sentimentExists.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tools.parsers import generalinquirer as generalInquirerParser\n",
    "from tools.parsers import negation as negationParser \n",
    "from tools.sentimentanalysis import preparation\n",
    "from nltk import word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "prepData = preparation.Preparation()\n",
    "parserInquirer = generalInquirerParser.GeneralInquirer()\n",
    "parserNegation = negationParser.Negation()\n",
    "sentimentDictionaries = parserInquirer.readFileCsv(parserInquirer.combinedFileLoc)\n",
    "sentences = parserInquirer.readFileCsv(prepData.defaultFileNameSentimentSentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "sentences['textUpper'] = sentences['text'].map( lambda cell: cell.upper())\n",
    "sentences['wordCount'] = sentences['text'].map( lambda cell: len(word_tokenize(cell)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "sentimentDictionaries['entryUpper'] = sentimentDictionaries['entry'].map(lambda cell: cell.upper())\n",
    "sentimentDictionaries = sentimentDictionaries.fillna(\"0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "positivePolarity = sentimentDictionaries[sentimentDictionaries['priorpolarity'] == 'positive'].reset_index()\n",
    "negativePolarity = sentimentDictionaries[sentimentDictionaries['priorpolarity'] == 'negative'].reset_index()\n",
    "weakPositive = sentimentDictionaries[(sentimentDictionaries['priorpolarity'] == 'positive')  & (sentimentDictionaries['type'] == 'weaksubj')].reset_index()\n",
    "strongPositive = sentimentDictionaries[(sentimentDictionaries['priorpolarity'] == 'positive')  & (sentimentDictionaries['type'] == 'strongsubj')].reset_index()\n",
    "weakNegative = sentimentDictionaries[(sentimentDictionaries['priorpolarity'] == 'negative')  & (sentimentDictionaries['type'] == 'weaksubj')].reset_index()\n",
    "strongNegative = sentimentDictionaries[(sentimentDictionaries['priorpolarity'] == 'negative')  & (sentimentDictionaries['type'] == 'strongsubj')].reset_index()\n",
    "negations = parserNegation.readFileCsv(parserNegation.defaultFileNameProcessed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>phrase</th>\n",
       "      <th>phraseUpper</th>\n",
       "      <th>found</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>not</td>\n",
       "      <td>NOT</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>rather</td>\n",
       "      <td>RATHER</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>hardly</td>\n",
       "      <td>HARDLY</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>couldn't</td>\n",
       "      <td>COULDN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wasn't</td>\n",
       "      <td>WASN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>didn't</td>\n",
       "      <td>DIDN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>wouldn't</td>\n",
       "      <td>WOULDN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>shouldn't</td>\n",
       "      <td>SHOULDN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>weren't</td>\n",
       "      <td>WEREN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>don't</td>\n",
       "      <td>DON'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>doesn't</td>\n",
       "      <td>DOESN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>haven't</td>\n",
       "      <td>HAVEN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>hasn't</td>\n",
       "      <td>HASN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>won't</td>\n",
       "      <td>WON'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>wont</td>\n",
       "      <td>WONT</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>hadn't</td>\n",
       "      <td>HADN'T</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       phrase phraseUpper  found\n",
       "0         not         NOT      1\n",
       "1      rather      RATHER      1\n",
       "2      hardly      HARDLY      0\n",
       "3    couldn't    COULDN'T      0\n",
       "4      wasn't      WASN'T      0\n",
       "5      didn't      DIDN'T      0\n",
       "6    wouldn't    WOULDN'T      0\n",
       "7   shouldn't   SHOULDN'T      0\n",
       "8     weren't     WEREN'T      0\n",
       "9       don't       DON'T      0\n",
       "10    doesn't     DOESN'T      0\n",
       "11    haven't     HAVEN'T      0\n",
       "12     hasn't      HASN'T      0\n",
       "13      won't       WON'T      0\n",
       "14       wont        WONT      0\n",
       "15     hadn't      HADN'T      0"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "negations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def cleanUpWord(w):\n",
    "    if w[-1:] in \"!?;,.\":\n",
    "        return w[:-1]\n",
    "    else:\n",
    "        return w\n",
    "    \n",
    "for index, sentence in sentences.iterrows():\n",
    "    words = [ word for word in [cleanUpWord(w) for w in word_tokenize(sentence['textUpper'])] if len(word) > 0]\n",
    "    negations['found'] = negations.apply(lambda row: 1 if row['phraseUpper'] in words else 0, axis = 1)\n",
    "    sentences.loc[index, 'negations'] = negations['found'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <th>textUpper</th>\n",
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       "      <td>-0.350000</td>\n",
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       "      <td>1</td>\n",
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       "      <td>\"THE POSSIBILITY OF A DEMOCRATIC, STABLE AND P...</td>\n",
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       "      <td>1</td>\n",
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       "      <td>00.48.42-17806</td>\n",
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       "      <td>12</td>\n",
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       "      <td>1</td>\n",
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       "      <td>THE DONORS' CONFERENCE, CO-SPONSORED BY THE EU...</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
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       "      <td>Johannes Linn, World Bank vice-president for E...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>JOHANNES LINN, WORLD BANK VICE-PRESIDENT FOR E...</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
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       "      <td>20010630</td>\n",
       "      <td>16</td>\n",
       "      <td>2799</td>\n",
       "      <td>2982</td>\n",
       "      <td>183</td>\n",
       "      <td>4</td>\n",
       "      <td>Labus said Milosevic's extradition \"is of cour...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>LABUS SAID MILOSEVIC'S EXTRADITION \"IS OF COUR...</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>45</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>17</td>\n",
       "      <td>2989</td>\n",
       "      <td>3137</td>\n",
       "      <td>148</td>\n",
       "      <td>4</td>\n",
       "      <td>\"The fact that Milosevic is on the way to be b...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.238500</td>\n",
       "      <td>\"THE FACT THAT MILOSEVIC IS ON THE WAY TO BE B...</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>46</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>18</td>\n",
       "      <td>3728</td>\n",
       "      <td>3924</td>\n",
       "      <td>196</td>\n",
       "      <td>3</td>\n",
       "      <td>\"A Yugoslavia that has a firm and decisive pro...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.135000</td>\n",
       "      <td>\"A YUGOSLAVIA THAT HAS A FIRM AND DECISIVE PRO...</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>47</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>19</td>\n",
       "      <td>4316</td>\n",
       "      <td>4538</td>\n",
       "      <td>222</td>\n",
       "      <td>3</td>\n",
       "      <td>In Berlin, Bodo Hombach, coordinator of the Ba...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>IN BERLIN, BODO HOMBACH, COORDINATOR OF THE BA...</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>48</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>20</td>\n",
       "      <td>740</td>\n",
       "      <td>1016</td>\n",
       "      <td>276</td>\n",
       "      <td>1</td>\n",
       "      <td>By midday, the conference had garnered pledges...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>BY MIDDAY, THE CONFERENCE HAD GARNERED PLEDGES...</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>49</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>21</td>\n",
       "      <td>2186</td>\n",
       "      <td>2414</td>\n",
       "      <td>228</td>\n",
       "      <td>2</td>\n",
       "      <td>Linn said that as a result of recent changes i...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>LINN SAID THAT AS A RESULT OF RECENT CHANGES I...</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>50</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>22</td>\n",
       "      <td>2421</td>\n",
       "      <td>2506</td>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "      <td>Aside from the financial assistance, said Labu...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>ASIDE FROM THE FINANCIAL ASSISTANCE, SAID LABU...</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>23</td>\n",
       "      <td>2699</td>\n",
       "      <td>2792</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>\"We decided to take the fast track to Europe a...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>\"WE DECIDED TO TAKE THE FAST TRACK TO EUROPE A...</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>52</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>24</td>\n",
       "      <td>3144</td>\n",
       "      <td>3278</td>\n",
       "      <td>134</td>\n",
       "      <td>2</td>\n",
       "      <td>Labus recalled that his country was recovering...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>LABUS RECALLED THAT HIS COUNTRY WAS RECOVERING...</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>53</td>\n",
       "      <td>00.48.42-17806</td>\n",
       "      <td>20010630</td>\n",
       "      <td>25</td>\n",
       "      <td>3474</td>\n",
       "      <td>3721</td>\n",
       "      <td>247</td>\n",
       "      <td>3</td>\n",
       "      <td>Infrastructure, including power, water, rail a...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>INFRASTRUCTURE, INCLUDING POWER, WATER, RAIL A...</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>56</td>\n",
       "      <td>01.24.22-5235</td>\n",
       "      <td>20010705</td>\n",
       "      <td>2</td>\n",
       "      <td>258</td>\n",
       "      <td>400</td>\n",
       "      <td>142</td>\n",
       "      <td>3</td>\n",
       "      <td>The owner though that the animal was suffering...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>THE OWNER THOUGH THAT THE ANIMAL WAS SUFFERING...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>61</td>\n",
       "      <td>01.24.22-5235</td>\n",
       "      <td>20010705</td>\n",
       "      <td>7</td>\n",
       "      <td>546</td>\n",
       "      <td>621</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>The owner put down the animal, although the ve...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.062500</td>\n",
       "      <td>THE OWNER PUT DOWN THE ANIMAL, ALTHOUGH THE VE...</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>68</td>\n",
       "      <td>02.01.27-21386</td>\n",
       "      <td>20010706</td>\n",
       "      <td>3</td>\n",
       "      <td>659</td>\n",
       "      <td>727</td>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>\"Our agency seriously needs equipment for dete...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>\"OUR AGENCY SERIOUSLY NEEDS EQUIPMENT FOR DETE...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>70</td>\n",
       "      <td>02.01.27-21386</td>\n",
       "      <td>20010706</td>\n",
       "      <td>5</td>\n",
       "      <td>339</td>\n",
       "      <td>515</td>\n",
       "      <td>176</td>\n",
       "      <td>6</td>\n",
       "      <td>\"Since our technical equipment is far from per...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>\"SINCE OUR TECHNICAL EQUIPMENT IS FAR FROM PER...</td>\n",
       "      <td>34</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9755</th>\n",
       "      <td>15689</td>\n",
       "      <td>wsj_0950</td>\n",
       "      <td>xbank</td>\n",
       "      <td>10</td>\n",
       "      <td>305</td>\n",
       "      <td>347</td>\n",
       "      <td>42</td>\n",
       "      <td>2</td>\n",
       "      <td>By contrast, Electronic Data Systems Corp.</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>BY CONTRAST, ELECTRONIC DATA SYSTEMS CORP.</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9756</th>\n",
       "      <td>15690</td>\n",
       "      <td>wsj_0950</td>\n",
       "      <td>xbank</td>\n",
       "      <td>11</td>\n",
       "      <td>1101</td>\n",
       "      <td>1365</td>\n",
       "      <td>264</td>\n",
       "      <td>2</td>\n",
       "      <td>Profit at the unit fell to $110.6 million, or ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>PROFIT AT THE UNIT FELL TO $110.6 MILLION, OR ...</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9757</th>\n",
       "      <td>15693</td>\n",
       "      <td>wsj_0950</td>\n",
       "      <td>xbank</td>\n",
       "      <td>14</td>\n",
       "      <td>2862</td>\n",
       "      <td>2973</td>\n",
       "      <td>111</td>\n",
       "      <td>2</td>\n",
       "      <td>The company has said it wants to boost non-GM ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THE COMPANY HAS SAID IT WANTS TO BOOST NON-GM ...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9758</th>\n",
       "      <td>15699</td>\n",
       "      <td>wsj_0950</td>\n",
       "      <td>xbank</td>\n",
       "      <td>20</td>\n",
       "      <td>841</td>\n",
       "      <td>1070</td>\n",
       "      <td>229</td>\n",
       "      <td>2</td>\n",
       "      <td>The earnings drop at GM Hughes Electronics is ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THE EARNINGS DROP AT GM HUGHES ELECTRONICS IS ...</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9759</th>\n",
       "      <td>15709</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>0</td>\n",
       "      <td>1139</td>\n",
       "      <td>1265</td>\n",
       "      <td>126</td>\n",
       "      <td>2</td>\n",
       "      <td>A bright spot is the company's power-generatio...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>A BRIGHT SPOT IS THE COMPANY'S POWER-GENERATIO...</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9760</th>\n",
       "      <td>15713</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>4</td>\n",
       "      <td>1904</td>\n",
       "      <td>2077</td>\n",
       "      <td>173</td>\n",
       "      <td>5</td>\n",
       "      <td>He said the independent power segment could gr...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>HE SAID THE INDEPENDENT POWER SEGMENT COULD GR...</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9761</th>\n",
       "      <td>15715</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>6</td>\n",
       "      <td>941</td>\n",
       "      <td>1067</td>\n",
       "      <td>126</td>\n",
       "      <td>3</td>\n",
       "      <td>Even if the gross national product is either f...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>EVEN IF THE GROSS NATIONAL PRODUCT IS EITHER F...</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9762</th>\n",
       "      <td>15718</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>9</td>\n",
       "      <td>1739</td>\n",
       "      <td>1901</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>The company's ability to respond to energy nee...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THE COMPANY'S ABILITY TO RESPOND TO ENERGY NEE...</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9763</th>\n",
       "      <td>15719</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>10</td>\n",
       "      <td>627</td>\n",
       "      <td>853</td>\n",
       "      <td>226</td>\n",
       "      <td>3</td>\n",
       "      <td>In the past 20 months alone, Paul E. Lego, pre...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>IN THE PAST 20 MONTHS ALONE, PAUL E. LEGO, PRE...</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9764</th>\n",
       "      <td>15720</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>11</td>\n",
       "      <td>1625</td>\n",
       "      <td>1738</td>\n",
       "      <td>113</td>\n",
       "      <td>2</td>\n",
       "      <td>Westinghouse also is well positioned to sell s...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>WESTINGHOUSE ALSO IS WELL POSITIONED TO SELL S...</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9765</th>\n",
       "      <td>15722</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>13</td>\n",
       "      <td>1510</td>\n",
       "      <td>1622</td>\n",
       "      <td>112</td>\n",
       "      <td>2</td>\n",
       "      <td>Mr. Lego said the company foresees the need fo...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>MR. LEGO SAID THE COMPANY FORESEES THE NEED FO...</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9766</th>\n",
       "      <td>15726</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>17</td>\n",
       "      <td>38</td>\n",
       "      <td>225</td>\n",
       "      <td>187</td>\n",
       "      <td>2</td>\n",
       "      <td>capitalizing on a major restructuring program,...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>CAPITALIZING ON A MAJOR RESTRUCTURING PROGRAM,...</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9767</th>\n",
       "      <td>15727</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>18</td>\n",
       "      <td>2081</td>\n",
       "      <td>2195</td>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>Westinghouse also expects its international sa...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>WESTINGHOUSE ALSO EXPECTS ITS INTERNATIONAL SA...</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9768</th>\n",
       "      <td>15729</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>20</td>\n",
       "      <td>491</td>\n",
       "      <td>624</td>\n",
       "      <td>133</td>\n",
       "      <td>1</td>\n",
       "      <td>Since 1983, Westinghouse has shed 70 businesse...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>SINCE 1983, WESTINGHOUSE HAS SHED 70 BUSINESSE...</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9769</th>\n",
       "      <td>15731</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>22</td>\n",
       "      <td>228</td>\n",
       "      <td>396</td>\n",
       "      <td>168</td>\n",
       "      <td>2</td>\n",
       "      <td>John C. Marous, chairman and chief executive o...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>JOHN C. MAROUS, CHAIRMAN AND CHIEF EXECUTIVE O...</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9770</th>\n",
       "      <td>15732</td>\n",
