 'tipping', 'resurgence', 'trend', 'hold', 'quickly', 'doubleclick', 'provider', 'put', 'turnaround', 'unexpected', 'neither', 'thrilled', 'fell', 'attributed', 'excessive', 'fuelled', 'dramatic', 'outperformance', 'tuesday', 'indonesian', 'riseindonesia', 'confirmed', 'raising', 'kerosene', 'basic', 'cooking', 'heavily', 'subsidised', 'susilo', 'bambang', 'yudhoyono', 'want', 'direct', 'aid', 'poor', 'critic', 'argue', 'hurt', 'poorer', 'family', 'people', 'left', 'homeless', 'indonesia', 'aceh', 'region', 'earthquake', 'tsunami', 'disaster', 'importer', 'spend', 'holding', 'spent', 'rupiah', 'sum', 'excess', 'original', 'projection', 'came', 'power', 'intention', 'sri', 'mulyani', 'indrawati', 'national', 'planning', 'hike', 'suitable', 'moment', 'sooner', 'bbc', 'correspondent', 'jakarta', 'rachel', 'harvey', 'likely', 'reaction', 'question', 'whether', 'go', 'raise', 'stagger', 'led', 'megawati', 'sukarnoputri', 'attempted', 'protest', 'peugeot', 'mitsubishistruggling', 'japanese', 'car', 'maker', 'mitsubishi', 'motor', 'struck', 'supply', 'sport', 'utility', 'vehicle', 'suv', 'signed', 'memorandum', 'understanding', 'expect', 'seal', 'agreement', 'spring', 'alliance', 'come', 'badly', 'several', 'built', 'using', 'diesel', 'mainly', 'falling', 'underused', 'capacity', 'give', 'chance', 'utilise', 'issued', 'nine', 'slid', 'catalysed', 'revelation', 'systematically', 'hiding', 'fault', 'secretly', 'repairing', 'sought', 'series', 'bailouts', 'fresh', 'backing', 'carmaker', 'daimlerchrylser', 'shareholder', 'decided', 'april', 'pump', 'celebrated', 'newly', 'appointed', 'takashi', 'nishioka', 'boss', 'stood', 'shoulder', 'responsibility', 'trouble', 'nissan', 'small', 'telegraph', 'axe', 'jobsthe', 'daily', 'sunday', 'axing', 'journalist', 'editorial', 'staff', 'investment', 'printing', 'facility', 'afternoon', 'discus', 'react', 'surprise', 'announcement', 'background', 'fierce', 'reader', 'sluggish', 'amid', 'union', 'management', 'recall', 'notice', 'redundancy', 'midday', 'strike', 'ballot', 'pearson', 'voluntary', 'reporter', 'strongly', 'behind', 'manager', 'torn', 'agreed', 'procedure', 'kicked', 'teeth', 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'overbooking', 'cancellation', 'delay', 'greater', 'compensation', 'depending', 'length', 'apply', 'scheduled', 'charter', 'attacked', 'saying', 'cover', 'facing', 'challenge', 'fare', 'association', 'elaa', 'transport', 'iata', 'package', 'bad', 'piece', 'stopped', 'boarding', 'operator', 'obliged', 'offer', 'deter', 'deliberately', 'often', 'lead', 'bumping', 'later', 'happens', 'addition', 'cancelled', 'delayed', 'hour', 'must', 'paid', 'due', 'extraordinary', 'circumstance', 'fear', 'weather', 'alert', 'event', 'outside', 'control', 'adhere', 'regime', 'force', 'criticised', 'arguing', 'worth', 'ticket', 'preposterous', 'fighting', 'ryanair', 'michael', 'cawley', 'radio', 'today', 'eraa', 'consumer', 'consulted', 'change', 'andy', 'clarke', 'ec', 'advice', 'misleads', 'liable', 'payouts', 'spokeswoman', 'marja', 'quillinan', 'meiland', 'conceded', 'grey', 'area', 'dispute', 'enforcement', 'body', 'decide', 'technology', 'easier', 'land', 'comply', 'passed', 'onto', 'reckon', 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'tivos', 'reliefaid', 'clothe', 'einar', 'bjorgo', 'unosat', 'interpreting', 'voigt', 'sensing', 'keyobs', 'laminate', 'encapsulate', 'rainy', 'riverbed', 'impeded', 'candillon', 'sertit', 'shopperscomputer', 'plante', 'detection', 'hpthe', 'carly', 'fiorina', 'hue', 'scribe', 'equating', 'partnering', 'pod', 'designa', 'envelop', 'wheeled', 'strolling', 'encased', 'cocoon', 'aichi', 'autopilot', 'reclining', 'customized', 'mountable', 'staircase', 'dismounting', 'gillingwater', 'imac', 'exoskeleton', 'vehicular', 'infirm', 'erel', 'avineri', 'commutersinteractive', 'safest', 'infra', 'unlicensed', 'minicab', 'marson', 'tfl', 'ir', 'harker', 'hypertag', 'hypertags', 'lessonsways', 'bloodthirsty', 'cumberbatch', 'queriesthe', 'enquires', 'informaton', 'naval', 'typed', 'untouched', 'serviette', 'elf', 'onthere', 'slinkier', 'seldom', 'adamind', 'funky', 'technophobe', 'shy', 'finite', 'swamping', 'celltick', 'yaron', 'toren', 'shoppingcyberspace', 'roper', 'imrg', 'hostway', 'lingerie', 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'ddos', 'overspill', 'seagrave', 'energis', 'pipex', 'pluck', 'hijacked', 'bot', 'anonymously', 'precede', 'forewarning', 'alphabetically', 'mobilea', 'jacobsen', 'dobrow', 'tetrisusers', 'cellery', 'installs', 'insecure', 'scouring', 'scanning', 'pitylak', 'oftexas', 'payperaction', 'leadplex', 'solicited', 'confer', 'groundless', 'lin', 'ftc', 'gamerstwo', 'treacy', 'hopping', 'horizonsuper', 'wideband', 'uwb', 'wirelessly', 'licencing', 'cept', 'harmonisation', 'ubisense', 'theriault', 'ieee', 'giantsvideo', 'florin', 'polygon', 'bolz', 'demonsan', 'motorsport', 'autosport', 'tansley', 'sequential', 'changer', 'amputated', 'autocycle', 'amputee', 'sidecar', 'hewland', 'gearbox', 'rider', 'tt', 'prejudiced', 'subaru', 'impreza', 'pararallying', 'lincolnshire', 'throttle', 'paraplegic', 'quadriplegic', 'astra', 'gsi', 'imprezas', 'duck', 'rainey', 'lever', 'upan', 'bulging', 'ofoto', 'snapfish', 'pixagogo', 'photosig', 'critique', 'picasa', 'detects', 'sharpening', 'archivist', 'tantilising', 'tucked', 'playersmusic', 'scansoft', 'gracenote', 'unlocks', 'speechworks', 'imagined', 'demandcable', 'touchstone', 'knell', 'snalune', 'gothika', 'antique', 'roadshow', 'informa', 'vod', 'tidy', 'stealing', 'netsky', 'prevalent', 'gaobot', 'randex', 'mosquito', 'jaschen', 'sasser', 'downdublin', 'hotbed', 'connectedness', 'iband', 'bracelet', 'wearer', 'devoices', 'undergraduate', 'purushotma', 'vocabulary', 'homework', 'educationalist', 'oppositional', 'drumming', 'couched', 'gravity', 'impart', 'energie', 'asleep', 'pronunciation', 'simulated', 'itunesusers', 'inserting', 'solves', 'idefence', 'pls', 'pirating', 'fragmentation', 'marlin', 'intertrust', 'confusingly', 'incompatibility', 