       "      <td>wsj_0973</td>\n",
       "      <td>xbank</td>\n",
       "      <td>23</td>\n",
       "      <td>856</td>\n",
       "      <td>940</td>\n",
       "      <td>84</td>\n",
       "      <td>2</td>\n",
       "      <td>Westinghouse expects to meet its corporate goa...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>WESTINGHOUSE EXPECTS TO MEET ITS CORPORATE GOA...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9771</th>\n",
       "      <td>15735</td>\n",
       "      <td>wsj_0991</td>\n",
       "      <td>xbank</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>186</td>\n",
       "      <td>147</td>\n",
       "      <td>2</td>\n",
       "      <td>rebounding from its earlier loss, expects to r...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>REBOUNDING FROM ITS EARLIER LOSS, EXPECTS TO R...</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9772</th>\n",
       "      <td>15746</td>\n",
       "      <td>wsj_1033</td>\n",
       "      <td>xbank</td>\n",
       "      <td>5</td>\n",
       "      <td>517</td>\n",
       "      <td>584</td>\n",
       "      <td>67</td>\n",
       "      <td>2</td>\n",
       "      <td>The unit said it can provide no assurance a tr...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THE UNIT SAID IT CAN PROVIDE NO ASSURANCE A TR...</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9773</th>\n",
       "      <td>15748</td>\n",
       "      <td>wsj_1033</td>\n",
       "      <td>xbank</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>163</td>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>Esselte AB, the Stockholm office supplies comp...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>ESSELTE AB, THE STOCKHOLM OFFICE SUPPLIES COMP...</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9774</th>\n",
       "      <td>15750</td>\n",
       "      <td>wsj_1033</td>\n",
       "      <td>xbank</td>\n",
       "      <td>9</td>\n",
       "      <td>381</td>\n",
       "      <td>512</td>\n",
       "      <td>131</td>\n",
       "      <td>2</td>\n",
       "      <td>A committee of outside directors for the Garde...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>A COMMITTEE OF OUTSIDE DIRECTORS FOR THE GARDE...</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9775</th>\n",
       "      <td>15756</td>\n",
       "      <td>wsj_1035</td>\n",
       "      <td>xbank</td>\n",
       "      <td>5</td>\n",
       "      <td>537</td>\n",
       "      <td>707</td>\n",
       "      <td>170</td>\n",
       "      <td>2</td>\n",
       "      <td>Analysts had expected Consolidated to post a s...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>ANALYSTS HAD EXPECTED CONSOLIDATED TO POST A S...</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9776</th>\n",
       "      <td>15758</td>\n",
       "      <td>wsj_1035</td>\n",
       "      <td>xbank</td>\n",
       "      <td>7</td>\n",
       "      <td>709</td>\n",
       "      <td>809</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "      <td>They have to continue to tighten their belts,\"...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THEY HAVE TO CONTINUE TO TIGHTEN THEIR BELTS,\"...</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9777</th>\n",
       "      <td>15760</td>\n",
       "      <td>wsj_1038</td>\n",
       "      <td>xbank</td>\n",
       "      <td>0</td>\n",
       "      <td>662</td>\n",
       "      <td>812</td>\n",
       "      <td>150</td>\n",
       "      <td>2</td>\n",
       "      <td>The plan may include selling branches, consoli...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THE PLAN MAY INCLUDE SELLING BRANCHES, CONSOLI...</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9778</th>\n",
       "      <td>15764</td>\n",
       "      <td>wsj_1038</td>\n",
       "      <td>xbank</td>\n",
       "      <td>4</td>\n",
       "      <td>242</td>\n",
       "      <td>382</td>\n",
       "      <td>140</td>\n",
       "      <td>3</td>\n",
       "      <td>thrift said the restructuring should help it m...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THRIFT SAID THE RESTRUCTURING SHOULD HELP IT M...</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9779</th>\n",
       "      <td>15765</td>\n",
       "      <td>wsj_1038</td>\n",
       "      <td>xbank</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>219</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>Benjamin Franklin Federal Savings &amp; Loan Assoc...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>BENJAMIN FRANKLIN FEDERAL SAVINGS &amp; LOAN ASSOC...</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9780</th>\n",
       "      <td>15766</td>\n",
       "      <td>wsj_1038</td>\n",
       "      <td>xbank</td>\n",
       "      <td>6</td>\n",
       "      <td>972</td>\n",
       "      <td>1112</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>Details of the restructuring won't be made fin...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>DETAILS OF THE RESTRUCTURING WON'T BE MADE FIN...</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9781</th>\n",
       "      <td>15771</td>\n",
       "      <td>wsj_1039</td>\n",
       "      <td>xbank</td>\n",
       "      <td>1</td>\n",
       "      <td>526</td>\n",
       "      <td>698</td>\n",
       "      <td>172</td>\n",
       "      <td>2</td>\n",
       "      <td>company to earn 35 cents a share for the quart...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>COMPANY TO EARN 35 CENTS A SHARE FOR THE QUART...</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9782</th>\n",
       "      <td>15775</td>\n",
       "      <td>wsj_1039</td>\n",
       "      <td>xbank</td>\n",
       "      <td>5</td>\n",
       "      <td>383</td>\n",
       "      <td>434</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "      <td>Amdahl's results were somewhat worse than expe...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>AMDAHL'S RESULTS WERE SOMEWHAT WORSE THAN EXPE...</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9783</th>\n",
       "      <td>15778</td>\n",
       "      <td>wsj_1039</td>\n",
       "      <td>xbank</td>\n",
       "      <td>8</td>\n",
       "      <td>435</td>\n",
       "      <td>524</td>\n",
       "      <td>89</td>\n",
       "      <td>2</td>\n",
       "      <td>Jay Stevens, an analyst with Dean Witter Reyno...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>JAY STEVENS, AN ANALYST WITH DEAN WITTER REYNO...</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9784</th>\n",
       "      <td>15779</td>\n",
       "      <td>wsj_1040</td>\n",
       "      <td>xbank</td>\n",
       "      <td>0</td>\n",
       "      <td>367</td>\n",
       "      <td>451</td>\n",
       "      <td>84</td>\n",
       "      <td>3</td>\n",
       "      <td>The move rewards shareholders and should impro...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THE MOVE REWARDS SHAREHOLDERS AND SHOULD IMPRO...</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9785 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index         docName   dirName  idx  startByte  endByte  sentLen  \\\n",
       "0         0  13.40.05-15087  20010620    0        109      226      117   \n",
       "1         7  13.40.05-15087  20010620    7        793      884       91   \n",
       "2        11  13.40.05-15087  20010620   11        656      749       93   \n",
       "3        13  13.40.05-15087  20010620   13        588      655       67   \n",
       "4        15  23.46.20-17835  20010627    0       1782     1960      178   \n",
       "5        26  23.46.20-17835  20010627   11       1466     1597      131   \n",
       "6        29  00.48.42-17806  20010630    1       1376     1578      202   \n",
       "7        31  00.48.42-17806  20010630    3       2648     2698       50   \n",
       "8        32  00.48.42-17806  20010630    4        254      468      214   \n",
       "9        34  00.48.42-17806  20010630    6       4017     4133      116   \n",
       "10       36  00.48.42-17806  20010630    8       3285     3467      182   \n",
       "11       37  00.48.42-17806  20010630    9       2507     2641      134   \n",
       "12       38  00.48.42-17806  20010630   10       3931     4016       85   \n",
       "13       39  00.48.42-17806  20010630   11       4140     4309      169   \n",
       "14       40  00.48.42-17806  20010630   12        475      733      258   \n",
       "15       43  00.48.42-17806  20010630   15       1903     2179      276   \n",
       "16       44  00.48.42-17806  20010630   16       2799     2982      183   \n",
       "17       45  00.48.42-17806  20010630   17       2989     3137      148   \n",
       "18       46  00.48.42-17806  20010630   18       3728     3924      196   \n",
       "19       47  00.48.42-17806  20010630   19       4316     4538      222   \n",
       "20       48  00.48.42-17806  20010630   20        740     1016      276   \n",
       "21       49  00.48.42-17806  20010630   21       2186     2414      228   \n",
       "22       50  00.48.42-17806  20010630   22       2421     2506       85   \n",
       "23       51  00.48.42-17806  20010630   23       2699     2792       93   \n",
       "24       52  00.48.42-17806  20010630   24       3144     3278      134   \n",
       "25       53  00.48.42-17806  20010630   25       3474     3721      247   \n",
       "26       56   01.24.22-5235  20010705    2        258      400      142   \n",
       "27       61   01.24.22-5235  20010705    7        546      621       75   \n",
       "28       68  02.01.27-21386  20010706    3        659      727       68   \n",
       "29       70  02.01.27-21386  20010706    5        339      515      176   \n",
       "...     ...             ...       ...  ...        ...      ...      ...   \n",
       "9755  15689        wsj_0950     xbank   10        305      347       42   \n",
       "9756  15690        wsj_0950     xbank   11       1101     1365      264   \n",
       "9757  15693        wsj_0950     xbank   14       2862     2973      111   \n",
       "9758  15699        wsj_0950     xbank   20        841     1070      229   \n",
       "9759  15709        wsj_0973     xbank    0       1139     1265      126   \n",
       "9760  15713        wsj_0973     xbank    4       1904     2077      173   \n",
       "9761  15715        wsj_0973     xbank    6        941     1067      126   \n",
       "9762  15718        wsj_0973     xbank    9       1739     1901      162   \n",
       "9763  15719        wsj_0973     xbank   10        627      853      226   \n",
       "9764  15720        wsj_0973     xbank   11       1625     1738      113   \n",
       "9765  15722        wsj_0973     xbank   13       1510     1622      112   \n",
       "9766  15726        wsj_0973     xbank   17         38      225      187   \n",
       "9767  15727        wsj_0973     xbank   18       2081     2195      114   \n",
       "9768  15729        wsj_0973     xbank   20        491      624      133   \n",
       "9769  15731        wsj_0973     xbank   22        228      396      168   \n",
       "9770  15732        wsj_0973     xbank   23        856      940       84   \n",
       "9771  15735        wsj_0991     xbank    1         39      186      147   \n",
       "9772  15746        wsj_1033     xbank    5        517      584       67   \n",
       "9773  15748        wsj_1033     xbank    7          9      163      154   \n",
       "9774  15750        wsj_1033     xbank    9        381      512      131   \n",
       "9775  15756        wsj_1035     xbank    5        537      707      170   \n",
       "9776  15758        wsj_1035     xbank    7        709      809      100   \n",
       "9777  15760        wsj_1038     xbank    0        662      812      150   \n",
       "9778  15764        wsj_1038     xbank    4        242      382      140   \n",
       "9779  15765        wsj_1038     xbank    5          9      219      210   \n",
       "9780  15766        wsj_1038     xbank    6        972     1112      140   \n",
       "9781  15771        wsj_1039     xbank    1        526      698      172   \n",
       "9782  15775        wsj_1039     xbank    5        383      434       51   \n",
       "9783  15778        wsj_1039     xbank    8        435      524       89   \n",
       "9784  15779        wsj_1040     xbank    0        367      451       84   \n",
       "\n",
       "      annotsCount                                               text  \\\n",
       "0               2  The Kimberley Provincial Hospital said it woul...   \n",
       "1               2  The woman was admitted to the hospital on Satu...   \n",
       "2               3  He said it was his opinion that the patient --...   \n",
       "3               3  Saeed said indications were that those tests w...   \n",
       "4               3  It is believed that sand from northern areas, ...   \n",
       "5               2  Private organizations are also being encourage...   \n",
       "6               1  Labus said the United States, which had until ...   \n",
       "7               2  \"We decided to make some bold decisions,\" he s...   \n",
       "8               4  \"Nobody is happy when a former president is ta...   \n",
       "9               4  \"But the costs of failing to support Yugoslavi...   \n",
       "10              5  \"We are in the middle of a very complicated pr...   \n",
       "11              3  We are now fully back into the international c...   \n",
       "12              2  \"There is no quick fix\" to the Yugoslav proble...   \n",
       "13              3  \"The possibility of a democratic, stable and p...   \n",
       "14              2  The donors' conference, co-sponsored by the Eu...   \n",
       "15              1  Johannes Linn, World Bank vice-president for E...   \n",
       "16              4  Labus said Milosevic's extradition \"is of cour...   \n",
       "17              4  \"The fact that Milosevic is on the way to be b...   \n",
       "18              3  \"A Yugoslavia that has a firm and decisive pro...   \n",
       "19              3  In Berlin, Bodo Hombach, coordinator of the Ba...   \n",
       "20              1  By midday, the conference had garnered pledges...   \n",
       "21              2  Linn said that as a result of recent changes i...   \n",
       "22              2  Aside from the financial assistance, said Labu...   \n",
       "23              1  \"We decided to take the fast track to Europe a...   \n",
       "24              2  Labus recalled that his country was recovering...   \n",
       "25              3  Infrastructure, including power, water, rail a...   \n",
       "26              3  The owner though that the animal was suffering...   \n",
       "27              2  The owner put down the animal, although the ve...   \n",
       "28              5  \"Our agency seriously needs equipment for dete...   \n",
       "29              6  \"Since our technical equipment is far from per...   \n",
       "...           ...                                                ...   \n",
       "9755            2         By contrast, Electronic Data Systems Corp.   \n",
       "9756            2  Profit at the unit fell to $110.6 million, or ...   \n",
       "9757            2  The company has said it wants to boost non-GM ...   \n",
       "9758            2  The earnings drop at GM Hughes Electronics is ...   \n",
       "9759            2  A bright spot is the company's power-generatio...   \n",
       "9760            5  He said the independent power segment could gr...   \n",
       "9761            3  Even if the gross national product is either f...   \n",
       "9762            1  The company's ability to respond to energy nee...   \n",
       "9763            3  In the past 20 months alone, Paul E. Lego, pre...   \n",
       "9764            2  Westinghouse also is well positioned to sell s...   \n",
       "9765            2  Mr. Lego said the company foresees the need fo...   \n",
       "9766            2  capitalizing on a major restructuring program,...   \n",
       "9767            2  Westinghouse also expects its international sa...   \n",
       "9768            1  Since 1983, Westinghouse has shed 70 businesse...   \n",
       "9769            2  John C. Marous, chairman and chief executive o...   \n",
       "9770            2  Westinghouse expects to meet its corporate goa...   \n",
       "9771            2  rebounding from its earlier loss, expects to r...   \n",
       "9772            2  The unit said it can provide no assurance a tr...   \n",
       "9773            2  Esselte AB, the Stockholm office supplies comp...   \n",
       "9774            2  A committee of outside directors for the Garde...   \n",
       "9775            2  Analysts had expected Consolidated to post a s...   \n",
       "9776            3  They have to continue to tighten their belts,\"...   \n",
       "9777            2  The plan may include selling branches, consoli...   \n",
       "9778            3  thrift said the restructuring should help it m...   \n",
       "9779            1  Benjamin Franklin Federal Savings & Loan Assoc...   \n",
       "9780            1  Details of the restructuring won't be made fin...   \n",
       "9781            2  company to earn 35 cents a share for the quart...   \n",
       "9782            2  Amdahl's results were somewhat worse than expe...   \n",
       "9783            2  Jay Stevens, an analyst with Dean Witter Reyno...   \n",
       "9784            3  The move rewards shareholders and should impro...   \n",
       "\n",
       "      sentiment-measured  sentiment-type  sentiment-intensity  \\\n",
       "0                      1               1             0.000000   \n",
       "1                      1               1             0.000000   \n",
       "2                      1               1             0.052500   \n",
       "3                      1               1             0.000000   \n",
       "4                      1               1             0.000000   \n",
       "5                      1               1             0.000000   \n",
       "6                      1               1             0.000000   \n",
       "7                      1               1             0.081250   \n",
       "8                      1               1             0.000000   \n",
       "9                      1               1            -0.350000   \n",
       "10                     1               1            -0.350000   \n",
       "11                     1               1             0.068333   \n",
       "12                     1               1             0.000000   \n",
       "13                     1               1             0.070833   \n",
       "14                     1               1             0.377500   \n",
       "15                     1               1             0.000000   \n",
       "16                     1               1             0.000000   \n",
       "17                     1               1             0.238500   \n",
       "18                     1               1             0.135000   \n",
       "19                     1               1             0.000000   \n",