'shelley', 'freer', 'kalanick', 'swoosh', 'experimentation', 'wei', 'streamcast', 'demonised', 'commoditising', 'morgenstern', 'overpeer', 'broes', 'unimaginable', 'smasheduk', 'outthe', 'cohort', 'bark', 'guadalcanal', 'talkative', 'hawaii', 'gunboat', 'battleship', 'crewman', 'perilous', 'stilted', 'skilfully', 'linear', 'misdirection', 'imparting', 'suitably', 'bombastic', 'overblown', 'muster', 'unconvincing', 'checkpoint', 'disturbingly', 'irritatingly', 'superficial', 'camaraderie', 'tidier', 'tropical', 'underwhelming', 'hearty', 'contented', 'puzzlement', 'welcomethe', 'administer', 'bravest', 'balked', 'hesaid', 'peripheral', 'hulking', 'connector', 'gammage', 'interchangeable', 'firewire', 'ethernet', 'headphone', 'ilife', 'iphoto', 'imovie', 'idvd', 'garageband', 'stylish', 'celeron', 'upgradeable', 'sempron', 'workhorse', 'jal', 'pricey', 'chop', 'cheerful', 'buildyourown', 'eminently', 'expandable', 'radiothe', 'reidar', 'wasenius', 'definitiontv', 'adopter', 'tuffy', 'deering', 'practicality', 'computerthe', 'additive', 'arsenic', 'oblige', 'redesign', 'vapour', 'redesigning', 'rechargeable', 'compostable', 'can', 'codename', 'harness', 'horsepower', 'shaders', 'filmic', 'indistinguishable', 'pandora', 'securityolder', 'preventon', 'vigilant', 'goosens', 'particuarly', 'naively', 'sellthe', 'xdr', 'rambus', 'fis', 'stab', 'psx', 'instigate', 'microwave', 'furiously', 'succeeds', 'videogame', 'ghz', 'synergistic', 'multicore', 'kleynhans', 'meta', 'dimensionas', 'unremarkable', 'sonaptic', 'rohm', 'psychoacoustics', 'sibbald', 'synthesising', 'encoder', 'emanating', 'mimic', 'encoding', 'montieth', 'revolutionthe', 'sparrow', 'itx', 'fledged', 'upstart', 'stacked', 'diversifies', 'gmail', 'froogle', 'beauvillain', 'refocused', 'weiner', 'inktomi', 'koogle', 'semel', 'juniper', 'scamsa', 'completionultra', 'freescale', 'wimedia', 'ofdm', 'ravencraft', 'zdnet', 'broadcastuk', 'sydus', 'cridland', 'groove', 'saumil', 'nanavati', 'pspmovies', 'beeks', 'punisher', 'rambo', 'hellboy', 'apocalypse', 'securitycompanies', 'netsurity', 'cracknell', 'cebit', 'tunecebit', 'sch', 'telephoto', 'rokr', 'zander', 'ctia', 'teaming', 'yle', 'sphere', 'hangar', 'hyped', 'gabriele', 'dorries', 'peekmicrosoft', 'allard', 'directx', 'personalise', 'tvbt', 'facilitator', 'rahul', 'chakkara', 'bbci', 'fait', 'joly', 'thales', 'bumped', 'enabler', 'supplemented', 'bespoke', 'callsrich', 'templeton', 'wanadoo', 'livebox', 'abensur', 'vonage', 'simmelink', 'seeping', 'footprint', 'debutnintendo', 'spearhead', 'servicesfaster', 'differentiating', 'unbundled', 'shakesa', 'genetic', 'afflict', 'assistive', 'ama', 'levine', 'shaky', 'montrose', 'secam', 'motivetwo', 'investigates', 'dod', 'buff', 'warez', 'risciso', 'popz', 'fourteen', 'sankus', 'eriflleh', 'hellfire', 'spelt', 'kartadinata', 'tresco', 'mcnulty', 'techno', 'faceless', 'invincibility', 'hew', 'extradition', 'townsden', 'illusory', 'loudmouth', 'messageboard', 'acquiescent', 'extradite', 'graffiti', 'brag', 'notoriety', 'victimless', 'sourcesapple', 'unmask', 'snippet', 'leaker', 'kleinberg', 'divulging', 'emiew', 'emiews', 'horiuchi', 'workmate', 'resemble', 'segway', 'waist', 'shinjuku', 'shibuya', 'bipedal', 'honeynet', 'honey', 'shortest', 'irc', 'adsense', 'peep', 'leveraging', 'thinkvantage', 'optiplex', 'compaq', 'module', 'tpm', 'safeguarded', 'protecttools', 'obscurantism', 'unlocked', 'uncontrollable', 'shelvesthe', 'crams', 'tvnow', 'dlp', 'binks', 'gfk', 'oudendijk', 'dvi', 'hdmi', 'preoccupied', 'sticker', 'flavour', 'laven', 'suffice', 'tumble', 'tvthe', 'gmipoll', 'variable', 'sustains', 'spamthe', 'mirapoint', 'nienhuis', 'proliferate', 'aspersion', 'bogus', 'alyn', 'misspell', 'extinct', 'queuing', 'pachter', 'wedbush', 'ape', 'wipeout', 'moneynasa', 'audioblogs', 'pied', 'piper', 'wmp', 'madison', 'winer', 'scripting', 'democratising', 'commercialising', 'podshow', 'unobtrusive', 'aggregation', 'bait', 'microcosm', 'referral', 'austriaan', 'engerwitzdorf', 'unbelievably', 'rudolf', 'buntes', 'fernsehen', 'outgrowth', 'aon', 'evolves', 'ietf', 'carpenter', 'distinguished', 'cern', 'particle', 'tcp', 'dsl', 'pcsscientists', 'recharges', 'shortness', 'trainor', 'evangelist', 'lithium', 'ion', 'wringing', 'separator', 'evaporation', 'ebl', 'parsimonious', 'guzzler', 'attackseighty', 'brokered', 'arbor', 'workgroups', 'diffuse', 'systemmicrosoft', 'hailstorm', 'netting', 'futurejudges', 'inducing', 'morpheus', 'summed', 'shapiro', 'breyer', 'conceptually', 'souter', 'terrestrialfrance', 'dtt', 'tnt', 'numerique', 'terrestre', 'tous', 'gerolami', 'mediametrie', 'sagem', 'conseil', 'superieur', 'audiovisuel', 'inexpensive', 'bouquet', 'mpeg', 'bodinat', 'againuk', 'mobilesgadgets', 'immune', 'pointsec', 'backup', 'oslo', 'retrofone', 'harp', 'hamster', 'watchscandinavians', 'igels', 'nordic', 'teliasonera', 'conditional', 'shin', 'watchable', 'gambino', 'dmb', 'yeob', 'yeun', 'negotiates', 'radioscape', 'compass', 'whizzy', 'froth', 'taser', 'illustrates', 'soda', 'fizzy', 'astro', 'numbered', 'gilles', 'babinet', 'musiwave', 'equilibrium', 'continuum', 'explosionasia', 'sarft', 'regulates', 'ruigang', 'cga', 'jeanne', 'gescher', 'netvirus', 'kournikova', 'popstars', 'salacious', 'hackarmy', 'toolstechnologies', 'ica', 'oxby', 'flic', 'singleton', 'layer', 'wlts', 'wltm', 'pescatore', 'chatting', 'hardthe', 'richter', 'optinrealbig', 'seoul', 'boramae', 'maneuver', 'sic']\n",
      "26221\n"
     ]
    }
   ],
   "source": [
    "unique_words=[]\n",
    "\n",
    "for document in Training_Data_Frame[\"Words\"]:\n",
    "    for word in document:\n",
    "        if word not in unique_words:\n",
    "            unique_words.append(word)\n",
    "print(unique_words)\n",
    "print(len(unique_words))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating the Word count matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training File in Processing\n",
      "0% Complete\n",
      "7% Complete\n",
      "15% Complete\n",
      "22% Complete\n",