       "20                     1               1             0.000000   \n",
       "21                     1               1             0.000000   \n",
       "22                     1               1             0.000000   \n",
       "23                     1               1             0.000000   \n",
       "24                     1               1             0.000000   \n",
       "25                     1               1             0.000000   \n",
       "26                     1               1            -0.500000   \n",
       "27                     1               1            -1.062500   \n",
       "28                     1               1             0.000000   \n",
       "29                     1               1             0.000000   \n",
       "...                  ...             ...                  ...   \n",
       "9755                   1               1             0.000000   \n",
       "9756                   1               0             0.000000   \n",
       "9757                   1               0             0.000000   \n",
       "9758                   1               0             0.000000   \n",
       "9759                   1               0             0.000000   \n",
       "9760                   1               0             0.000000   \n",
       "9761                   1               0             0.000000   \n",
       "9762                   1               0             0.000000   \n",
       "9763                   1               0             0.000000   \n",
       "9764                   1               0             0.000000   \n",
       "9765                   1               0             0.000000   \n",
       "9766                   1               0             0.000000   \n",
       "9767                   1               0             0.000000   \n",
       "9768                   1               0             0.000000   \n",
       "9769                   1               0             0.000000   \n",
       "9770                   1               0             0.000000   \n",
       "9771                   1               0             0.000000   \n",
       "9772                   1               0             0.000000   \n",
       "9773                   1               0             0.000000   \n",
       "9774                   1               0             0.000000   \n",
       "9775                   1               0             0.000000   \n",
       "9776                   1               0             0.000000   \n",
       "9777                   1               0             0.000000   \n",
       "9778                   1               0             0.000000   \n",
       "9779                   1               0             0.000000   \n",
       "9780                   1               0             0.000000   \n",
       "9781                   1               0             0.000000   \n",
       "9782                   1               0             0.000000   \n",
       "9783                   1               0             0.000000   \n",
       "9784                   1               0             0.000000   \n",
       "\n",
       "                                              textUpper  wordCount  negations  \n",
       "0     THE KIMBERLEY PROVINCIAL HOSPITAL SAID IT WOUL...         20          0  \n",
       "1     THE WOMAN WAS ADMITTED TO THE HOSPITAL ON SATU...         16          0  \n",
       "2     HE SAID IT WAS HIS OPINION THAT THE PATIENT --...         20          0  \n",
       "3     SAEED SAID INDICATIONS WERE THAT THOSE TESTS W...         12          0  \n",
       "4     IT IS BELIEVED THAT SAND FROM NORTHERN AREAS, ...         31          0  \n",
       "5     PRIVATE ORGANIZATIONS ARE ALSO BEING ENCOURAGE...         20          0  \n",
       "6     LABUS SAID THE UNITED STATES, WHICH HAD UNTIL ...         34          0  \n",
       "7     \"WE DECIDED TO MAKE SOME BOLD DECISIONS,\" HE S...         13          0  \n",
       "8     \"NOBODY IS HAPPY WHEN A FORMER PRESIDENT IS TA...         42          0  \n",
       "9     \"BUT THE COSTS OF FAILING TO SUPPORT YUGOSLAVI...         23          0  \n",
       "10    \"WE ARE IN THE MIDDLE OF A VERY COMPLICATED PR...         36          0  \n",
       "11    WE ARE NOW FULLY BACK INTO THE INTERNATIONAL C...         24          0  \n",
       "12    \"THERE IS NO QUICK FIX\" TO THE YUGOSLAV PROBLE...         20          0  \n",
       "13    \"THE POSSIBILITY OF A DEMOCRATIC, STABLE AND P...         30          1  \n",
       "14    THE DONORS' CONFERENCE, CO-SPONSORED BY THE EU...         45          0  \n",
       "15    JOHANNES LINN, WORLD BANK VICE-PRESIDENT FOR E...         51          0  \n",
       "16    LABUS SAID MILOSEVIC'S EXTRADITION \"IS OF COUR...         37          0  \n",
       "17    \"THE FACT THAT MILOSEVIC IS ON THE WAY TO BE B...         30          0  \n",
       "18    \"A YUGOSLAVIA THAT HAS A FIRM AND DECISIVE PRO...         38          0  \n",
       "19    IN BERLIN, BODO HOMBACH, COORDINATOR OF THE BA...         41          0  \n",
       "20    BY MIDDAY, THE CONFERENCE HAD GARNERED PLEDGES...         49          0  \n",
       "21    LINN SAID THAT AS A RESULT OF RECENT CHANGES I...         43          0  \n",
       "22    ASIDE FROM THE FINANCIAL ASSISTANCE, SAID LABU...         17          0  \n",
       "23    \"WE DECIDED TO TAKE THE FAST TRACK TO EUROPE A...         18          0  \n",
       "24    LABUS RECALLED THAT HIS COUNTRY WAS RECOVERING...         22          0  \n",
       "25    INFRASTRUCTURE, INCLUDING POWER, WATER, RAIL A...         46          0  \n",
       "26    THE OWNER THOUGH THAT THE ANIMAL WAS SUFFERING...         25          0  \n",
       "27    THE OWNER PUT DOWN THE ANIMAL, ALTHOUGH THE VE...         17          0  \n",
       "28    \"OUR AGENCY SERIOUSLY NEEDS EQUIPMENT FOR DETE...         14          0  \n",
       "29    \"SINCE OUR TECHNICAL EQUIPMENT IS FAR FROM PER...         34          0  \n",
       "...                                                 ...        ...        ...  \n",
       "9755         BY CONTRAST, ELECTRONIC DATA SYSTEMS CORP.          8          0  \n",
       "9756  PROFIT AT THE UNIT FELL TO $110.6 MILLION, OR ...         55          0  \n",
       "9757  THE COMPANY HAS SAID IT WANTS TO BOOST NON-GM ...         25          0  \n",
       "9758  THE EARNINGS DROP AT GM HUGHES ELECTRONICS IS ...         41          0  \n",
       "9759  A BRIGHT SPOT IS THE COMPANY'S POWER-GENERATIO...         24          0  \n",
       "9760  HE SAID THE INDEPENDENT POWER SEGMENT COULD GR...         34          0  \n",
       "9761  EVEN IF THE GROSS NATIONAL PRODUCT IS EITHER F...         32          0  \n",
       "9762  THE COMPANY'S ABILITY TO RESPOND TO ENERGY NEE...         27          0  \n",
       "9763  IN THE PAST 20 MONTHS ALONE, PAUL E. LEGO, PRE...         42          0  \n",
       "9764  WESTINGHOUSE ALSO IS WELL POSITIONED TO SELL S...         18          0  \n",
       "9765  MR. LEGO SAID THE COMPANY FORESEES THE NEED FO...         19          0  \n",
       "9766  CAPITALIZING ON A MAJOR RESTRUCTURING PROGRAM,...         30          0  \n",
       "9767  WESTINGHOUSE ALSO EXPECTS ITS INTERNATIONAL SA...         22          0  \n",
       "9768  SINCE 1983, WESTINGHOUSE HAS SHED 70 BUSINESSE...         24          0  \n",
       "9769  JOHN C. MAROUS, CHAIRMAN AND CHIEF EXECUTIVE O...         30          0  \n",
       "9770  WESTINGHOUSE EXPECTS TO MEET ITS CORPORATE GOA...         14          0  \n",
       "9771  REBOUNDING FROM ITS EARLIER LOSS, EXPECTS TO R...         28          0  \n",
       "9772  THE UNIT SAID IT CAN PROVIDE NO ASSURANCE A TR...         13          0  \n",
       "9773  ESSELTE AB, THE STOCKHOLM OFFICE SUPPLIES COMP...         32          0  \n",
       "9774  A COMMITTEE OF OUTSIDE DIRECTORS FOR THE GARDE...         27          0  \n",
       "9775  ANALYSTS HAD EXPECTED CONSOLIDATED TO POST A S...         32          0  \n",
       "9776  THEY HAVE TO CONTINUE TO TIGHTEN THEIR BELTS,\"...         23          0  \n",
       "9777  THE PLAN MAY INCLUDE SELLING BRANCHES, CONSOLI...         24          0  \n",
       "9778  THRIFT SAID THE RESTRUCTURING SHOULD HELP IT M...         22          0  \n",
       "9779  BENJAMIN FRANKLIN FEDERAL SAVINGS & LOAN ASSOC...         40          0  \n",
       "9780  DETAILS OF THE RESTRUCTURING WON'T BE MADE FIN...         25          0  \n",
       "9781  COMPANY TO EARN 35 CENTS A SHARE FOR THE QUART...         30          0  \n",
       "9782  AMDAHL'S RESULTS WERE SOMEWHAT WORSE THAN EXPE...          9          0  \n",
       "9783  JAY STEVENS, AN ANALYST WITH DEAN WITTER REYNO...         18          0  \n",
       "9784  THE MOVE REWARDS SHAREHOLDERS AND SHOULD IMPRO...         15          0  \n",
       "\n",
       "[9785 rows x 15 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "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>index</th>\n",
       "      <th>docName</th>\n",
       "      <th>dirName</th>\n",
       "      <th>idx</th>\n",
       "      <th>startByte</th>\n",
       "      <th>endByte</th>\n",
       "      <th>sentLen</th>\n",
       "      <th>annotsCount</th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment-measured</th>\n",
       "      <th>sentiment-type</th>\n",
       "      <th>sentiment-intensity</th>\n",
       "      <th>textUpper</th>\n",
       "      <th>wordCount</th>\n",
       "      <th>negations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>311</td>\n",
       "      <td>00.16.28-8800</td>\n",
       "      <td>20010907</td>\n",
       "      <td>26</td>\n",
       "      <td>1162</td>\n",
       "      <td>1359</td>\n",
       "      <td>197</td>\n",
       "      <td>11</td>\n",
       "      <td>But paying heed was not tantamount to endorsem...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>BUT PAYING HEED WAS NOT TANTAMOUNT TO ENDORSEM...</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>1041</td>\n",
       "      <td>20.27.12-885</td>\n",
       "      <td>20011113</td>\n",
       "      <td>0</td>\n",
       "      <td>190</td>\n",
       "      <td>382</td>\n",
       "      <td>192</td>\n",
       "      <td>3</td>\n",
       "      <td>In the latter case, the blame for this fruitle...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.833333</td>\n",
       "      <td>IN THE LATTER CASE, THE BLAME FOR THIS FRUITLE...</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>2077</td>\n",
       "      <td>20.56.01-12278</td>\n",
       "      <td>20011221</td>\n",
       "      <td>18</td>\n",
       "      <td>3619</td>\n",
       "      <td>3841</td>\n",
       "      <td>222</td>\n",
       "      <td>2</td>\n",
       "      <td>Responding to a question, Yasin Hatiboglu asse...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>RESPONDING TO A QUESTION, YASIN HATIBOGLU ASSE...</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>2921</td>\n",
       "      <td>20.45.56-235</td>\n",
       "      <td>20020124</td>\n",
       "      <td>17</td>\n",
       "      <td>795</td>\n",
       "      <td>1003</td>\n",
       "      <td>208</td>\n",
       "      <td>7</td>\n",
       "      <td>In their own ways, these groups have sought di...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>IN THEIR OWN WAYS, THESE GROUPS HAVE SOUGHT DI...</td>\n",
       "      <td>39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2105</th>\n",
       "      <td>3196</td>\n",
       "      <td>20.50.32-16604</td>\n",
       "      <td>20020131</td>\n",
       "      <td>14</td>\n",
       "      <td>2470</td>\n",
       "      <td>2746</td>\n",
       "      <td>276</td>\n",
       "      <td>8</td>\n",
       "      <td>The United States wanted this very much, becau...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>THE UNITED STATES WANTED THIS VERY MUCH, BECAU...</td>\n",
       "      <td>53</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4000</th>\n",
       "      <td>5561</td>\n",
       "      <td>11.38.42-28823</td>\n",
       "      <td>20020320</td>\n",
       "      <td>6</td>\n",
       "      <td>715</td>\n",
       "      <td>1011</td>\n",
       "      <td>296</td>\n",
       "      <td>6</td>\n",
       "      <td>But, he said, \"Investors will come to Indonesi...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>BUT, HE SAID, \"INVESTORS WILL COME TO INDONESI...</td>\n",
       "      <td>60</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4623</th>\n",
       "      <td>6422</td>\n",
       "      <td>21.31.07-25924</td>\n",
       "      <td>20020419</td>\n",
       "      <td>2</td>\n",
       "      <td>2731</td>\n",
       "      <td>2906</td>\n",
       "      <td>175</td>\n",
       "      <td>7</td>\n",
       "      <td>\"There is no international problem, but rather...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.437500</td>\n",
       "      <td>\"THERE IS NO INTERNATIONAL PROBLEM, BUT RATHER...</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5171</th>\n",
       "      <td>7233</td>\n",
       "      <td>06.12.31-26764</td>\n",
       "      <td>non_fbis</td>\n",
       "      <td>5</td>\n",
       "      <td>1393</td>\n",
       "      <td>1626</td>\n",
       "      <td>233</td>\n",
       "      <td>8</td>\n",
       "      <td>All other countries which are seemingly refrai...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>ALL OTHER COUNTRIES WHICH ARE SEEMINGLY REFRAI...</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9456</th>\n",
       "      <td>14709</td>\n",
       "      <td>wsj_2465</td>\n",
       "      <td>ula</td>\n",
       "      <td>35</td>\n",
       "      <td>4470</td>\n",
       "      <td>4534</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "      <td>It might not be a bad idea to do that sooner, ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.293333</td>\n",
       "      <td>IT MIGHT NOT BE A BAD IDEA TO DO THAT SOONER, ...</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      index         docName   dirName  idx  startByte  endByte  sentLen  \\\n",
       "205     311   00.16.28-8800  20010907   26       1162     1359      197   \n",
       "657    1041    20.27.12-885  20011113    0        190      382      192   \n",
       "1292   2077  20.56.01-12278  20011221   18       3619     3841      222   \n",
       "1887   2921    20.45.56-235  20020124   17        795     1003      208   \n",
       "2105   3196  20.50.32-16604  20020131   14       2470     2746      276   \n",
       "4000   5561  11.38.42-28823  20020320    6        715     1011      296   \n",
       "4623   6422  21.31.07-25924  20020419    2       2731     2906      175   \n",
       "5171   7233  06.12.31-26764  non_fbis    5       1393     1626      233   \n",
       "9456  14709        wsj_2465       ula   35       4470     4534       64   \n",
       "\n",
       "      annotsCount                                               text  \\\n",
       "205            11  But paying heed was not tantamount to endorsem...   \n",
       "657             3  In the latter case, the blame for this fruitle...   \n",
       "1292            2  Responding to a question, Yasin Hatiboglu asse...   \n",
       "1887            7  In their own ways, these groups have sought di...   \n",
       "2105            8  The United States wanted this very much, becau...   \n",
       "4000            6  But, he said, \"Investors will come to Indonesi...   \n",
       "4623            7  \"There is no international problem, but rather...   \n",
       "5171            8  All other countries which are seemingly refrai...   \n",
       "9456            3  It might not be a bad idea to do that sooner, ...   \n",
       "\n",
       "      sentiment-measured  sentiment-type  sentiment-intensity  \\\n",
       "205                    1               1             0.000000   \n",
       "657                    1               1            -0.833333   \n",
       "1292                   1               1             0.000000   \n",
       "1887                   1               1            -1.000000   \n",
       "2105                   1               1             0.000000   \n",
       "4000                   1               1             0.000000   \n",
       "4623                   1               1            -0.437500   \n",
       "5171                   1               1             0.000000   \n",
       "9456                   1               1             0.293333   \n",
       "\n",
       "                                              textUpper  wordCount  negations  \n",
       "205   BUT PAYING HEED WAS NOT TANTAMOUNT TO ENDORSEM...         37          2  \n",
       "657   IN THE LATTER CASE, THE BLAME FOR THIS FRUITLE...         33          2  \n",
       "1292  RESPONDING TO A QUESTION, YASIN HATIBOGLU ASSE...         43          2  \n",
       "1887  IN THEIR OWN WAYS, THESE GROUPS HAVE SOUGHT DI...         39          2  \n",
       "2105  THE UNITED STATES WANTED THIS VERY MUCH, BECAU...         53          2  \n",
       "4000  BUT, HE SAID, \"INVESTORS WILL COME TO INDONESI...         60          2  \n",
       "4623  \"THERE IS NO INTERNATIONAL PROBLEM, BUT RATHER...         35          2  \n",
       "5171  ALL OTHER COUNTRIES WHICH ARE SEEMINGLY REFRAI...         44          2  \n",
       "9456  IT MIGHT NOT BE A BAD IDEA TO DO THAT SOONER, ...         16          2  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "negationsMore = sentences[sentences['negations'] > 1]\n",
    "negationsMore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def CalculateColumn(column, df, val = None, typeWord = None, normalize = True):\n",
    "    global sentimentDictionaries\n",
    "    \n",
    "    compareVal = column\n",
    "    if val != None:\n",
    "        compareVal = val\n",
    "        \n",
    "    if typeWord == None:\n",
    "        lookFor = sentimentDictionaries[sentimentDictionaries[column] == compareVal].reset_index()\n",
    "    else:\n",
    "        lookFor = sentimentDictionaries[(sentimentDictionaries[column] == compareVal) & (sentimentDictionaries['type'] == typeWord)].reset_index()\n",
    "    \n",
    "    columnName = column+'Count'\n",
    "    if val != None:\n",
    "        columnName = columnName + val\n",
    "    if typeWord != None:\n",
    "        columnName = columnName + typeWord\n",
    "    for idx, sent in df.iterrows():\n",
    "        lookFor['found'] =  lookFor.apply(lambda row: 1 if row['entryUpper'] in sent['textUpper'] else 0, axis = 1)\n",
    "        found = lookFor['found'].sum()\n",
    "        if normalize:\n",
    "            found = lookFor['found'].sum() / float(sent['wordCount'])\n",
    "        df.loc[idx, columnName] = found"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sentMixed = sentences[sentences['sentiment-type'] == 0]\n",
    "sentPolarized = sentences[sentences['sentiment-type'] == 1]\n",
    "\n",
    "pickedMixed = sentMixed[:30].reset_index()\n",
    "pickedPolarized = sentPolarized[:120].reset_index()\n",
    "\n",
    "combinedDf = pd.concat([pickedMixed, pickedPolarized])\n",
    "combinedDf.drop('level_0', axis=1, inplace=True)\n",