      "30% Complete\n",
      "38% Complete\n",
      "45% Complete\n",
      "53% Complete\n",
      "61% Complete\n",
      "68% Complete\n",
      "76% Complete\n",
      "83% Complete\n",
      "91% Complete\n",
      "99% Complete\n",
      "Training File in Process Completed\n",
      "\n",
      "\n",
      "Testing File in Processing\n",
      "0% Complete\n",
      "7% Complete\n",
      "15% Complete\n",
      "22% Complete\n",
      "30% Complete\n",
      "38% Complete\n",
      "45% Complete\n",
      "53% Complete\n",
      "61% Complete\n",
      "68% Complete\n",
      "76% Complete\n",
      "83% Complete\n",
      "91% Complete\n",
      "99% Complete\n",
      "Testing File in Process Completed\n"
     ]
    }
   ],
   "source": [
    "Training_Label_List = Training_Data_Frame[\"Label\"]\n",
    "Training_Word_Count = pd.DataFrame(Training_Label_List)\n",
    "Training_Word_Count.columns = [\"Label\"]\n",
    "\n",
    "Testing_Label_List = Testing_Data_Frame[\"Label\"]\n",
    "Testing_Word_Count = pd.DataFrame(Testing_Label_List)\n",
    "Testing_Word_Count.columns = [\"Label\"]\n",
    "\n",
    "word_count = len(unique_words)\n",
    "\n",
    "\n",
    "print(\"Training File in Processing\")\n",
    "\n",
    "Counter=0\n",
    "for unique_word in unique_words:\n",
    "    \n",
    "    if Counter%2000==0:\n",
    "        print(str(int(Counter*100/word_count))+\"% Complete\")\n",
    "        \n",
    "    Current_Word_Count_List=[]\n",
    "    for document in Training_Data_Frame[\"Words\"]:\n",
    "        Current_Word_Count_List.append(document.count(unique_word))\n",
    "    Training_Word_Count[unique_word] = Current_Word_Count_List\n",
    "    Counter+=1\n",
    "\n",
    "print(\"Training File in Process Completed\")\n",
    "print(\"\")   \n",
    "print(\"\")   \n",
    "print(\"Testing File in Processing\")\n",
    "\n",
    "Counter=0\n",
    "for unique_word in unique_words:\n",
    "    \n",
    "    if Counter%2000==0:\n",
    "        print(str(int(Counter*100/word_count))+\"% Complete\")\n",
    "        \n",
    "    Current_Word_Count_List=[]\n",
    "    for document in Testing_Data_Frame[\"Words\"]:\n",
    "        Current_Word_Count_List.append(document.count(unique_word))\n",
    "    Testing_Word_Count[unique_word] = Current_Word_Count_List\n",
    "    Counter+=1\n",
    "    \n",
    "print(\"Testing File in Process Completed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>9</th>\n",
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       "    </tr>\n",
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       "      <th>10</th>\n",
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       "      <th>11</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>12</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>13</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>14</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
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       "      <td>0</td>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>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>18</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>19</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>20</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>2</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>21</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>23</th>\n",
       "      <td>Business</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>9</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>24</th>\n",
       "      <td>Business</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>8</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>25</th>\n",
       "      <td>Business</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>1</td>\n",
       "      <td>2</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>26</th>\n",
       "      <td>Business</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>2</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>27</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</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>28</th>\n",
       "      <td>Business</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>29</th>\n",
       "      <td>Business</td>\n",
       "      <td>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>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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2130</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2131</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2132</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</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>2133</th>\n",
       "      <td>Technical</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</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>2134</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2135</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2136</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</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>2137</th>\n",
       "      <td>Technical</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>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>2138</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2139</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>2140</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</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",
       "      <td>1</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>2141</th>\n",
       "      <td>Technical</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",
       "      <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>2142</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>2143</th>\n",
       "      <td>Technical</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>1</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>2144</th>\n",
       "      <td>Technical</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>2145</th>\n",
       "      <td>Technical</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>2146</th>\n",
       "      <td>Technical</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2147</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>2148</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</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>2149</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2150</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2151</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2152</th>\n",
       "      <td>Technical</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>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>2153</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</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>2154</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2155</th>\n",
       "      <td>Technical</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>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>2157</th>\n",
       "      <td>Technical</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>2</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>2158</th>\n",
       "      <td>Technical</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>2159</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 26222 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Label  ad  sale  boost  time  warner  profitquarterly  profit  u  \\\n",
       "0      Business   1     5      1     3       4                1       9  3   \n",
       "1      Business   0     0      1     2       0                0       0  8   \n",
       "2      Business   0     4      0     0       0                0       0  2   \n",
       "3      Business   0     1      0     0       0                0       3  0   \n",
       "4      Business   0     0      0     1       0                0       0  1   \n",
       "5      Business   0     0      0     0       0                0       0  0   \n",
       "6      Business   0     0      1     0       0                0       0  3   \n",
       "7      Business   0     0      0     0       0                0       0  1   \n",
       "8      Business   0     0      0     0       0                0       0  0   \n",
       "9      Business   0     0      0     0       0                0       1  2   \n",
       "10     Business   1     1      0     0       0                0       3  0   \n",
       "11     Business   0     0      0     1       0                0       0  1   \n",
       "12     Business   0     5      2     0       0                0       2  1   \n",
       "13     Business   0     1      0     2       0                0       0  0   \n",
       "14     Business   0     0      0     0       0                0       0  0   \n",
       "15     Business   0     1      0     0       0                0       0  0   \n",
       "16     Business   0     0      0     0       0                0       1  0   \n",
       "17     Business   0     0      0     0       0                0       0  1   \n",
       "18     Business   0     0      0     0       0                0       0  0   \n",
       "19     Business   0     0      0     2       0                0       0  0   \n",
       "20     Business   0     0      0     0       0                0       2  0   \n",
       "21     Business   0     0      0     0       0                0       0  0   \n",
       "22     Business   0     0      0     0       0                0       0  0   \n",
       "23     Business   0     0      0     1       0                0       0  9   \n",
       "24     Business   0     1      0     0       0                0       0  8   \n",
       "25     Business   0     1      0     0       0                0       1  2   \n",
       "26     Business   0     1      0     0       0                0       0  2   \n",
       "27     Business   0     0      0     0       0                0       0  3   \n",
       "28     Business   0     0      0     0       0                0       0  0   \n",
       "29     Business   0     0      0     0       0                0       1  1   \n",
       "...         ...  ..   ...    ...   ...     ...              ...     ... ..   \n",
       "2130  Technical   0     0      0     0       0                0       0  0   \n",
       "2131  Technical   0     0      0     0       0                0       0  1   \n",
       "2132  Technical   0     2      0     1       0                0       0  7   \n",
       "2133  Technical   1     0      0     1       2                0       0  0   \n",
       "2134  Technical   0     0      0     0       0                0       0  0   \n",
       "2135  Technical   0     0      0     0       0                0       0  0   \n",
       "2136  Technical   0     0      1     2       0                0       0  0   \n",
       "2137  Technical   0     1      0     0       0                0       0  1   \n",
       "2138  Technical   0     0      0     0       0                0       0  0   \n",
       "2139  Technical   0     0      0     0       0                0       0  2   \n",
       "2140  Technical   0     1      0     1       0                0       0  1   \n",
       "2141  Technical   0     1      0     0       0                0       0  0   \n",
       "2142  Technical   0     0      0     2       0                0       0  0   \n",
       "2143  Technical   0     1      0     0       0                0       0  1   \n",
       "2144  Technical   0     0      0     1       0                0       0  0   \n",
       "2145  Technical   0     0      0     1       0                0       0  0   \n",
       "2146  Technical   2     0      0     0       0                0       0  0   \n",
       "2147  Technical   0     0      0     0       0                0       0  0   \n",
       "2148  Technical   0     0      0     7       0                0       0  1   \n",