    "combinedDf = combinedDf.reset_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CalculateColumn('priorpolarity', combinedDf, 'negative')\n",
    "CalculateColumn('priorpolarity', combinedDf, 'positive')\n",
    "CalculateColumn('priorpolarity', combinedDf, 'negative', 'strongsubj')\n",
    "CalculateColumn('priorpolarity', combinedDf, 'positive', 'strongsubj')\n",
    "CalculateColumn('priorpolarity', combinedDf, 'negative', 'weaksubj')\n",
    "CalculateColumn('priorpolarity', combinedDf, 'positive', 'weaksubj')\n",
    "\n",
    "CalculateColumn('active', combinedDf, None, 'weaksubj')\n",
    "CalculateColumn('passive', combinedDf, None, 'weaksubj')\n",
    "CalculateColumn('active', combinedDf, None, 'strongsubj')\n",
    "CalculateColumn('passive', combinedDf, None, 'strongsubj')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "CalculateColumn('active', combinedDf)\n",
    "CalculateColumn('passive', combinedDf)\n",
    "CalculateColumn('hostile', combinedDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level_0</th>\n",
       "      <th>index</th>\n",
       "      <th>docName</th>\n",
       "      <th>dirName</th>\n",
       "      <th>idx</th>\n",
       "      <th>startByte</th>\n",
       "      <th>endByte</th>\n",
       "      <th>sentLen</th>\n",
       "      <th>annotsCount</th>\n",
       "      <th>text</th>\n",
       "      <th>...</th>\n",
       "      <th>priorpolarityCountpositive</th>\n",
       "      <th>priorpolarityCountnegativestrongsubj</th>\n",
       "      <th>priorpolarityCountpositivestrongsubj</th>\n",
       "      <th>priorpolarityCountnegativeweaksubj</th>\n",
       "      <th>priorpolarityCountpositiveweaksubj</th>\n",
       "      <th>activeCountweaksubj</th>\n",
       "      <th>passiveCountweaksubj</th>\n",
       "      <th>activeCountstrongsubj</th>\n",
       "      <th>passiveCountstrongsubj</th>\n",
       "      <th>hostileCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>211</td>\n",
       "      <td>01.03.02-16670</td>\n",
       "      <td>20010830</td>\n",
       "      <td>6</td>\n",
       "      <td>1367</td>\n",
       "      <td>1541</td>\n",
       "      <td>174</td>\n",
       "      <td>2</td>\n",
       "      <td>Recently, Lin added, the Republic of China gov...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>237</td>\n",
       "      <td>12.55.04-23296</td>\n",
       "      <td>20010906</td>\n",
       "      <td>17</td>\n",
       "      <td>2546</td>\n",
       "      <td>2594</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>How do you set up an efficient judicial system?\"</td>\n",
       "      <td>...</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>249</td>\n",
       "      <td>12.55.04-23296</td>\n",
       "      <td>20010906</td>\n",
       "      <td>29</td>\n",
       "      <td>2509</td>\n",
       "      <td>2545</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>How do you create political parties?</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>270</td>\n",
       "      <td>12.55.04-23296</td>\n",
       "      <td>20010906</td>\n",
       "      <td>50</td>\n",
       "      <td>2006</td>\n",
       "      <td>2142</td>\n",
       "      <td>136</td>\n",
       "      <td>1</td>\n",
       "      <td>\"All the country's problems are now often attr...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>353</td>\n",
       "      <td>22.04.48-17941</td>\n",
       "      <td>20010914</td>\n",
       "      <td>10</td>\n",
       "      <td>1506</td>\n",
       "      <td>1802</td>\n",
       "      <td>296</td>\n",
       "      <td>1</td>\n",
       "      <td>These people saw the majority of their securit...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.304348</td>\n",
       "      <td>0.021739</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.217391</td>\n",
       "      <td>0.304348</td>\n",
       "      <td>0.065217</td>\n",
       "      <td>0.130435</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021739</td>\n",
       "      <td>0.021739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>359</td>\n",
       "      <td>22.24.21-23558</td>\n",
       "      <td>20010914</td>\n",
       "      <td>1</td>\n",
       "      <td>2502</td>\n",
       "      <td>2560</td>\n",
       "      <td>58</td>\n",
       "      <td>2</td>\n",
       "      <td>For Spain, (it's) the military forces attackin...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.615385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>369</td>\n",
       "      <td>22.24.21-23558</td>\n",
       "      <td>20010914</td>\n",
       "      <td>11</td>\n",
       "      <td>1327</td>\n",
       "      <td>1488</td>\n",
       "      <td>161</td>\n",
       "      <td>2</td>\n",
       "      <td>The study also notes that the United States of...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>465</td>\n",
       "      <td>23.18.15-25073</td>\n",
       "      <td>20010927</td>\n",
       "      <td>18</td>\n",
       "      <td>2738</td>\n",
       "      <td>2796</td>\n",
       "      <td>58</td>\n",
       "      <td>3</td>\n",
       "      <td>At this time however, he taught a lesson to th...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>587</td>\n",
       "      <td>22.27.34-26526</td>\n",
       "      <td>20011008</td>\n",
       "      <td>3</td>\n",
       "      <td>2671</td>\n",
       "      <td>2796</td>\n",
       "      <td>125</td>\n",
       "      <td>5</td>\n",
       "      <td>The whole operation against terrorism can have...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>646</td>\n",
       "      <td>22.34.35-3190</td>\n",
       "      <td>20011016</td>\n",
       "      <td>2</td>\n",
       "      <td>769</td>\n",
       "      <td>871</td>\n",
       "      <td>102</td>\n",
       "      <td>4</td>\n",
       "      <td>He also denied reports that the Taleban had co...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.411765</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.117647</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.117647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>678</td>\n",
       "      <td>18.09.35-13708</td>\n",
       "      <td>20011024</td>\n",
       "      <td>1</td>\n",
       "      <td>2825</td>\n",
       "      <td>2854</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>\"Just avoid that one for now.</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>682</td>\n",
       "      <td>18.09.35-13708</td>\n",
       "      <td>20011024</td>\n",
       "      <td>5</td>\n",
       "      <td>4426</td>\n",
       "      <td>4579</td>\n",
       "      <td>153</td>\n",
       "      <td>4</td>\n",
       "      <td>The sources said the war veterans will operate...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.482759</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.137931</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.103448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>904</td>\n",
       "      <td>21.04.31-28782</td>\n",
       "      <td>20011109</td>\n",
       "      <td>1</td>\n",
       "      <td>461</td>\n",
       "      <td>575</td>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>Russian officers were not dispatched to Afghan...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>905</td>\n",
       "      <td>21.04.31-28782</td>\n",
       "      <td>20011109</td>\n",
       "      <td>2</td>\n",
       "      <td>202</td>\n",
       "      <td>355</td>\n",
       "      <td>153</td>\n",
       "      <td>2</td>\n",
       "      <td>\"Formations of the anti-Taleban coalition do n...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.115385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>955</td>\n",
       "      <td>20.41.07-12494</td>\n",
       "      <td>20011111</td>\n",
       "      <td>36</td>\n",
       "      <td>1260</td>\n",
       "      <td>1346</td>\n",
       "      <td>86</td>\n",
       "      <td>7</td>\n",
       "      <td>And the people who are here are going to voice...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.117647</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.176471</td>\n",
       "      <td>0.117647</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>21.01.04-6923</td>\n",
       "      <td>20011125</td>\n",
       "      <td>15</td>\n",
       "      <td>3781</td>\n",
       "      <td>3808</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>\"This campaign is not over.</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>1460</td>\n",
       "      <td>12.36.18-4189</td>\n",
       "      <td>20011130</td>\n",
       "      <td>17</td>\n",
       "      <td>3911</td>\n",
       "      <td>4005</td>\n",
       "      <td>94</td>\n",
       "      <td>3</td>\n",
       "      <td>In the Bonn conference in July, Japan even mad...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>1520</td>\n",
       "      <td>21.19.03-816</td>\n",
       "      <td>20011201</td>\n",
       "      <td>25</td>\n",
       "      <td>3597</td>\n",
       "      <td>3621</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>And his \"parachute\" too.</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>1601</td>\n",
       "      <td>20.31.54-28680</td>\n",
       "      <td>20011208</td>\n",
       "      <td>6</td>\n",
       "      <td>4609</td>\n",
       "      <td>4786</td>\n",
       "      <td>177</td>\n",
       "      <td>4</td>\n",
       "      <td>After the 11 September attacks on the United S...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.785714</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.357143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>1806</td>\n",
       "      <td>20.35.25-594</td>\n",
       "      <td>20011218</td>\n",
       "      <td>5</td>\n",
       "      <td>2068</td>\n",
       "      <td>2163</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>Recalling the scene, Ali Barr said: \"Myself an...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>2259</td>\n",
       "      <td>20.35.17-19238</td>\n",
       "      <td>20020103</td>\n",
       "      <td>0</td>\n",
       "      <td>1180</td>\n",
       "      <td>1306</td>\n",
       "      <td>126</td>\n",
       "      <td>2</td>\n",
       "      <td>The gangsters demanded NT$2 million from him b...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.160000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>0.160000</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>2433</td>\n",
       "      <td>11.18.53-27931</td>\n",
       "      <td>20020114</td>\n",
       "      <td>5</td>\n",
       "      <td>3018</td>\n",
       "      <td>3206</td>\n",
       "      <td>188</td>\n",
       "      <td>1</td>\n",
       "      <td>Iribani said he explained to the Muslim leader...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.028571</td>\n",
       "      <td>0.457143</td>\n",
       "      <td>0.171429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.085714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>2460</td>\n",
       "      <td>21.15.53-1323</td>\n",
       "      <td>20020114</td>\n",
       "      <td>2</td>\n",
       "      <td>667</td>\n",
       "      <td>870</td>\n",
       "      <td>203</td>\n",
       "      <td>2</td>\n",
       "      <td>After Israel seized the ship, Israeli Prime Mi...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>2562</td>\n",
       "      <td>21.15.18-84</td>\n",
       "      <td>20020118</td>\n",
       "      <td>11</td>\n",
       "      <td>2792</td>\n",
       "      <td>2902</td>\n",
       "      <td>110</td>\n",
       "      <td>1</td>\n",
       "      <td>The Supreme Court of Bosnia's Muslim-Croat fed...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>2646</td>\n",
       "      <td>21.15.19-21938</td>\n",
       "      <td>20020120</td>\n",
       "      <td>6</td>\n",
       "      <td>1574</td>\n",
       "      <td>1675</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>\"They (the prisoners) can hear nothing, smell ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.136364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.136364</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>2690</td>\n",
       "      <td>21.25.32-10485</td>\n",
       "      <td>20020121</td>\n",
       "      <td>4</td>\n",
       "      <td>2553</td>\n",
       "      <td>2628</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>The sooner the inhumane treatment of detainees...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>2696</td>\n",
       "      <td>21.25.32-10485</td>\n",
       "      <td>20020121</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>76</td>\n",
       "      <td>74</td>\n",
       "      <td>2</td>\n",
       "      <td>Spanish daily urges USA to end \"inhumane treat...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>2978</td>\n",
       "      <td>20.36.05-804</td>\n",
       "      <td>20020128</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>220</td>\n",
       "      <td>218</td>\n",
       "      <td>2</td>\n",
       "      <td>AMMAN -- After months of low-profile activitie...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.114286</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.028571</td>\n",
       "      <td>0.114286</td>\n",
       "      <td>0.085714</td>\n",
       "      <td>0.028571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.028571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.057143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>2983</td>\n",
       "      <td>20.36.05-804</td>\n",
       "      <td>20020128</td>\n",
       "      <td>14</td>\n",
       "      <td>1897</td>\n",
       "      <td>2040</td>\n",
       "      <td>143</td>\n",
       "      <td>2</td>\n",
       "      <td>They called for \"ostracising\" those who deal w...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.346154</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.115385</td>\n",
       "      <td>0.192308</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.192308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>3132</td>\n",
       "      <td>20.52.23-14674</td>\n",
       "      <td>20020129</td>\n",
       "      <td>10</td>\n",
       "      <td>2651</td>\n",
       "      <td>2806</td>\n",
       "      <td>155</td>\n",
       "      <td>1</td>\n",
       "      <td>Britain has of late been at the forefront in c...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.296296</td>\n",
       "      <td>0.148148</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</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>120</th>\n",
       "      <td>90</td>\n",
       "      <td>169</td>\n",
       "      <td>00.59.03-19180</td>\n",
       "      <td>20010828</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>138</td>\n",
       "      <td>136</td>\n",
       "      <td>2</td>\n",
       "      <td>Indonesian authorities have been alerted to th...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.238095</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.238095</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>91</td>\n",
       "      <td>172</td>\n",
       "      <td>00.59.03-19180</td>\n",
       "      <td>20010828</td>\n",
       "      <td>4</td>\n",
       "      <td>302</td>\n",
       "      <td>397</td>\n",
       "      <td>95</td>\n",
       "      <td>2</td>\n",
       "      <td>Indonesia has notified merchant shipping in th...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.176471</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>92</td>\n",
       "      <td>174</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>0</td>\n",
       "      <td>2091</td>\n",
       "      <td>2160</td>\n",
       "      <td>69</td>\n",
       "      <td>3</td>\n",
       "      <td>To us, parliamentarians still hold a quasi-off...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>93</td>\n",
       "      <td>176</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>2</td>\n",
       "      <td>1677</td>\n",
       "      <td>1830</td>\n",
       "      <td>153</td>\n",
       "      <td>2</td>\n",
       "      <td>Beijing was so worried about the tactic that C...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>94</td>\n",
       "      <td>177</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>3</td>\n",
       "      <td>1831</td>\n",
       "      <td>1957</td>\n",
       "      <td>126</td>\n",
       "      <td>2</td>\n",
       "      <td>He said the number of Thai politicians visitin...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>95</td>\n",
       "      <td>178</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>4</td>\n",
       "      <td>1964</td>\n",
       "      <td>2090</td>\n",
       "      <td>126</td>\n",
       "      <td>4</td>\n",
       "      <td>\"We disapproved of these visits because no mat...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.260870</td>\n",
       "      <td>0.086957</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.217391</td>\n",
       "      <td>0.086957</td>\n",
       "      <td>0.086957</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>96</td>\n",
       "      <td>179</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>194</td>\n",
       "      <td>192</td>\n",
       "      <td>5</td>\n",
       "      <td>China's minister in charge of Taiwan affairs s...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.305556</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.305556</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>97</td>\n",
       "      <td>180</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>6</td>\n",
       "      <td>2768</td>\n",
       "      <td>2848</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>\"I believe less than 10 per cent of Taiwanese ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.277778</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>98</td>\n",
       "      <td>181</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>7</td>\n",
       "      <td>507</td>\n",
       "      <td>607</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>\"Weapons cannot prevent Taiwan from reuniting ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>99</td>\n",
       "      <td>182</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>8</td>\n",
       "      <td>1505</td>\n",
       "      <td>1670</td>\n",
       "      <td>165</td>\n",
       "      <td>4</td>\n",
       "      <td>Nevertheless, Taiwan heightened its diplomatic...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.214286</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.214286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>100</td>\n",
       "      <td>183</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>9</td>\n",
       "      <td>2855</td>\n",
       "      <td>2999</td>\n",
       "      <td>144</td>\n",
       "      <td>2</td>\n",
       "      <td>However, according to broad statistics, Taiwan...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>101</td>\n",
       "      <td>184</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>10</td>\n",
       "      <td>3000</td>\n",
       "      <td>3082</td>\n",
       "      <td>82</td>\n",
       "      <td>2</td>\n",
       "      <td>Wang believes unification will benefit people ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.785714</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>102</td>\n",
       "      <td>186</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>12</td>\n",
       "      <td>1028</td>\n",
       "      <td>1176</td>\n",
       "      <td>148</td>\n",
       "      <td>3</td>\n",
       "      <td>At that time, then president Lee Teng-hui dema...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.173913</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.130435</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.260870</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.173913</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>103</td>\n",
       "      <td>187</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>13</td>\n",
       "      <td>2167</td>\n",
       "      <td>2305</td>\n",
       "      <td>138</td>\n",
       "      <td>3</td>\n",
       "      <td>Taiwanese officials in Bangkok always claimed ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>104</td>\n",
       "      <td>188</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>14</td>\n",
       "      <td>201</td>\n",
       "      <td>354</td>\n",
       "      <td>153</td>\n",
       "      <td>2</td>\n",
       "      <td>Wang Yi, who made a three-day working visit to...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.724138</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.172414</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.310345</td>\n",
       "      <td>0.344828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>105</td>\n",
       "      <td>189</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>15</td>\n",
       "      <td>614</td>\n",
       "      <td>827</td>\n",
       "      <td>213</td>\n",
       "      <td>1</td>\n",
       "      <td>Wang's visit, which will also take in Malaysia...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.268293</td>\n",
       "      <td>0.097561</td>\n",
       "      <td>0.170732</td>\n",
       "      <td>0.195122</td>\n",
       "      <td>0.097561</td>\n",
       "      <td>0.073171</td>\n",
       "      <td>0.121951</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>106</td>\n",
       "      <td>190</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>16</td>\n",
       "      <td>355</td>\n",
       "      <td>500</td>\n",
       "      <td>145</td>\n",
       "      <td>3</td>\n",
       "      <td>He gave an assurance that the situation would ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.240000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>107</td>\n",
       "      <td>191</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>17</td>\n",
       "      <td>2312</td>\n",
       "      <td>2490</td>\n",
       "      <td>178</td>\n",
       "      <td>4</td>\n",
       "      <td>Wang said Beijing raised no objections to the ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>108</td>\n",
       "      <td>192</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>18</td>\n",
       "      <td>2497</td>\n",
       "      <td>2630</td>\n",
       "      <td>133</td>\n",
       "      <td>3</td>\n",
       "      <td>Despite a still-tense relationship, Wang is op...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.409091</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.227273</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.136364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>109</td>\n",
       "      <td>193</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>19</td>\n",
       "      <td>2631</td>\n",
       "      <td>2761</td>\n",
       "      <td>130</td>\n",
       "      <td>3</td>\n",
       "      <td>He said the decline in President Chen's popula...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.304348</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.217391</td>\n",
       "      <td>0.260870</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.173913</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>110</td>\n",
       "      <td>194</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>20</td>\n",
       "      <td>879</td>\n",
       "      <td>1021</td>\n",
       "      <td>142</td>\n",
       "      <td>4</td>\n",
       "      <td>He said Beijing will maintain its pursuit of p...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>111</td>\n",
       "      <td>195</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>21</td>\n",
       "      <td>1183</td>\n",
       "      <td>1332</td>\n",
       "      <td>149</td>\n",
       "      <td>3</td>\n",
       "      <td>While President Chen Shui-bian has mellowed hi...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.107143</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>112</td>\n",
       "      <td>196</td>\n",
       "      <td>01.48.48-11084</td>\n",
       "      <td>20010829</td>\n",
       "      <td>22</td>\n",
       "      <td>1339</td>\n",
       "      <td>1498</td>\n",
       "      <td>159</td>\n",
       "      <td>3</td>\n",
       "      <td>In his latest speech, Chen said the long-stand...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.296296</td>\n",
       "      <td>0.296296</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>1.074074</td>\n",
       "      <td>0.296296</td>\n",
       "      <td>0.148148</td>\n",
       "      <td>0.148148</td>\n",
       "      <td>0.296296</td>\n",
       "      <td>0.148148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>113</td>\n",
       "      <td>201</td>\n",
       "      <td>23.03.25-11609</td>\n",
       "      <td>20010829</td>\n",
       "      <td>4</td>\n",
       "      <td>1116</td>\n",
       "      <td>1328</td>\n",
       "      <td>212</td>\n",
       "      <td>4</td>\n",
       "      <td>\"We hope that this will serve as an occasion f...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.095238</td>\n",
       "      <td>0.119048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.023810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>114</td>\n",
       "      <td>205</td>\n",
       "      <td>01.03.02-16670</td>\n",
       "      <td>20010830</td>\n",
       "      <td>0</td>\n",
       "      <td>414</td>\n",
       "      <td>563</td>\n",
       "      <td>149</td>\n",
       "      <td>2</td>\n",
       "      <td>It was the first time that a Taiwan labor grou...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>115</td>\n",
       "      <td>206</td>\n",
       "      <td>01.03.02-16670</td>\n",
       "      <td>20010830</td>\n",
       "      <td>1</td>\n",
       "      <td>832</td>\n",
       "      <td>980</td>\n",
       "      <td>148</td>\n",
       "      <td>2</td>\n",
       "      <td>Lin told CNA that the CFL gained high appraisa...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.178571</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.107143</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>116</td>\n",
       "      <td>209</td>\n",
       "      <td>01.03.02-16670</td>\n",
       "      <td>20010830</td>\n",
       "      <td>4</td>\n",
       "      <td>987</td>\n",
       "      <td>1173</td>\n",
       "      <td>186</td>\n",
       "      <td>5</td>\n",
       "      <td>Taiwan is the only country in Asia that allows...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.151515</td>\n",
       "      <td>0.121212</td>\n",
       "      <td>0.030303</td>\n",
       "      <td>0.242424</td>\n",
       "      <td>0.121212</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.030303</td>\n",
       "      <td>0.030303</td>\n",
       "      <td>0.030303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>117</td>\n",
       "      <td>210</td>\n",
       "      <td>01.03.02-16670</td>\n",
       "      <td>20010830</td>\n",
       "      <td>5</td>\n",
       "      <td>1712</td>\n",
       "      <td>1874</td>\n",
       "      <td>162</td>\n",
       "      <td>3</td>\n",
       "      <td>Lin noted that Taiwan is one of the ICFTU foun...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>118</td>\n",
       "      <td>213</td>\n",
       "      <td>01.03.02-16670</td>\n",
       "      <td>20010830</td>\n",
       "      <td>8</td>\n",
       "      <td>713</td>\n",
       "      <td>825</td>\n",
       "      <td>112</td>\n",
       "      <td>2</td>\n",
       "      <td>Beijing opposes Taiwan's participation in any ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>119</td>\n",
       "      <td>214</td>\n",
       "      <td>01.03.02-16670</td>\n",
       "      <td>20010830</td>\n",
       "      <td>9</td>\n",
       "      <td>1542</td>\n",
       "      <td>1705</td>\n",
       "      <td>163</td>\n",
       "      <td>5</td>\n",
       "      <td>However, through the protests of local labor g...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.586207</td>\n",
       "      <td>0.379310</td>\n",
       "      <td>0.172414</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.413793</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.068966</td>\n",
       "      <td>0.241379</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.206897</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     level_0  index         docName   dirName  idx  startByte  endByte  \\\n",
       "0          0    211  01.03.02-16670  20010830    6       1367     1541   \n",
       "1          1    237  12.55.04-23296  20010906   17       2546     2594   \n",
       "2          2    249  12.55.04-23296  20010906   29       2509     2545   \n",
       "3          3    270  12.55.04-23296  20010906   50       2006     2142   \n",
       "4          4    353  22.04.48-17941  20010914   10       1506     1802   \n",
       "5          5    359  22.24.21-23558  20010914    1       2502     2560   \n",
       "6          6    369  22.24.21-23558  20010914   11       1327     1488   \n",
       "7          7    465  23.18.15-25073  20010927   18       2738     2796   \n",
       "8          8    587  22.27.34-26526  20011008    3       2671     2796   \n",
       "9          9    646   22.34.35-3190  20011016    2        769      871   \n",
       "10        10    678  18.09.35-13708  20011024    1       2825     2854   \n",
       "11        11    682  18.09.35-13708  20011024    5       4426     4579   \n",
       "12        12    904  21.04.31-28782  20011109    1        461      575   \n",
       "13        13    905  21.04.31-28782  20011109    2        202      355   \n",
       "14        14    955  20.41.07-12494  20011111   36       1260     1346   \n",
       "15        15   1350   21.01.04-6923  20011125   15       3781     3808   \n",
       "16        16   1460   12.36.18-4189  20011130   17       3911     4005   \n",
       "17        17   1520    21.19.03-816  20011201   25       3597     3621   \n",
       "18        18   1601  20.31.54-28680  20011208    6       4609     4786   \n",
       "19        19   1806    20.35.25-594  20011218    5       2068     2163   \n",
       "20        20   2259  20.35.17-19238  20020103    0       1180     1306   \n",
       "21        21   2433  11.18.53-27931  20020114    5       3018     3206   \n",
       "22        22   2460   21.15.53-1323  20020114    2        667      870   \n",
       "23        23   2562     21.15.18-84  20020118   11       2792     2902   \n",
       "24        24   2646  21.15.19-21938  20020120    6       1574     1675   \n",
       "25        25   2690  21.25.32-10485  20020121    4       2553     2628   \n",
       "26        26   2696  21.25.32-10485  20020121   10          2       76   \n",
       "27        27   2978    20.36.05-804  20020128    9          2      220   \n",
       "28        28   2983    20.36.05-804  20020128   14       1897     2040   \n",
       "29        29   3132  20.52.23-14674  20020129   10       2651     2806   \n",
       "..       ...    ...             ...       ...  ...        ...      ...   \n",
       "120       90    169  00.59.03-19180  20010828    1          2      138   \n",
       "121       91    172  00.59.03-19180  20010828    4        302      397   \n",
       "122       92    174  01.48.48-11084  20010829    0       2091     2160   \n",
       "123       93    176  01.48.48-11084  20010829    2       1677     1830   \n",
       "124       94    177  01.48.48-11084  20010829    3       1831     1957   \n",
       "125       95    178  01.48.48-11084  20010829    4       1964     2090   \n",
       "126       96    179  01.48.48-11084  20010829    5          2      194   \n",
       "127       97    180  01.48.48-11084  20010829    6       2768     2848   \n",
       "128       98    181  01.48.48-11084  20010829    7        507      607   \n",
       "129       99    182  01.48.48-11084  20010829    8       1505     1670   \n",
       "130      100    183  01.48.48-11084  20010829    9       2855     2999   \n",
       "131      101    184  01.48.48-11084  20010829   10       3000     3082   \n",
       "132      102    186  01.48.48-11084  20010829   12       1028     1176   \n",
       "133      103    187  01.48.48-11084  20010829   13       2167     2305   \n",
       "134      104    188  01.48.48-11084  20010829   14        201      354   \n",
       "135      105    189  01.48.48-11084  20010829   15        614      827   \n",
       "136      106    190  01.48.48-11084  20010829   16        355      500   \n",
       "137      107    191  01.48.48-11084  20010829   17       2312     2490   \n",
       "138      108    192  01.48.48-11084  20010829   18       2497     2630   \n",
       "139      109    193  01.48.48-11084  20010829   19       2631     2761   \n",
       "140      110    194  01.48.48-11084  20010829   20        879     1021   \n",
       "141      111    195  01.48.48-11084  20010829   21       1183     1332   \n",
       "142      112    196  01.48.48-11084  20010829   22       1339     1498   \n",
       "143      113    201  23.03.25-11609  20010829    4       1116     1328   \n",
       "144      114    205  01.03.02-16670  20010830    0        414      563   \n",
       "145      115    206  01.03.02-16670  20010830    1        832      980   \n",
       "146      116    209  01.03.02-16670  20010830    4        987     1173   \n",
       "147      117    210  01.03.02-16670  20010830    5       1712     1874   \n",
       "148      118    213  01.03.02-16670  20010830    8        713      825   \n",
       "149      119    214  01.03.02-16670  20010830    9       1542     1705   \n",
       "\n",
       "     sentLen  annotsCount                                               text  \\\n",
       "0        174            2  Recently, Lin added, the Republic of China gov...   \n",
       "1         48            1   How do you set up an efficient judicial system?\"   \n",
       "2         36            1               How do you create political parties?   \n",
       "3        136            1  \"All the country's problems are now often attr...   \n",
       "4        296            1  These people saw the majority of their securit...   \n",
       "5         58            2  For Spain, (it's) the military forces attackin...   \n",
       "6        161            2  The study also notes that the United States of...   \n",
       "7         58            3  At this time however, he taught a lesson to th...   \n",
       "8        125            5  The whole operation against terrorism can have...   \n",
       "9        102            4  He also denied reports that the Taleban had co...   \n",
       "10        29            1                      \"Just avoid that one for now.   \n",
       "11       153            4  The sources said the war veterans will operate...   \n",
       "12       114            2  Russian officers were not dispatched to Afghan...   \n",
       "13       153            2  \"Formations of the anti-Taleban coalition do n...   \n",
       "14        86            7  And the people who are here are going to voice...   \n",
       "15        27            2                        \"This campaign is not over.   \n",
       "16        94            3  In the Bonn conference in July, Japan even mad...   \n",
       "17        24            1                           And his \"parachute\" too.   \n",
       "18       177            4  After the 11 September attacks on the United S...   \n",
       "19        95            1  Recalling the scene, Ali Barr said: \"Myself an...   \n",
       "20       126            2  The gangsters demanded NT$2 million from him b...   \n",
       "21       188            1  Iribani said he explained to the Muslim leader...   \n",
       "22       203            2  After Israel seized the ship, Israeli Prime Mi...   \n",
       "23       110            1  The Supreme Court of Bosnia's Muslim-Croat fed...   \n",
       "24       101            1  \"They (the prisoners) can hear nothing, smell ...   \n",
       "25        75            1  The sooner the inhumane treatment of detainees...   \n",
       "26        74            2  Spanish daily urges USA to end \"inhumane treat...   \n",
       "27       218            2  AMMAN -- After months of low-profile activitie...   \n",
       "28       143            2  They called for \"ostracising\" those who deal w...   \n",
       "29       155            1  Britain has of late been at the forefront in c...   \n",
       "..       ...          ...                                                ...   \n",
       "120      136            2  Indonesian authorities have been alerted to th...   \n",
       "121       95            2  Indonesia has notified merchant shipping in th...   \n",
       "122       69            3  To us, parliamentarians still hold a quasi-off...   \n",
       "123      153            2  Beijing was so worried about the tactic that C...   \n",
       "124      126            2  He said the number of Thai politicians visitin...   \n",
       "125      126            4  \"We disapproved of these visits because no mat...   \n",
       "126      192            5  China's minister in charge of Taiwan affairs s...   \n",
       "127       80            2  \"I believe less than 10 per cent of Taiwanese ...   \n",
       "128      100            2  \"Weapons cannot prevent Taiwan from reuniting ...   \n",
       "129      165            4  Nevertheless, Taiwan heightened its diplomatic...   \n",
       "130      144            2  However, according to broad statistics, Taiwan...   \n",
       "131       82            2  Wang believes unification will benefit people ...   \n",
       "132      148            3  At that time, then president Lee Teng-hui dema...   \n",
       "133      138            3  Taiwanese officials in Bangkok always claimed ...   \n",
       "134      153            2  Wang Yi, who made a three-day working visit to...   \n",
       "135      213            1  Wang's visit, which will also take in Malaysia...   \n",
       "136      145            3  He gave an assurance that the situation would ...   \n",
       "137      178            4  Wang said Beijing raised no objections to the ...   \n",