       "2149  Technical   0     0      0     0       0                0       0  0   \n",
       "2150  Technical   0     0      0     0       0                0       0  0   \n",
       "2151  Technical   0     0      0     0       0                0       0  1   \n",
       "2152  Technical   0     0      0     1       0                0       0  0   \n",
       "2153  Technical   0     1      0     3       0                0       0  1   \n",
       "2154  Technical   0     0      0     0       0                0       0  0   \n",
       "2155  Technical   0     0      0     1       0                0       0  0   \n",
       "2156  Technical   0     0      0     2       0                0       0  0   \n",
       "2157  Technical   0     0      0     1       0                0       2  1   \n",
       "2158  Technical   0     0      0     1       0                0       0  0   \n",
       "2159  Technical   0     0      0     0       0                0       0  0   \n",
       "\n",
       "      medium ...   wltm  pescatore  chatting  hardthe  richter  optinrealbig  \\\n",
       "0          1 ...      0          0         0        0        0             0   \n",
       "1          0 ...      0          0         0        0        0             0   \n",
       "2          0 ...      0          0         0        0        0             0   \n",
       "3          0 ...      0          0         0        0        0             0   \n",
       "4          0 ...      0          0         0        0        0             0   \n",
       "5          0 ...      0          0         0        0        0             0   \n",
       "6          0 ...      0          0         0        0        0             0   \n",
       "7          0 ...      0          0         0        0        0             0   \n",
       "8          0 ...      0          0         0        0        0             0   \n",
       "9          0 ...      0          0         0        0        0             0   \n",
       "10         0 ...      0          0         0        0        0             0   \n",
       "11         0 ...      0          0         0        0        0             0   \n",
       "12         0 ...      0          0         0        0        0             0   \n",
       "13         1 ...      0          0         0        0        0             0   \n",
       "14         0 ...      0          0         0        0        0             0   \n",
       "15         1 ...      0          0         0        0        0             0   \n",
       "16         0 ...      0          0         0        0        0             0   \n",
       "17         0 ...      0          0         0        0        0             0   \n",
       "18         0 ...      0          0         0        0        0             0   \n",
       "19         0 ...      0          0         0        0        0             0   \n",
       "20         2 ...      0          0         0        0        0             0   \n",
       "21         0 ...      0          0         0        0        0             0   \n",
       "22         0 ...      0          0         0        0        0             0   \n",
       "23         0 ...      0          0         0        0        0             0   \n",
       "24         0 ...      0          0         0        0        0             0   \n",
       "25         0 ...      0          0         0        0        0             0   \n",
       "26         0 ...      0          0         0        0        0             0   \n",
       "27         0 ...      0          0         0        0        0             0   \n",
       "28         0 ...      0          0         0        0        0             0   \n",
       "29         0 ...      0          0         0        0        0             0   \n",
       "...      ... ...    ...        ...       ...      ...      ...           ...   \n",
       "2130       0 ...      0          0         0        0        0             0   \n",
       "2131       0 ...      0          0         0        0        0             0   \n",
       "2132       1 ...      0          0         0        0        0             0   \n",
       "2133       3 ...      0          0         0        0        0             0   \n",
       "2134       0 ...      0          0         0        0        0             0   \n",
       "2135       0 ...      0          0         0        0        0             0   \n",
       "2136       0 ...      0          0         0        0        0             0   \n",
       "2137       0 ...      0          0         0        0        0             0   \n",
       "2138       0 ...      0          0         0        0        0             0   \n",
       "2139       0 ...      0          0         0        0        0             0   \n",
       "2140       1 ...      0          0         0        0        0             0   \n",
       "2141       0 ...      0          0         0        0        0             0   \n",
       "2142       1 ...      0          0         0        0        0             0   \n",
       "2143       1 ...      0          0         0        0        0             0   \n",
       "2144       0 ...      0          0         0        0        0             0   \n",
       "2145       0 ...      0          0         0        0        0             0   \n",
       "2146       0 ...      0          0         0        0        0             0   \n",
       "2147       2 ...      0          0         0        0        0             0   \n",
       "2148       0 ...      0          0         0        0        0             0   \n",
       "2149       0 ...      0          0         0        0        0             0   \n",
       "2150       0 ...      0          0         0        0        0             0   \n",
       "2151       0 ...      0          0         0        0        0             0   \n",
       "2152       1 ...      0          0         0        0        0             0   \n",