       "138      133            3  Despite a still-tense relationship, Wang is op...   \n",
       "139      130            3  He said the decline in President Chen's popula...   \n",
       "140      142            4  He said Beijing will maintain its pursuit of p...   \n",
       "141      149            3  While President Chen Shui-bian has mellowed hi...   \n",
       "142      159            3  In his latest speech, Chen said the long-stand...   \n",
       "143      212            4  \"We hope that this will serve as an occasion f...   \n",
       "144      149            2  It was the first time that a Taiwan labor grou...   \n",
       "145      148            2  Lin told CNA that the CFL gained high appraisa...   \n",
       "146      186            5  Taiwan is the only country in Asia that allows...   \n",
       "147      162            3  Lin noted that Taiwan is one of the ICFTU foun...   \n",
       "148      112            2  Beijing opposes Taiwan's participation in any ...   \n",
       "149      163            5  However, through the protests of local labor g...   \n",
       "\n",
       "         ...       priorpolarityCountpositive  \\\n",
       "0        ...                         0.300000   \n",
       "1        ...                         0.090909   \n",
       "2        ...                         0.000000   \n",
       "3        ...                         0.083333   \n",
       "4        ...                         0.304348   \n",
       "5        ...                         0.000000   \n",
       "6        ...                         0.000000   \n",
       "7        ...                         0.000000   \n",
       "8        ...                         0.388889   \n",
       "9        ...                         0.352941   \n",
       "10       ...                         0.750000   \n",
       "11       ...                         0.103448   \n",
       "12       ...                         0.000000   \n",
       "13       ...                         0.000000   \n",
       "14       ...                         0.000000   \n",
       "15       ...                         0.000000   \n",
       "16       ...                         0.388889   \n",
       "17       ...                         0.000000   \n",
       "18       ...                         0.785714   \n",
       "19       ...                         0.333333   \n",
       "20       ...                         0.240000   \n",
       "21       ...                         0.600000   \n",
       "22       ...                         0.111111   \n",
       "23       ...                         0.550000   \n",
       "24       ...                         0.000000   \n",
       "25       ...                         0.375000   \n",
       "26       ...                         0.307692   \n",
       "27       ...                         0.114286   \n",
       "28       ...                         0.346154   \n",
       "29       ...                         0.222222   \n",
       "..       ...                              ...   \n",
       "120      ...                         0.000000   \n",
       "121      ...                         0.000000   \n",
       "122      ...                         0.000000   \n",
       "123      ...                         0.074074   \n",
       "124      ...                         0.125000   \n",
       "125      ...                         0.260870   \n",
       "126      ...                         0.305556   \n",
       "127      ...                         0.111111   \n",
       "128      ...                         0.142857   \n",
       "129      ...                         0.071429   \n",
       "130      ...                         0.250000   \n",
       "131      ...                         0.571429   \n",
       "132      ...                         0.173913   \n",
       "133      ...                         0.047619   \n",
       "134      ...                         0.000000   \n",
       "135      ...                         0.268293   \n",
       "136      ...                         0.080000   \n",
       "137      ...                         0.033333   \n",
       "138      ...                         0.272727   \n",
       "139      ...                         0.304348   \n",
       "140      ...                         1.000000   \n",
       "141      ...                         0.107143   \n",
       "142      ...                         1.296296   \n",
       "143      ...                         0.476190   \n",
       "144      ...                         0.000000   \n",
       "145      ...                         0.750000   \n",
       "146      ...                         0.151515   \n",
       "147      ...                         0.000000   \n",
       "148      ...                         0.000000   \n",
       "149      ...                         0.586207   \n",
       "\n",
       "     priorpolarityCountnegativestrongsubj  \\\n",
       "0                                0.133333   \n",
       "1                                0.000000   \n",
       "2                                0.000000   \n",
       "3                                0.125000   \n",
       "4                                0.021739   \n",
       "5                                0.153846   \n",
       "6                                0.000000   \n",
       "7                                0.076923   \n",
       "8                                0.111111   \n",
       "9                                0.000000   \n",
       "10                               0.000000   \n",
       "11                               0.034483   \n",
       "12                               0.000000   \n",
       "13                               0.076923   \n",
       "14                               0.235294   \n",
       "15                               0.000000   \n",
       "16                               0.166667   \n",
       "17                               0.000000   \n",
       "18                               0.285714   \n",
       "19                               0.000000   \n",
       "20                               0.160000   \n",
       "21                               0.000000   \n",
       "22                               0.000000   \n",
       "23                               0.000000   \n",
       "24                               0.181818   \n",
       "25                               0.062500   \n",
       "26                               0.076923   \n",
       "27                               0.000000   \n",
       "28                               0.153846   \n",
       "29                               0.037037   \n",
       "..                                    ...   \n",
       "120                              0.333333   \n",
       "121                              0.000000   \n",
       "122                              0.000000   \n",
       "123                              0.000000   \n",
       "124                              0.166667   \n",
       "125                              0.086957   \n",
       "126                              0.027778   \n",
       "127                              0.388889   \n",
       "128                              0.047619   \n",
       "129                              0.250000   \n",
       "130                              0.000000   \n",
       "131                              0.500000   \n",
       "132                              0.000000   \n",
       "133                              0.000000   \n",
       "134                              0.724138   \n",
       "135                              0.097561   \n",
       "136                              0.040000   \n",
       "137                              0.200000   \n",
       "138                              0.045455   \n",
       "139                              0.000000   \n",
       "140                              0.166667   \n",
       "141                              0.035714   \n",
       "142                              0.296296   \n",
       "143                              0.000000   \n",
       "144                              0.000000   \n",
       "145                              0.035714   \n",
       "146                              0.121212   \n",
       "147                              0.000000   \n",
       "148                              0.187500   \n",
       "149                              0.379310   \n",
       "\n",
       "     priorpolarityCountpositivestrongsubj priorpolarityCountnegativeweaksubj  \\\n",
       "0                                0.166667                           0.033333   \n",
       "1                                0.000000                           0.000000   \n",
       "2                                0.000000                           0.000000   \n",
       "3                                0.041667                           0.291667   \n",
       "4                                0.000000                           0.217391   \n",
       "5                                0.000000                           1.000000   \n",
       "6                                0.000000                           0.300000   \n",
       "7                                0.000000                           0.153846   \n",
       "8                                0.111111                           0.444444   \n",
       "9                                0.000000                           0.411765   \n",
       "10                               0.250000                           0.250000   \n",
       "11                               0.000000                           0.482759   \n",
       "12                               0.000000                           0.000000   \n",
       "13                               0.000000                           0.230769   \n",
       "14                               0.000000                           0.117647   \n",
       "15                               0.000000                           0.000000   \n",
       "16                               0.111111                           0.222222   \n",
       "17                               0.000000                           0.142857   \n",
       "18                               0.285714                           0.285714   \n",
       "19                               0.111111                           0.277778   \n",
       "20                               0.080000                           0.320000   \n",
       "21                               0.142857                           0.028571   \n",
       "22                               0.027778                           0.055556   \n",
       "23                               0.300000                           0.050000   \n",
       "24                               0.000000                           0.136364   \n",
       "25                               0.125000                           0.000000   \n",
       "26                               0.153846                           0.538462   \n",
       "27                               0.028571                           0.114286   \n",
       "28                               0.230769                           0.153846   \n",
       "29                               0.074074                           0.296296   \n",
       "..                                    ...                                ...   \n",
       "120                              0.000000                           0.571429   \n",
       "121                              0.000000                           0.352941   \n",
       "122                              0.000000                           0.571429   \n",
       "123                              0.037037                           0.074074   \n",
       "124                              0.083333                           0.125000   \n",
       "125                              0.043478                           0.000000   \n",
       "126                              0.000000                           0.388889   \n",
       "127                              0.000000                           0.333333   \n",
       "128                              0.000000                           0.000000   \n",
       "129                              0.000000                           0.214286   \n",
       "130                              0.000000                           0.375000   \n",
       "131                              0.142857                           0.785714   \n",
       "132                              0.130435                           0.000000   \n",
       "133                              0.000000                           0.142857   \n",
       "134                              0.000000                           0.172414   \n",
       "135                              0.170732                           0.195122   \n",
       "136                              0.000000                           0.200000   \n",
       "137                              0.033333                           0.266667   \n",
       "138                              0.090909                           0.409091   \n",
       "139                              0.043478                           0.217391   \n",
       "140                              0.500000                           0.333333   \n",
       "141                              0.035714                           0.071429   \n",
       "142                              0.222222                           0.074074   \n",
       "143                              0.142857                           0.357143   \n",
       "144                              0.000000                           0.000000   \n",
       "145                              0.178571                           0.071429   \n",
       "146                              0.030303                           0.242424   \n",
       "147                              0.000000                           0.000000   \n",
       "148                              0.000000                           0.000000   \n",
       "149                              0.172414                           0.103448   \n",
       "\n",
       "     priorpolarityCountpositiveweaksubj  activeCountweaksubj  \\\n",
       "0                              0.133333             0.133333   \n",
       "1                              0.090909             0.000000   \n",
       "2                              0.000000             0.000000   \n",
       "3                              0.041667             0.166667   \n",
       "4                              0.304348             0.065217   \n",
       "5                              0.000000             0.461538   \n",
       "6                              0.000000             0.000000   \n",
       "7                              0.000000             0.000000   \n",
       "8                              0.277778             0.333333   \n",
       "9                              0.352941             0.117647   \n",
       "10                             0.500000             0.000000   \n",
       "11                             0.103448             0.000000   \n",
       "12                             0.000000             0.000000   \n",
       "13                             0.000000             0.076923   \n",
       "14                             0.000000             0.352941   \n",
       "15                             0.000000             0.000000   \n",
       "16                             0.277778             0.388889   \n",
       "17                             0.000000             0.000000   \n",
       "18                             0.500000             0.285714   \n",
       "19                             0.222222             0.277778   \n",
       "20                             0.160000             0.320000   \n",
       "21                             0.457143             0.171429   \n",
       "22                             0.083333             0.194444   \n",
       "23                             0.250000             0.100000   \n",
       "24                             0.000000             0.000000   \n",
       "25                             0.250000             0.125000   \n",
       "26                             0.153846             0.076923   \n",
       "27                             0.085714             0.028571   \n",
       "28                             0.115385             0.192308   \n",
       "29                             0.148148             0.222222   \n",
       "..                                  ...                  ...   \n",
       "120                            0.000000             0.047619   \n",
       "121                            0.000000             0.000000   \n",
       "122                            0.000000             0.071429   \n",
       "123                            0.037037             0.000000   \n",
       "124                            0.041667             0.000000   \n",
       "125                            0.217391             0.086957   \n",
       "126                            0.305556             0.111111   \n",
       "127                            0.111111             0.000000   \n",
       "128                            0.142857             0.000000   \n",
       "129                            0.071429             0.000000   \n",
       "130                            0.250000             0.000000   \n",
       "131                            0.428571             0.000000   \n",
       "132                            0.043478             0.260870   \n",
       "133                            0.047619             0.000000   \n",
       "134                            0.000000             0.000000   \n",
       "135                            0.097561             0.073171   \n",
       "136                            0.080000             0.120000   \n",
       "137                            0.000000             0.133333   \n",
       "138                            0.181818             0.045455   \n",
       "139                            0.260870             0.000000   \n",
       "140                            0.500000             0.083333   \n",
       "141                            0.071429             0.000000   \n",
       "142                            1.074074             0.296296   \n",
       "143                            0.333333             0.095238   \n",
       "144                            0.000000             0.000000   \n",
       "145                            0.571429             0.107143   \n",
       "146                            0.121212             0.181818   \n",
       "147                            0.000000             0.000000   \n",
       "148                            0.000000             0.000000   \n",
       "149                            0.413793             0.034483   \n",
       "\n",
       "     passiveCountweaksubj  activeCountstrongsubj  passiveCountstrongsubj  \\\n",
       "0                0.033333               0.000000                0.000000   \n",
       "1                0.000000               0.000000                0.000000   \n",
       "2                0.000000               0.000000                0.000000   \n",
       "3                0.041667               0.000000                0.000000   \n",
       "4                0.130435               0.000000                0.021739   \n",