       "2153      14 ...      0          0         0        0        0             0   \n",
       "2154       0 ...      0          0         0        0        0             0   \n",
       "2155       2 ...      1          1         1        0        0             0   \n",
       "2156       0 ...      0          0         0        0        0             0   \n",
       "2157       0 ...      0          0         0        0        0             0   \n",
       "2158       0 ...      0          0         0        0        0             0   \n",
       "2159       0 ...      0          0         0        1        4             7   \n",
       "\n",
       "      seoul  boramae  maneuver  sic  \n",
       "0         0        0         0    0  \n",
       "1         0        0         0    0  \n",
       "2         0        0         0    0  \n",
       "3         0        0         0    0  \n",
       "4         0        0         0    0  \n",
       "5         0        0         0    0  \n",
       "6         0        0         0    0  \n",
       "7         0        0         0    0  \n",
       "8         0        0         0    0  \n",
       "9         0        0         0    0  \n",
       "10        0        0         0    0  \n",
       "11        0        0         0    0  \n",
       "12        0        0         0    0  \n",
       "13        0        0         0    0  \n",
       "14        0        0         0    0  \n",
       "15        0        0         0    0  \n",
       "16        0        0         0    0  \n",
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       "...     ...      ...       ...  ...  \n",
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       "2159      1        1         1    1  \n",
       "\n",
       "[2160 rows x 26222 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Training_Word_Count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>21</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</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>22</th>\n",
       "      <td>Entertainment</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>23</th>\n",
       "      <td>Entertainment</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>4</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>24</th>\n",
       "      <td>Entertainment</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>2</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>25</th>\n",
       "      <td>Entertainment</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>26</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>27</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>28</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>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>29</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Politics</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>36</th>\n",
       "      <td>Politics</td>\n",
       "      <td>1</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>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>37</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>38</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>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>39</th>\n",
       "      <td>Politics</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>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>40</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>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>41</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>42</th>\n",
       "      <td>Politics</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>43</th>\n",
       "      <td>Sport</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>44</th>\n",
       "      <td>Sport</td>\n",
       "      <td>0</td>\n",
       "      <td>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>45</th>\n",
       "      <td>Sport</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",
       "      <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>46</th>\n",
       "      <td>Sport</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>47</th>\n",
       "      <td>Sport</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>48</th>\n",
       "      <td>Sport</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>49</th>\n",
       "      <td>Sport</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>50</th>\n",
       "      <td>Sport</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>51</th>\n",
       "      <td>Sport</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>52</th>\n",
       "      <td>Sport</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>53</th>\n",
       "      <td>Sport</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>54</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>55</th>\n",
       "      <td>Technical</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>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>56</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>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>57</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>58</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>59</th>\n",
       "      <td>Technical</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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>60</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>61</th>\n",
       "      <td>Technical</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>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>62</th>\n",
       "      <td>Technical</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>4</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>63</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</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>64</th>\n",