       "5                0.076923               0.000000                0.000000   \n",
       "6                0.133333               0.000000                0.000000   \n",
       "7                0.000000               0.000000                0.000000   \n",
       "8                0.055556               0.055556                0.000000   \n",
       "9                0.058824               0.000000                0.000000   \n",
       "10               0.125000               0.000000                0.000000   \n",
       "11               0.137931               0.034483                0.000000   \n",
       "12               0.000000               0.000000                0.000000   \n",
       "13               0.038462               0.076923                0.000000   \n",
       "14               0.058824               0.176471                0.117647   \n",
       "15               0.000000               0.000000                0.000000   \n",
       "16               0.111111               0.166667                0.277778   \n",
       "17               0.000000               0.000000                0.000000   \n",
       "18               0.071429               0.250000                0.071429   \n",
       "19               0.000000               0.000000                0.000000   \n",
       "20               0.240000               0.120000                0.000000   \n",
       "21               0.000000               0.085714                0.000000   \n",
       "22               0.000000               0.111111                0.000000   \n",
       "23               0.000000               0.050000                0.000000   \n",
       "24               0.045455               0.181818                0.136364   \n",
       "25               0.000000               0.062500                0.000000   \n",
       "26               0.153846               0.076923                0.000000   \n",
       "27               0.000000               0.028571                0.000000   \n",
       "28               0.000000               0.000000                0.000000   \n",
       "29               0.037037               0.000000                0.037037   \n",
       "..                    ...                    ...                     ...   \n",
       "120              0.238095               0.047619                0.238095   \n",
       "121              0.352941               0.000000                0.176471   \n",
       "122              0.285714               0.000000                0.000000   \n",
       "123              0.074074               0.000000                0.000000   \n",
       "124              0.000000               0.000000                0.000000   \n",
       "125              0.086957               0.043478                0.000000   \n",
       "126              0.138889               0.000000                0.000000   \n",
       "127              0.111111               0.055556                0.277778   \n",
       "128              0.000000               0.000000                0.000000   \n",
       "129              0.035714               0.000000                0.071429   \n",
       "130              0.166667               0.000000                0.000000   \n",
       "131              0.357143               0.071429                0.357143   \n",
       "132              0.000000               0.173913                0.000000   \n",
       "133              0.142857               0.000000                0.000000   \n",
       "134              0.103448               0.103448                0.310345   \n",
       "135              0.121951               0.000000                0.024390   \n",
       "136              0.000000               0.000000                0.000000   \n",
       "137              0.066667               0.033333                0.066667   \n",
       "138              0.227273               0.000000                0.000000   \n",
       "139              0.173913               0.000000                0.000000   \n",
       "140              0.333333               0.000000                0.000000   \n",
       "141              0.000000               0.000000                0.000000   \n",
       "142              0.148148               0.148148                0.296296   \n",
       "143              0.119048               0.000000                0.142857   \n",
       "144              0.000000               0.000000                0.000000   \n",
       "145              0.071429               0.035714                0.000000   \n",
       "146              0.090909               0.030303                0.030303   \n",
       "147              0.000000               0.000000                0.000000   \n",
       "148              0.000000               0.125000                0.000000   \n",
       "149              0.068966               0.241379                0.034483   \n",
       "\n",
       "     hostileCount  \n",
       "0        0.000000  \n",
       "1        0.000000  \n",
       "2        0.000000  \n",
       "3        0.083333  \n",
       "4        0.021739  \n",
       "5        0.615385  \n",
       "6        0.000000  \n",
       "7        0.000000  \n",
       "8        0.055556  \n",
       "9        0.117647  \n",
       "10       0.125000  \n",
       "11       0.103448  \n",
       "12       0.000000  \n",
       "13       0.115385  \n",
       "14       0.000000  \n",
       "15       0.000000  \n",
       "16       0.166667  \n",
       "17       0.000000  \n",
       "18       0.357143  \n",
       "19       0.111111  \n",
       "20       0.000000  \n",
       "21       0.000000  \n",
       "22       0.000000  \n",
       "23       0.000000  \n",
       "24       0.090909  \n",
       "25       0.062500  \n",
       "26       0.461538  \n",
       "27       0.057143  \n",
       "28       0.192308  \n",
       "29       0.037037  \n",
       "..            ...  \n",
       "120      0.333333  \n",
       "121      0.000000  \n",
       "122      0.000000  \n",
       "123      0.000000  \n",
       "124      0.000000  \n",
       "125      0.043478  \n",
       "126      0.083333  \n",
       "127      0.388889  \n",
       "128      0.047619  \n",
       "129      0.214286  \n",
       "130      0.000000  \n",
       "131      0.500000  \n",
       "132      0.000000  \n",
       "133      0.000000  \n",
       "134      0.344828  \n",
       "135      0.000000  \n",
       "136      0.240000  \n",
       "137      0.066667  \n",
       "138      0.136364  \n",
       "139      0.000000  \n",
       "140      0.000000  \n",
       "141      0.035714  \n",
       "142      0.148148  \n",
       "143      0.023810  \n",
       "144      0.000000  \n",
       "145      0.035714  \n",
       "146      0.030303  \n",
       "147      0.000000  \n",
       "148      0.062500  \n",
       "149      0.206897  \n",
       "\n",
       "[150 rows x 29 columns]"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combinedDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "interestingColumns = combinedDf[['priorpolarityCountnegative','priorpolarityCountpositive', 'priorpolarityCountnegativestrongsubj', \n",
    "                                 'priorpolarityCountpositivestrongsubj', 'priorpolarityCountnegativeweaksubj', 'priorpolarityCountpositiveweaksubj',\n",
    "                                 'activeCountweaksubj', 'passiveCountweaksubj', 'activeCountstrongsubj', 'passiveCountstrongsubj']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 10)"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interestingColumns.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, n_components=10, whiten=False)"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA(n_components= interestingColumns.shape[1])\n",
    "pca.fit(interestingColumns.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  4.75626800e-01,   3.12368774e-01,   7.31843072e-02,\n",
       "         5.52179272e-02,   4.20256118e-02,   1.82681986e-02,\n",
       "         1.44332878e-02,   8.87509272e-03,   8.36771525e-33,\n",
       "         3.98638271e-33])"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(75, 29)"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combinedDf[(combinedDf['sentiment-type'] == 1) & (combinedDf['hostileCount'] > 0)].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "combinedDf['comparePositiveNegative'] = combinedDf.apply(lambda row: 1 if row['priorpolarityCountpositive'] > row['priorpolarityCountnegative'] else 0, axis = 1)\n",
    "combinedDf['compareActivePasive'] = combinedDf.apply(lambda row: 1 if row['activeCount'] > row['passiveCount'] else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "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>sentiment-type</th>\n",
       "      <th>diffPolarAttributes</th>\n",
       "      <th>comparePositiveNegative</th>\n",
       "      <th>arguingAttribute</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2.333333e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.633333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>9.090909e-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>-2.916667e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.791667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>-4.347826e-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0.782609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.384615e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>2.307692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>-4.333333e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>-2.307692e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.230769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>1.111111e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.176471e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>-6.206897e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.896552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>-3.076923e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.615385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.387779e-17</td>\n",
       "      <td>0</td>\n",
       "      <td>1.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>2.775558e-17</td>\n",
       "      <td>0</td>\n",
       "      <td>1.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>-1.428571e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>2.392857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>2.222222e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>-4.000000e-02</td>\n",
       "      <td>0</td>\n",
       "      <td>1.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>8.285714e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.885714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>3.611111e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.472222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>6.500000e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>-4.090909e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.772727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>4.375000e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>-7.692308e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1.692308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>6.938894e-18</td>\n",
       "      <td>0</td>\n",
       "      <td>0.342857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>3.846154e-02</td>\n",
       "      <td>1</td>\n",
       "      <td>1.038462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.619048e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>1.809524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1</td>\n",
       "      <td>-8.823529e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.882353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1</td>\n",
       "      <td>-7.857143e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.928571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>1</td>\n",
       "      <td>-7.407407e-02</td>\n",
       "      <td>0</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.666667e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>1</td>\n",
       "      <td>1.739130e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.608696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>1</td>\n",
       "      <td>-2.222222e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.333333e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>1</td>\n",
       "      <td>4.761905e-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0.238095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>1</td>\n",
       "      <td>-7.142857e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>1</td>\n",
       "      <td>-2.916667e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.791667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.857143e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>3.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1</td>\n",
       "      <td>6.086957e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.608696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1</td>\n",
       "      <td>-2.380952e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.551724e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>1.758621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>1</td>\n",
       "      <td>-9.756098e-02</td>\n",
       "      <td>0</td>\n",
       "      <td>0.780488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>1</td>\n",
       "      <td>-2.800000e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.680000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1</td>\n",
       "      <td>-4.666667e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>1</td>\n",
       "      <td>-5.000000e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>1.136364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>1</td>\n",
       "      <td>-8.695652e-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0.695652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>1.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1</td>\n",
       "      <td>-3.571429e-02</td>\n",
       "      <td>0</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1</td>\n",
       "      <td>7.777778e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>2.703704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>1</td>\n",
       "      <td>-7.142857e-02</td>\n",
       "      <td>1</td>\n",
       "      <td>1.214286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1</td>\n",
       "      <td>6.785714e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>1.107143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.515152e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.878788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>1</td>\n",
       "      <td>-1.250000e-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>1</td>\n",
       "      <td>6.896552e-02</td>\n",
       "      <td>1</td>\n",
       "      <td>1.655172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sentiment-type  diffPolarAttributes  comparePositiveNegative  \\\n",
       "0                 0         2.333333e-01                        1   \n",
       "1                 0         9.090909e-02                        1   \n",
       "2                 0         0.000000e+00                        0   \n",
       "3                 0        -2.916667e-01                        0   \n",
       "4                 0        -4.347826e-02                        1   \n",
       "5                 0        -1.384615e+00                        0   \n",
       "6                 0        -4.333333e-01                        0   \n",
       "7                 0        -2.307692e-01                        0   \n",
       "8                 0         1.111111e-01                        0   \n",
       "9                 0        -1.176471e-01                        0   \n",
       "10                0         2.500000e-01                        1   \n",
       "11                0        -6.206897e-01                        0   \n",
       "12                0         0.000000e+00                        0   \n",
       "13                0        -3.076923e-01                        0   \n",
       "14                0        -1.387779e-17                        0   \n",
       "15                0         0.000000e+00                        0   \n",
       "16                0         2.775558e-17                        0   \n",
       "17                0        -1.428571e-01                        0   \n",
       "18                0         2.500000e-01                        1   \n",
       "19                0         2.222222e-01                        1   \n",
       "20                0        -4.000000e-02                        0   \n",
       "21                0         8.285714e-01                        1   \n",
       "22                0         3.611111e-01                        1   \n",
       "23                0         6.500000e-01                        1   \n",
       "24                0        -4.090909e-01                        0   \n",
       "25                0         4.375000e-01                        1   \n",
       "26                0        -7.692308e-01                        0   \n",
       "27                0         6.938894e-18                        0   \n",
       "28                0         3.846154e-02                        1   \n",
       "29                0         0.000000e+00                        0   \n",
       "..              ...                  ...                      ...   \n",
       "120               1        -1.619048e+00                        0   \n",
       "121               1        -8.823529e-01                        0   \n",
       "122               1        -7.857143e-01                        0   \n",
       "123               1        -7.407407e-02                        0   \n",
       "124               1        -1.666667e-01                        0   \n",
       "125               1         1.739130e-01                        1   \n",
       "126               1        -2.222222e-01                        0   \n",
       "127               1        -1.333333e+00                        0   \n",
       "128               1         4.761905e-02                        1   \n",
       "129               1        -7.142857e-01                        0   \n",
       "130               1        -2.916667e-01                        0   \n",
       "131               1        -1.857143e+00                        0   \n",
       "132               1         6.086957e-01                        1   \n",
       "133               1        -2.380952e-01                        0   \n",
       "134               1        -1.551724e+00                        0   \n",
       "135               1        -9.756098e-02                        0   \n",
       "136               1        -2.800000e-01                        0   \n",
       "137               1        -4.666667e-01                        0   \n",
       "138               1        -5.000000e-01                        0   \n",
       "139               1        -8.695652e-02                        1   \n",
       "140               1         2.500000e-01                        1   \n",