       "      <td>Technical</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</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>65 rows × 26222 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Label  ad  sale  boost  time  warner  profitquarterly  profit  u  \\\n",
       "0        Business   0     0      0     0       0                0       0  1   \n",
       "1        Business   0     0      0     0       0                0       0  0   \n",
       "2        Business   0     3      0     0       0                0       5  0   \n",
       "3        Business   0     1      0     1       0                0       0  0   \n",
       "4        Business   0     0      0     0       0                0       0  8   \n",
       "5        Business   0     0      0     0       0                0       0  0   \n",
       "6        Business   0     1      0     0       0                0       0  0   \n",
       "7        Business   0     0      1     0       0                0       0  1   \n",
       "8        Business   0     0      0     1       0                0       0  1   \n",
       "9        Business   0     1      0     0       0                0       0  3   \n",
       "10  Entertainment   0     0      0     0       0                0       0  0   \n",
       "11  Entertainment   0     0      0     2       0                0       0  0   \n",
       "12  Entertainment   0     0      0     2       0                0       0  0   \n",
       "13  Entertainment   0     0      0     0       0                0       0  0   \n",
       "14  Entertainment   0     0      0     1       0                0       0  1   \n",
       "15  Entertainment   0     1      0     0       0                0       0  1   \n",
       "16  Entertainment   0     0      0     1       0                0       0  0   \n",
       "17  Entertainment   0     0      0     2       0                0       0  0   \n",
       "18  Entertainment   0     0      0     0       0                0       0  2   \n",
       "19  Entertainment   0     0      0     0       0                0       0  1   \n",
       "20  Entertainment   0     0      0     1       0                0       0  0   \n",
       "21  Entertainment   0     0      0     0       0                0       0  5   \n",
       "22  Entertainment   0     0      0     0       0                0       0  2   \n",
       "23  Entertainment   0     0      0     1       0                0       0  4   \n",
       "24  Entertainment   0     1      0     0       0                0       2  0   \n",
       "25  Entertainment   0     0      0     1       0                0       0  0   \n",
       "26       Politics   0     0      0     0       0                0       0  0   \n",
       "27       Politics   0     0      0     0       0                0       0  0   \n",
       "28       Politics   0     0      0     0       0                0       0  1   \n",
       "29       Politics   0     0      0     0       0                0       0  0   \n",
       "..            ...  ..   ...    ...   ...     ...              ...     ... ..   \n",
       "35       Politics   0     0      0     1       0                0       0  0   \n",
       "36       Politics   1     0      0     1       0                0       0  0   \n",
       "37       Politics   0     0      0     0       0                0       0  0   \n",
       "38       Politics   0     0      0     0       0                0       0  1   \n",
       "39       Politics   0     0      0     1       0                0       0  0   \n",
       "40       Politics   0     0      0     0       0                0       0  1   \n",
       "41       Politics   0     0      0     0       0                0       0  0   \n",
       "42       Politics   0     0      0     0       0                0       0  0   \n",
       "43          Sport   0     0      0     0       0                0       0  0   \n",
       "44          Sport   0     0      0     0       0                0       0  1   \n",
       "45          Sport   0     0      1     0       0                0       0  0   \n",
       "46          Sport   0     0      0     0       0                0       0  0   \n",
       "47          Sport   0     0      0     0       0                0       0  0   \n",
       "48          Sport   0     0      0     0       0                0       0  0   \n",
       "49          Sport   0     0      0     1       0                0       0  0   \n",
       "50          Sport   0     0      0     1       0                0       0  0   \n",
       "51          Sport   0     0      0     1       0                0       0  0   \n",
       "52          Sport   0     0      0     0       0                0       0  0   \n",
       "53          Sport   0     0      0     1       0                0       0  0   \n",
       "54      Technical   0     2      0     1       0                0       0  3   \n",
       "55      Technical   0     0      0     1       0                0       0  0   \n",
       "56      Technical   0     0      0     0       0                0       0  1   \n",
       "57      Technical   0     0      0     3       0                0       0  1   \n",
       "58      Technical   0     2      0     0       0                0       0  0   \n",
       "59      Technical   0     0      0     1       0                0       0  0   \n",
       "60      Technical   0     0      0     0       0                0       0  0   \n",
       "61      Technical   0     0      0     1       0                0       0  0   \n",
       "62      Technical   0     0      0     1       0                0       0  4   \n",
       "63      Technical   0     0      0     0       0                0       0  7   \n",
       "64      Technical   0     1      0    23       0                0       0  3   \n",
       "\n",
       "    medium ...   wltm  pescatore  chatting  hardthe  richter  optinrealbig  \\\n",
       "0        1 ...      0          0         0        0        0             0   \n",
       "1        0 ...      0          0         0        0        0             0   \n",
       "2        0 ...      0          0         0        0        0             0   \n",
       "3        1 ...      0          0         0        0        0             0   \n",
       "4        0 ...      0          0         0        0        0             0   \n",
       "5        1 ...      0          0         0        0        0             0   \n",
       "6        0 ...      0          0         0        0        0             0   \n",
       "7        0 ...      0          0         0        0        0             0   \n",
       "8        0 ...      0          0         0        0        0             0   \n",
       "9        0 ...      0          0         0        0        0             0   \n",
       "10       0 ...      0          0         0        0        0             0   \n",
       "11       0 ...      0          0         0        0        0             0   \n",
       "12       0 ...      0          0         0        0        0             0   \n",
       "13       0 ...      0          0         0        0        0             0   \n",
       "14       2 ...      0          0         0        0        0             0   \n",
       "15       0 ...      0          0         0        0        0             0   \n",
       "16       0 ...      0          0         0        0        0             0   \n",
       "17       0 ...      0          0         0        0        0             0   \n",
       "18       0 ...      0          0         0        0        0             0   \n",
       "19       0 ...      0          0         0        0        0             0   \n",
       "20       0 ...      0          0         0        0        0             0   \n",
       "21       0 ...      0          0         0        0        0             0   \n",
       "22       0 ...      0          0         0        0        0             0   \n",
       "23       0 ...      0          0         0        0        0             0   \n",
       "24       0 ...      0          0         0        0        0             0   \n",
       "25       0 ...      0          0         0        0        0             0   \n",
       "26       0 ...      0          0         0        0        0             0   \n",
       "27       1 ...      0          0         0        0        0             0   \n",
       "28       0 ...      0          0         0        0        0             0   \n",
       "29       0 ...      0          0         0        0        0             0   \n",
       "..     ... ...    ...        ...       ...      ...      ...           ...   \n",
       "35       0 ...      0          0         0        0        0             0   \n",
       "36       1 ...      0          0         0        0        0             0   \n",
       "37       0 ...      0          0         0        0        0             0   \n",
       "38       0 ...      0          0         0        0        0             0   \n",
       "39       1 ...      0          0         0        0        0             0   \n",
       "40       0 ...      0          0         0        0        0             0   \n",
       "41       0 ...      0          0         0        0        0             0   \n",
       "42       0 ...      0          0         0        0        0             0   \n",
       "43       0 ...      0          0         0        0        0             0   \n",
       "44       0 ...      0          0         0        0        0             0   \n",
       "45       0 ...      0          0         0        0        0             0   \n",
       "46       0 ...      0          0         0        0        0             0   \n",
       "47       0 ...      0          0         0        0        0             0   \n",
       "48       0 ...      0          0         0        0        0             0   \n",
       "49       0 ...      0          0         0        0        0             0   \n",
       "50       0 ...      0          0         0        0        0             0   \n",
       "51       0 ...      0          0         0        0        0             0   \n",
       "52       0 ...      0          0         0        0        0             0   \n",
       "53       0 ...      0          0         0        0        0             0   \n",
       "54       3 ...      0          0         0        0        0             0   \n",
       "55       1 ...      0          0         0        0        0             0   \n",
       "56       0 ...      0          0         0        0        0             0   \n",
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       "63       0 ...      0          0         0        0        0             0   \n",
       "64       0 ...      0          0         0        0        0             0   \n",
       "\n",
       "    seoul  boramae  maneuver  sic  \n",
       "0       0        0         0    0  \n",
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       "27      0        0         0    0  \n",
       "28      0        0         0    0  \n",
       "29      0        0         0    0  \n",
       "..    ...      ...       ...  ...  \n",
       "35      0        0         0    0  \n",
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       "64      0        0         0    0  \n",
       "\n",
       "[65 rows x 26222 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Testing_Word_Count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving The pre-processed file to .csv format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "Testing_Word_Count = Testing_Word_Count.set_index(\"Label\")\n",
    "\n",
    "Testing_Word_Count.to_csv(\"Data/Testing Word Count.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "Training_Word_Count = Training_Word_Count.set_index(\"Label\")\n",
    "\n",
    "Training_Word_Count.to_csv(\"Data/Training Word Count.csv\")\n"
   ]
  }
 ],
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