       "141               1        -3.571429e-02                        0   \n",
       "142               1         7.777778e-01                        1   \n",
       "143               1        -7.142857e-02                        1   \n",
       "144               1         0.000000e+00                        0   \n",
       "145               1         6.785714e-01                        1   \n",
       "146               1        -1.515152e-01                        0   \n",
       "147               1         0.000000e+00                        0   \n",
       "148               1        -1.250000e-01                        0   \n",
       "149               1         6.896552e-02                        1   \n",
       "\n",
       "     arguingAttribute  \n",
       "0            0.633333  \n",
       "1            0.090909  \n",
       "2            0.000000  \n",
       "3            0.791667  \n",
       "4            0.782609  \n",
       "5            2.307692  \n",
       "6            0.433333  \n",
       "7            0.230769  \n",
       "8            1.444444  \n",
       "9            1.058824  \n",
       "10           1.250000  \n",
       "11           0.896552  \n",
       "12           0.000000  \n",
       "13           0.615385  \n",
       "14           1.058824  \n",
       "15           0.000000  \n",
       "16           1.888889  \n",
       "17           0.142857  \n",
       "18           2.392857  \n",
       "19           1.000000  \n",
       "20           1.400000  \n",
       "21           0.885714  \n",
       "22           0.472222  \n",
       "23           0.750000  \n",
       "24           0.772727  \n",
       "25           0.687500  \n",
       "26           1.692308  \n",
       "27           0.342857  \n",
       "28           1.038462  \n",
       "29           0.888889  \n",
       "..                ...  \n",
       "120          1.809524  \n",
       "121          0.882353  \n",
       "122          0.928571  \n",
       "123          0.222222  \n",
       "124          0.416667  \n",
       "125          0.608696  \n",
       "126          1.055556  \n",
       "127          1.666667  \n",
       "128          0.238095  \n",
       "129          0.857143  \n",
       "130          0.791667  \n",
       "131          3.142857  \n",
       "132          0.608696  \n",
       "133          0.333333  \n",
       "134          1.758621  \n",
       "135          0.780488  \n",
       "136          0.680000  \n",
       "137          0.866667  \n",
       "138          1.136364  \n",
       "139          0.695652  \n",
       "140          1.916667  \n",
       "141          0.250000  \n",
       "142          2.703704  \n",
       "143          1.214286  \n",
       "144          0.000000  \n",
       "145          1.107143  \n",
       "146          0.878788  \n",
       "147          0.000000  \n",
       "148          0.375000  \n",
       "149          1.655172  \n",
       "\n",
       "[150 rows x 4 columns]"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sumPolarAttributes(row):\n",
    "    result = row['priorpolarityCountpositive'] + row['activeCountweaksubj'] + row['activeCountstrongsubj']\n",
    "    result = result - row['priorpolarityCountnegative'] - row['passiveCountweaksubj'] - row['passiveCountstrongsubj'] - row['hostileCount']\n",
    "    return result\n",
    "\n",
    "def sumArguing(row):\n",
    "    result = row['priorpolarityCountpositive'] + row['activeCountweaksubj'] + row['activeCountstrongsubj']\n",
    "    result = result + row['priorpolarityCountnegative'] + row['passiveCountweaksubj'] + row['passiveCountstrongsubj'] + row['hostileCount']\n",
    "    return result\n",
    "\n",
    "combinedDf['diffPolarAttributes'] = combinedDf.apply(lambda row: sumPolarAttributes(row), axis = 1)\n",
    "combinedDf['arguingAttribute'] = combinedDf.apply(lambda row: sumArguing(row), axis = 1)\n",
    "combinedDf[['sentiment-type', 'diffPolarAttributes', 'comparePositiveNegative', 'arguingAttribute']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8PmFZgURPTXVqMFZc2q8VjLUce33aOsBYm/4eC8ZWoFjc1676TSOMFcwFxmYh\nYKxO5/eAsfsMMDbjFPNZGBirm7BC68sqmxqM1QYFE4Cx1dbARbJQj6cIY53KmBqMVcFRHWxt+3xP\nwljtcrwCkIYTxRbGasswwdg26WZukG44w1zW8jpKN412WDrvTYSxWjA/ARgr3q9dO54ijPUuYywY\nq5JSVNKNFYzdK9JNzekpgIn4YG8dEFTqYQPCWHkffQPGJurVhiuMtWmHso8DgKhJw1jDWLCx0DDW\nBF0jjA1XxlgwViWlRBjbYo2IXprFqyi2cm7aCNsWxmoiBSOMbdteaYjoc9nRh4roHYBYCBA1aRjr\nGdGHhrG6/jYdjzDWUIbO0Y8EY20jeisYu1e2V7bBWN2Oma4wVtT5rWGsAbS0wljOMDdE9C4wVsca\nBoWxAfchTwbGWuqkvv0dYWy3Mkwwdp7MweDVdRU6Cw1jVRF9JxhrEzhsREQvwljFySs6t4w1MNaw\ns0XOoxOMNehvaQrsW5hh7KIHGFsD0y76ss/JrdiB1NWCwliDNmpjoTmHCbqODWNFULw2MFbTLy7O\ncrIw1jJw2CgYm+fCHeYk6UaUdnTaZ2UqGDufmyUPHxi7HEu66QJjPZbroe/+5wtj58l8kjDWBF3l\n8V0dHwrGZlxsDfS6eG5oGGuQblRjQJefqu871S3CWHerOcjyJBVPvBqAZOGHdYSxlc5fTSYhYGxe\nrhZNMDaXpJuEktU9sdcNxq4m2YnAWFV9OsFYS909BIyVx3d1fCgY6+Ic2/IYDMZq+kU3BnT5qfq+\nU90ijHU3edeNDsY2tka2dKr2gilOldGIFsYqthRW9Vzla9hJkyPDfLZbNyJCQkmRhyGib9PoxZVJ\n6It9VLYqL+D2ysnA2MCco6ZhO8DYITT6ECDVRTLpajb93VlOmwqMtTyfNiKiF2GsSnfWyRVtMFa3\n6ybXOEgtjE30UG2VryTHmGCsWD8TjO1tH72PY03CndxTg7EhOYdOw26DsYNINw67PbR5BGA+Icro\nLKdNBcZank+bEdGXnV5JM33DWN1A18JYUkdg82SONC2lFANgzVGHscBuei8Yi/WHsYtkUTwPs8Oj\n3UaFsZYn5hRhbOgdWFOBsUOsasW8gsBYy/NpM2CsJN2YYGwFNkPD2Gpr1iJZqJfaGhhrJd1wXboB\ndtOPcmXshGDsPJmDQJ3yGxXGOkT0U4SxvqwlwthAMFbhW2zL87Vxd924wFhudlplFfCsHHgNxipA\nmclpmGCNYRjhAAAgAElEQVSsTroxafRAXbrpCmNzrD+M9bnSVgtjOyxznWGsRUQfYayfRRhrLs/X\nRo/orWGsfHLLM6xuiyY3tTEdoAoBYxkZFvKgsIjo9wKM9ZGTtDC2Q/QzOIwVxlnt2aicdZKxXCw4\njO3J0UcYay7P10aDsUW0bYaxufBjtQE4sQNreaCpjekcoQnGzpP5boQtzMrzed1J55xhMVfoeXnW\nSOsCY/MOA2VqMNanTiYY66zRDw1jhTpnvHvLWwK1XuHpa8Fh7JjSzYgwVqXRm2Cs8vO9CGN1u2pq\nzk8DIJUzrNCBjUhY0sa00aEBxs5otpuvcEI3pZsUC4V0k+apn0YP94EyNRjrs8rQwtgu0s3QMFYx\n9lb16FmnjzA2DIy1km7EiF7DkvYkjK10ZyOMJbUua6LgIozNFc67+lGqJ8astP0QMFal0QeAsbV2\nDBHRB4SxlVzhE2FpuUqHZe5gMFZkTNLYA+xYga8Fg7EBZTxtGesGY6VxKPokW99iW56vTRrGriaC\nFhgL1KM0WxhLRA3t3hfGMjJlRB8UxnaEgy4WEsbmnK/kij0FYxVAUHQIfcJNsQ5BYWxf0s06wlgX\nbrgOMJaITiGi/UR0AxG9SpPmZCK6loi+SERX6PKSI3oTjF1p9JadutJBWyQP8fs1bT8AjO0a0bfB\nWLEv1g3G6vrbKY91hLGK8Sv3Rd9XxwaDsZbRaFdbSxhrE3y2+Bbb8nytVQgiogTAuQCeBuBWAFcT\n0aXMvF9Ic38AbwPwdGY+QEQ/pMvPGcYqdC0nGKvIQ/y+OLDSPMWhi0O9YCwjw1IHYxd6GHvvvc2+\nUt6Pfg1hrHgSrBWM7dDfbTBWHnu9SzehYKyCXYW0TYOxchrRt9hOUiHNJqI/CcCNzHwTM+8AuAjA\naVKa5wO4hJkPAAAz36nLrBYJo3ny1qJYqCMJFxi7WjWYgJi87VKjA1f5ivv2GxE99QNj8zWGseJJ\nsFYw1rO/Vbrs2sJYy9VkV1tLGNsyDlUruSnD2KMA3Cy8v6U8JtqjABxBRFcQ0dVE9EJdZqJ0wwpg\notoa6QVj0YxGxB9F1k+1UpEg3QB63Z2RYTEPD2MZ3SLMKcDYBoBcFxjr2d9TgrGzZNb59hMRxrrD\nWDmNU+AwhnTjkM8JAJ4K4D4APkVEn2Lmr8oJazBWdOSBYey+fUUe1WSiA2JaYKJwJjVHv3Lei7qj\npw2Esb6OXgaQU4CxFs57k2BsQslq376rE4kwNjCMtQwyQpqNoz8A4Bjh/dHlMdFuAXAnM98L4F4i\n+iSAxwFoOPpbL7sVZ992Nj73OWD7/v/YhFWyvu4JY0XJYzvbbnxfC0zK8pjZPaLvDcYuxoGxvhHR\nusLYDvB7qjC2Ki/jDDO49dcUYGy1TTGhxA3GDhjRW8NYi0nq9i/ejrOvOdur3qLZOPqrATySiI4F\ncBuA5wE4Q0pzKYC3EtEMwD4APwng91WZPehZD8LZLzsbf/RHwBVffW9jSaiTK4JcGbvTDmPlkzvn\nHITynvJlhA3sRmMNGEsZlgs1jE0SgBnIcyBJHK+MHUG6CXVyTxLG2ujuGwRja+U5BouDwVhDf+u4\nmjY/h10uNnULAWNtz6eMMxzzuGNw9rPOXh0755xzvNrQeoYwc0ZEZwG4HIWmfz4zX09ELy0+5vOY\neT8R/QWAzwPIAJzHzF/WNQIQHLnkWFfAMwGQpEgso7i+YKy4bKvyrb6nAqxMKZayRl+2j2jXqSeJ\nq0YfYWxQGGvjvDcIxlblden7LM+wmNmtJrtaW3/rgjOduazI2mwMGBt6141VKMTMHwVwvHTsXdL7\nNwJ4Y1teIoytafCSdAMANMtA2OcFY9kTxoonpq90U7U7y4DFws3RDx7R5wFh1hRhbE8RfQU8iWhS\nMBbozgQyznAIHdI/jDVF9MI57wRjQ0iPI8DY9b8FghzRa2AsACSzDDP4XRnLitv7usBY8URRw1jJ\nSZNi141QhpjeBcYyDQxjRfA1FRir2YE1FRhbPTaydtn7RGAs4CGbTQDGis42wlh3G/VeN6J0o4vo\nwZ4wlhyujFVokc4RvcrRKyJ6uZ4mGJskAChbyVjWV3X6wFgHeNSaVygYq9A4pwRjgfokMlUY62qD\nwVhDf7uuCoeEsRXHIyJtGhfOoQpkfW3c2xTTrkOSQSpQSTd+MFYFdF1grAj7bGHsIRoYW7W7Sm8L\nYwGAkgzEDlKC5yCfJIzVgPmpwFgAzXFW1ZknBGNd84gw1ghjdZq6D4xd/4jeEsYCAM1SJPCDsewC\nYxWDwxXGglKldFO1TxfRtzr6WVpMeoGdlM4mCWMVk9eUYCwgLddbmM86wdhQYNOmjEnCWJMso1lV\nqtKMBWPHlW7IAsaynS4rR/QrGEsOMFa11O4g3TR23VhIN+2Ofnd1M0hEP1EYW91+orrCs5N003NE\nL44nGSCvK4wNFR13LWN0GGvyN5pgQ5VmT8PYWrQtOLckaTo3cV+7aOJk0JBuTBG9ZtbtDGMTNxjr\n5OgVvELXxzOaNZ6l62KrgRli6eu47NbWh2Yr4Nl2kpnMCoi5RvSm8TRiRK8b6855BNK7u5bh2o5a\n34eAsS0Rvcoxt/kWl/J8bfSIfrWzQ3DSlQ5eOLd5s8NUs6cCxha7VVLlThpVdFAj4x0jejhG9NWu\nGh2MXfVFkiHBvHGhhsoq3Vq+376L1XYtBIjofXeaiL+77vexNdvlczUWXG5CpVoh6saeTd6+5hoJ\nq0zsiz5hrLj6ke/J47oyqfX9EBG9Srpp8S0u5fnaqDCW22CsACBlwCWbFsYK0s0QMBaU4ZBlDzC2\n2oHkIN3I/eJiU4WxVR6q38fWepFuhP5WwtgpXRnrmseAMFa8J0/t8whjvWw06SZJGKDcCGMxSwEJ\nxmr1MB2MJQsgFhLGJimWix5gbJI6Szdyv7jYVGFslYePdNMLjNVJN5sAY4VJv28YC6j7xQXGiven\nijC2sNGkG5rlABd6qxbGJk0Yq+1UHYxVXFHaF4zNcwaSvBcYi6Ej+onC2FUePtJNzxH95GAsecLY\ngNGxtoyW4KQmQbWMIZHjRRhb2GgRfeXEgfoP17Z3XLWMAvQwFm0RvSeMTcoezHMgzcrJK5EunAgB\nYxN3GCuX7WJThbGrPPqGsS4n5tRhbAjpZiAYC6j7xWUMhQgsGvlFGOtmK/0tKSJUoOmkRRgLXxib\n9AtjgV1HvZ1mQK5ZwgWAseQIY6u+7bx3OsLYCGMxLIwF1P3iAmPFMRFhbGGDO/rqJKs05+qYKqJH\nkoFyPxiLnmEssOuot7YzIDevNrrCWCTFJBJh7EAwNq9vUTU9mWnyMNZ3dSdGoz3DWEAj3Ti0oxbR\nRxgLYAxHX/1IQkSvhbFJunuvm4nCWGDXUW+l6apNtbop0gIRxjrnMSSMLfOV9+1r004ZxiomIReb\nHIxtaUdtvEUYC2CkiD7jDJTsRr+6iF7U6Kvbv7rCWDGi7wPGAruOeifN1I7eIN1MNqLf6zDWJYKM\nMNbbQsLY2lgJxZiGhLEaDuljgzv6lYwhw1jFrhtQ4TjFvbVTg7GAoNHv7LZJNHHV4ANjVXfyVNmk\nYWwI6aasEzODwY2rpNvMBcaK5VnVbcNhbNcHjLeW0SeMDRGoDAljOwQvbTaOdMNZE8ZK0XhRu2bU\n7wpjMTSMdYzobWFsMTFGGLvKI8+KXU+UNG4P22YuMLYqr00q2AswVr7ffkhLuUcYO0REHxLGdpAj\n22w0GIskXe1Qqenkslwh6fhaGCvq+GUeSVLsa1cCMQ3Y84Gx22kG6gvGUga2lW4CwKjeYGxHoKeC\nsV1AbPX9PqWbVhjrubpxsZAwdpVHD6uQtnp6wdiAgUplvcLYjYno82wly1THtDBWmgyMepgEYykp\n9rUD9Xu+6ByPL4zd3ukPxlZ9UckUpqgqxMndG4ztCMdUMLbrCRF6snSGsZ68wsVCwlifPFzLWAcY\n28oNI4zNlLIMoNbogd0I2tipkvyTowCYea5fagWFsVlxt01T3bxgrIJpqCxIRN8XjPVYYcgwtusS\nd3QYa6k1h7CQMBbobxXSGtFPDMYSUY0bRhgr2UrGoGw3WtfB2KSZxgXGZnnhHLNMHWk1yvaFsWl/\nMLbWX20RZij4OSUYq4CYXSP6IWBsteJKKBk1og8JY4H+AHJbGVODsWI9I4xV2Gpwl5ozYICx1Iz6\ntTA2acLYNE+BfF7kqYOxNGsc7wpjd3SOPgCMZWEF5AoHNwLGyjDOJ6IfAMbqgOA6w1ggzJWmNmVM\nCsbqInZxZdmmMuxVGMvJrp6thbHCZNAFxmYsRPQ6ICYfF4AJM7vDWLaDsczF/XGSpENEP4R0ExrG\nesoV8qpg6jBWpynLYy/CWE0ZU4Kxmoi9mpC6wNjWK603IqLPM6UTB+rAkz1hbCXdpKmbdKPT31ph\nbJqqNXpF2iwrnDyRraNPd/trAOkmOIxNmr915zzWAMa2AdrV8QhjlWVMHcaK9dRyQ8VGD9G3GMvb\nhIi+km6QWcBYSd5xgbEZF/fKqSJ6Wxgr1slFukkze+mmlpeFo+ehI/rQMJY86zNlGKsZN7prNSKM\ndS9jVBhrI93oPjf4FlN5GwNjdY5Ldm7cN4xVzLpyeUoYq3DeO6lm140Cxro6+toKaB1hrC8QDAhj\nbZ6l63RitoybCGP9yxgVxpoidhOMbfEtruX52Ggwli1hLGd+MJbYHcaKddJG9Arn7bK9sqb328BY\nAUwPCWN1j3ZzymtiMNbmWbobCWM7TiwRxoaDsVb13ygYi0J/Z5ZmPoNc0QXGUgcYKx53gbE7afEA\nb9lUMLam99tG9Nkw0k3Oee0eMr4Sw9Rg7KoegVZFKg17kjA2UN9PAsZaOsqpwVibOm1ORJ9nxcVM\nZbSthbECgGyL4mQYO5+X0g3MMFa3lVI1W9ecMylgbJZq99GrYKybRj8cjBXBkdzWLhYKxsq6q88J\nEXKy1I0bmSms0g4JYzmtjfV1hrHi72+7wpoajLWp00bB2CyvR9sqGMto6tK2MFYV0SuBWAswEU/M\nNukmzTIkDtKNK4yVeYXOfCN6eTL11WVDwVhZd/VZ4vYZ0cvjdFQYGyAanwqM7aJxRxhb2GgwtuaE\nTTA2a57cLjBWWYYCxjIXcM4U0bfCWJ1Gn9g5enlrbWPSyywHSqCIflV/z5N7ajAWaNeaNwbGBpAx\nJgNjHRzllGCszre4ludjo8HYLC+cYgOUjgRjc85rt7ytQbUQEb1i103Vzmo/fS7xThnGVn3RN4yV\nIxRfoDU1GAvYLZ83AsbmGwRjqf7762xqMFbnW1zL87HRYGzhhAVZRRXRox7Rd4KxsIOxcr6dYSxp\nVhtS2tpdOqGWb7QyVt/SjRzRRxjrtJ1vUjA2gFQ0GRhruRIaBcYqfJLu8z0FYwsnvAtjVRp9Lm/B\ntISxqwumhFVDbflsER1aSTdyRJ9rInpF9F/bUQMLR08DSjeSPOZ7cjeW0h0j+rWAsUlTYhRvLT24\ndCNvPPDlIz1NTq3Sjfz7tzhK31VMo25tMNbgk5S+ZS9E9CKMTVMp4hF33SBFLjm3Nhgr3kMm4wyJ\nUMZqMlFEKMooVvoR226BsJOlWunGtOtGPC5abdJDOtj2Spn6++600G1n7VqnScNY3XhSBA5DRPQh\nbgfgsmOkq7X1t0s7Qoy3Rn4e0o3Kt9hKgaFsXBirirYN0k0rjOWsdg8ZOaJfPShAEaF0iuglwJp2\nhLHicdGqNMwMECPPkkZ+Kps8jA2x82OqMFY3nhSBQ4Sx9mWsM4zV+RbX8nzMytET0SlEtJ+IbiCi\nVxnSPYGIdojoubo04kmatMDYHBny1G65Xs2SogNN8xRJKQ+Jz7tULe3kH6sTjM0zJLqZ3QBjAfXV\nsavrAbjaPbQLc9Yaxno6m3WDsXKdI4xtL2PtYKxhe6XOt7iW52Otjp6IEgDnAngGgMcAOIOIHq1J\n97sA/sKUXw3GCqBUG9Grrow1dbrwfXHV0MijDxibZZj1AGPFSVFsq858NfHeYaxvRK/4bVxtSBjb\nOO7ZFy7mKxUptwZGGAtg82DsSQBuZOabmHkHwEUATlOkezmADwL4likzcRZMDDCWmcGUr+SKWhRn\nWkYJzliUbmpp5OiQO0o3ckSv217pCWMbE1YHKcHFeoexHSN61SpsHWCsmEdoWaHNfGFszjkItHuV\n9BAwVjHe1hbG6nzL1CJ6AEcBuFl4f0t5bGVEdCSA5zDzOwCQKTOxcxLoYWzh3BLkGTW+Z4roxUi5\nmExmK0lk5bwV0UMIGJvmqVa68YGxhQQ1XEQ/eRir0T5dbDQYG2B142K+MFblpHqHsQpHvrYwVuNb\n1hXGvhmAqN1rnb0tjNXJFTYwduXo5TxUUZVp1nWFsS3QRkzrFNFrViY6847oQ8NYz4lHrlPfMFYJ\n7EPB2KEjek8ZQxcAhbbWiN4VxnpsRmjk5wNjDb7FtTwfs5k2DgA4Rnh/dHlMtBMBXETF+u6HADyT\niHaY+TI5s89f9Hncff+7C3B6ux7GVtLOKhr3hLGAMMnIS7u8+WN1hrEdrowF2mFsQrt9sXYwNl8v\nGFvJFdX+d9f+vje9Vw9j8/WCsXJ0uTYw1kOuauRnAWOVjr7Ft5jKu+qTV+Fv/vpvvOotmo2jvxrA\nI4noWAC3AXgegDPEBMx8XPWaiC4A8GGVkweAE59/Ip5w1BOwlW7hM2/fr4Wxqoi+C4zV5tEDjE2z\nDDPDaqOWdi/BWBkIThzGOkdgGwxjXfXlrta2CnWGsR5tVtWtDcbum+0zfu4KY5/6lKfiXz3tX62O\nnXPOOV5taD1LmDkjorMAXI5C6jmfma8nopcWH/N58ldM+YlLWxOMlQFkZxhLPcJYWY4xLfE8YaxK\ngtLZ5GCsfJJOHMYqpas9CmNDT/raciKMBdB8FkQoswqHmPmjAI6Xjr1Lk/YlprzEk7QCpdX+dmZG\nmtIugFQ56T0IY3fkvogwtlcYq9TXI4ztnIdVOaFhbFln0bdUO4dcbUgYm+VZ7QZooWzUK2Mr51Vd\nzCTC1LWAsQqNvi8YO2hEv8dhbKiIfpIwNkREPwaMdYHjwjkr+pbOdRsQxur8m6+Neq+bRCXNCDB2\nJgDItpNbB2Nn5AljhR+pAWMV0k1fV8bOIoxVw1gP6UbXLyoAGezK2LFhrGPfN/qCwsNY+aIsJYwV\n+tMFxtqkbzMbGGv83AHG9rHjBhjp7pUioKhF7HJEL0k3nWCsVEZQGJvXAasJ2kQYu8Yw1lG6mTSM\ndR0LmpVJ6DqKcoUSxjqMaTkACMGYhroy1keONNk4Ef1KupnX5QjBUcsAsiuMVer8LjBWcDCt++hN\ndfOFsYp2qCzn4uklPg/2nhqMbexrF1d3Htsr9ySMHVnGsy5Dlm7ybjDWJn1r/QaEsRsV0a+kG6qD\n0jRPV5GuNuJ3hLEzXxgr/EhtMDYzrDa8r4y1hLGuTkplU4Ox8r72mg7eVbqJMNbKVH0RWm6y6e+u\nMNYmfZsNCWN1ZfnaqDB2pgKlknRTu2CqBcYqL5hqiehbYawpopej9JaZv5ZW4ehVGn3VF/KkZztQ\nupyYU4OxuojIJ6I36eONpbaNY6GW8aSJ6HvX6D1hrKovQk9ONv3dFcbapG8zLRek3d80wljJajBW\ncF46GKuM6FukG3HXzdAw1jTz19IqYKwqotfBWFM06nsl49RgrBZsesJY06rI6UpGRftsYewQ0o0P\njFX2RQ/STVt/jwVjmVm7r30VfLac9xHGJmYYW4tiO8JYVSS8DjC2elB4kmhYQ4/SzdRgrE4+mDyM\nVUSpEcZaljERGFvlpdrXHmGswer6aguMVUX8rjA2mRmlm5AwVvcjdYGxbRNWKCely2NKMLYB1yYE\nYxv3axfGWISxHmVMBMaaxpgo3UQYK5kswRhhrCri13WqDsZSRxirKK8VxnKKuUbLc4WxzesBhovo\npwZjlRERe0o3gSL6xv3axfHUEjhEGKsvYyowVheti/U0avga37LxMFbeMVGXZoqHe1dyRc1JC53q\nAmMbDtIWxip+RCsYa5jZa2lbYGxtwiqdRoSx9fpMAcaq+ls1CUUY61bGVGCsSUrpDGNbpJuNgLHi\nlYOirDJP5thOM8xm5YO9ywYrI3oHGCvm0TeMzVtWG2LaNhhbk6B8YaynY50kjPWN6APBWB381gHB\nCGMty5gIjDVJKRHGGkyEUnMpSt0pHT2gBpCDXhlLHWAsZ1jMwsDYxu4hmTW4SDcj67KThLGBOIdu\nWR5hbNgyxDQJJWAwmNU3yg0NY3VjrDOMNQUZewHGbouOXpJ2dNvWavkqYGybdKOFsTbSjSKin08R\nxnY4uVUgsav1AmM9pZtQnEPX31OAsRUoFh+gMvak37UMHZBX5qfq+ynBWBMf2qSIXlx2i6B0ayet\n6+shYGwyLIzV1c0bxg4Y0bteMOSS32RgbI8R/VRgbLGiTWqgeG1grNQvuu3PKoswtmmjXjAlOy9Z\nuqk56a4wVnaQHWGsuK8dUOvuuoheXGquDYy1dHRW+UUYOwqMbTiYDYGxq3rYTr4Rxo57CwRRo58n\nc+ykWQ1ALgLAWDGPVhhLehjbcMwqGIsM81mzbuI9sbvC2PnQMFYBP7vaJGFsS5S+CTC2IWGsE4xV\nSDe2Y1K5mWBsGKvwLa7l+di0YGzWjOi9r4xVRMJaGKtY7lXAr+GYHWCsmL4rjJ1LfdE7jLWMnqzy\n2wQYa3liTgnGKldmGwBjV2kCMBabugWBsbarkY2CsSvpZq6XbsaAsfJyTyivEdE7wFgxfWcYq+AV\nKlsHGFs92s3l+6PDWMsTc0owVrkyizDWvW4hYKyllLRREb0o3dRgbFqHsXLE3wXGymVU2t/qlrcm\neCaU14jAFTA2R6qUbsT0ex3GEhEI5DRxTALGOkT0U4GxIaBkhLGBYKxlfSKMFb6nWkpVwHMnzY0O\ncjvbtnIaVhG9DGM1Gr2YviuMlSe9dYWxXfLTwliPZe7gMFYRqEQYqy9j42Cswrfoytt4GJtmEoyd\nSTA210dxRFQMEEnnF/OY0xxb6ZZWBjBdGWsDYxkZFrpBkTSlGxcYu5htBoztkp8Wxnosc51hrOWJ\naYKxaZ42boDmKmO5WG8wNrRGvxdg7J6+MnZmhrEygDTB2CpNLQ9u5rGVbWnBni+MzTnDYt4PjG1I\nN45Sgov1CWO75LcRMLZcTYr72hNKQKDV4x9DW28wNrRGH2FsrbyNk25q97JROGnRudlEcdVkUbtH\njCR5yNJNUBiLDAuTdOMBYxu8whEOulifMLZLfloY63FSDA5jFWNPTN+H9QZje4joI4wVytuUiF4H\nY7dlGDtrOjejZqbQ+eezus6/nW3Xvl9BWeWsOyEY29he2WNEHxLGrh7s7ZGfFsb6SDd9w1hFHvLY\nE9P3YcFgrCUE7WprDWMN49DkW/YUjK058qSpr9cmAouTu4jozTt3lFGV4ngXGMttEb0PjJUmvXWB\nsfL92rvk1weMbXUUvjBWMQHoIvq+gGwwGBtQxtOWsa4wti34NPgWXXkbD2Nl2UUHY02amSz/1GBs\n0oSxQKndS8dDXhkrpg8GY13g4IgwVvV7TQHGGvswBIxVAEHV2OsDburqFmFst7rZRPQ6n2TyLa7l\n+dioMHYhR6lyRC9H/BYwti0PGcZWZTcgbQcYy8iw7AnGDindhISxKo1zLWBsR03VBGN1Y68v6SYY\njLWMRrvapsLYKo3Kt9hOUqFsZOlmrpduFBG/jXQjb9G0kW7myVy/v14j3VT79nPOd6Ub6hHGKniF\nyqYGY2VH0SW/UWBsx10SuihvrWGspZPqamsNY0NLN5sU0Veds5hJMFbW17vA2MY+ejOM1R2Xy5Mj\ncDGNCGMX855grLQyWRcYq1qBrQWM9YjopwxjM87cbj8RYWxnGFulUfkWWz4UykbeXmmWbmQn3QnG\nSpOFE4w1RPRiGuuI3gPGNmSuoWFs14he8XutBYztuEtiyjC2uv2Ey779jYCxntJNLxG95WoklI0L\nYwXnVehdEoydu8PYNJdg7FyCsZkGxmZNYJLmqRbGinWy2nWz7jC269J3yjDWEKX3AmMVY29IGAv4\ny2ZjwNhqYqq2K7bVY3IwVuFbbGXDUDYqjF3ODRp9XtxOoD4R2MFY8e6VYh4VAZe/X+2IkCOGnWwH\nhPJe8pJjrr6X8S5gZcqwXJhhbJIAzMDOjiOMHVC6Ue7W8InoA8BYWXMNAmNNunsAGCvXWTX2hoSx\ngLvTGwzGGvpb5UjbdO6QjMkbxip8i61sGMpGlW6ackTWAJAAkOf20o0qj67SjaitaaUbKaJf6jT6\n8sclKvLZ3naDsXJf9QpjVdKNR0QfAsb2Id0YnXcAGGsr3QwFY6t6ePd9HzDW0N+u7WhMHB6T6Sgw\ndlMielG6ETV4WV+f0WzlAG1hbJvO7wJjxR9IB2NFwMqUGqUb8UpaF0cfYWxPMLaniD7nfJIwtqqH\nS98PBmMN/e3ajhCcqpZXhLHuZh3RlzNbBSntI3oJxs57jugF3R2U6XfdCCe0ztGbYOxyLveV5VWd\nXWBsgFXBKq9QMNZiZ4uL9QVjK+C5k+1MDsZW9XDp+8FgrKG/XdsRYWzTrBw9EZ1CRPuJ6AYiepXi\n8+cT0d+Xf1cR0Y/r8jLB2KyxB36+gpTWMFbai7/PA8ZuZVurH8gKxpocvfDjzmbA1pY7jGUuZKze\nYawKfo4NY2W4NlEYW6WXL5KJMNaxDFm6UbGGCcDYnXyX4+nSrAWMJaIEwLkAngHgMQDOIKJHS8m+\nDuBnmPlxAH4HwB/q8hNh1b6FBGPliF6QbqxhbC7BWPnKWAcYK166bAtjD2mBsUCRz9aWG4ytyViB\n9GWdRRjbXbqp0jeeexBhrFsZawJjVb9pW5qpwtiTANzIzDcx8w6AiwCcJiZg5k8z8/fKt58GcJQu\nM5N0k+X1aLySbkTn1ibdyHkMCWNbpRshoneFsbW+COSkdDZJGNuDdNMHjK3SN8ZThLFuZUwJxhr8\njf+NTWIAABSmSURBVOo3bUszVRh7FICbhfe3wODIAfwKgP+l+1A8SRdzCcbmAWCstCqQy+gbxmp3\n3XjC2CEj+knCWCGP6vYTPuCq74i+MZ4ijHUqY1Iw1uBvVL9pW5oxYGxQ1Z+IngLgxQD+T12aN77+\njTj4mYPI8gz76W+QZc8EUA34LT2MXTYf7C2bCsbKq4ZeYGylryc9wdhychN5he1AEe/Jo+s32aYO\nY4kKTXQn25kGjLUZTxHGOpURGsZu5Vud6maSUrwi+hYYe+WVV+LKK6/sVGeV2Tj6AwCOEd4fXR6r\nGRE9FsB5AE5h5u/qMnvNb70G7/j9d2Ar28IJJzwFV3ysrEgyR5bfY4SxKphVa0ypP9Zg7MIPxh46\nP7TIywLGggz76CUYe++9DjC21ByrycAFDlbP0s3yDMnM0tFPHMZWeYiw3NUijLXMYwQYO0t2n6VL\nREFg7D0793Sumymib/NJXWHsyU86GSeffPLq+DnnnNOp/pXZnPlXA3gkER1LREsAzwNwmZiAiI4B\ncAmAFzLz10yZGWEsm2HsVmo+satBXIOx4rbEnmEsKMMhyx5gLHeHsWK/2NrUYWyVh+r+7rYWVLpR\n9HeEsfYmlyE/SzfCWH9rPUuYOSOiswBcjmJiOJ+ZryeilxYf83kA/iuAIwC8nYpHCe0w80mq/KpO\nzzl3hrGtehg1r4ztXboRI/okw3JhkG66wthc6ouFvZNale1yck8cxlZ5tI0HkwWFsZ7SzaRhrCzj\n9QVjF+p+mWHm1A7doyv7hLGHLQ7Tfn8qMNYqHGLmjwI4Xjr2LuH1rwL4VZu8qoYTCPM51UCprK/L\nMHYr28J9Z/fV551Ik0VeSCliGcqHPyiOV+XZw1guHL0ljHWJ6F1h7HKxbPaLw8k5RRi7mC0aeRzM\nDk4DxtqMJ93Y6xvGejKBht49AIwFhH6ZuY0h3aMr+4Kxqt+0Lc0YMHaUK2Or/6JzM0X01ZWx4veV\nedMMKUswVrqiVPwvfk8+LpdngrFJAoBygAlJQlCZDGPF/9XrPmDsql9cd1pMGMZWeYj/Xa1vGCv+\n1x1rq4evhZDNxoCxQL1fXMaQbrurj3RjiujF/7Zp2mBsHxH94I6+0t/ECBWo693Ars4mOrcqnc7m\nyRx5C4xV5VF1rAxMgN1yTTAWAJJ5BuTmH1yUboBhYGzVFmfpZg1gLGA+yUzWBvN8YSxQn4R0Y2/y\nMFbVFz3DWLkcFxirmhS8r4w1RPRV/jrT+RZbvhDKBnf0QNF40YlXx3KWInoJxgIts6cCxi4lGCv+\nr0x1YsoTiwnGAsB8mQF5+44gYDefCGO71afKAzCfZCZz2Z5XbVFVPZlJ199y3XRjr3cY6+n0VNJN\n3zAWqPeLEsZq+i3E5NaWX2Uqv2GTZgwYO46jp1m7dCMDSEvpJpMmi96lm0qOmWcAt09CgF66sYax\nHeDgJsJY8b+ruSyfq337yghS09/if92xtnr4WggZYzAYawhOXMZQiMCikV8f0o3p/N0E6QYo9Xma\n1XTpWdLU12UYC1hE9DKMXdRhrPhf/J58XC7PBGMBYLZIzY6e6jBW/F+97uPK2Kpd6w5jVXmI/13N\nJaI3pTdF9PJkKR9rq4evbQSMhdsY0raZ+4Gx4n/bNHsCxgL6iL4h3Qgwtrr9a3tEX58s5Nv7iv/F\n78nHXWAsUGj01BbRRxi7qk8oGGt7ta9sLjDWlH4vwtjqYqZQNgiMDbgiFfMV/9umcQ3UQtgojn6e\nzJ1hLICVtm/KV5ZuDlkOA2NbpZsIY+v5BYCxCSW1bXQu5gJjTen3GoytZCyXB4x3qWdwGBuQMVXW\nC4w1MAEfWxsYC+xOENp8y1XBfF5cOJFzroaxioEgfi6msYWxs0UGmgKMVUU0U4Oxjpq/Dsb6nBBD\nSDdKGOu5unGxPmAsEF6nb+vvIDA2YKBSWS8w1sAEfGxS0k0tGpcApPg9bb7CZFFdODGfU3FnSRaW\nURZ675RhbCVXqKKqIFJJ3zC2CxBULN19TohQk6UzjPWEoy7WB4wF/MaDUxkhYWxA6VHMV/xvm2bP\nw1hZX5cj+raTW5wsqg4jAoh2HzBepZPrI/4X09jC2GSegmCuWygYu2qrrUY5NRjrqEvrYJzPCTEa\njLXUmkNYHzAW8BsPLmUEhbE9XBlrxQ0jjHWDseL3tPkKk4XYYY2dOyEj+hFgbJWfCxxcaxirgXG+\nEX3fMFYExaaxt04wFvAbDy5lTB3GVvWIMFZjOhibwx/G5igjekHXq/LQwlhJjxdf28LYZNbi6APC\n2Kp+uqXrxsFYDYzzOSH6hrE6DrTuMBbwGw9OZUwBxrZIKW2sSOdbIowVo1gPGCv+QI2LrvqCsewG\nYxOh911gbFW/vqSb4DDWU67Qwbgpw1jdzq4hpZsIY8u0PoxJUbZobQFHhLFt0k1XGCtE9NbSjeIk\nlPW3NhibzDKzRi/B2CQp2MHqc5OjV/WFCUZNDcaGAIJrBmO18mCEsfZlTAHG+ko3Bt+i3EyxJ2As\n/GFsNVnIEX3tDpi6XRKKweYEYx2ujG3kZXD0aw9jPeHYpGGspr+1wD/CWOsypg5jq3q0fV7VwaZO\newPGwh/G5ugAYw0TgDGiFyIFq4hegLEqR7+xMNYTjvUBY8Vn6coWAsa6RPQRxk4YxrZIKV0ielOd\n9gSMZZ4OjBXrCVhIN/MWRy/B2IbeP2EYKz/azcWmCmPFZ+mqyrOGsZr+niyM7SDdRBhrPq9dYayp\nThsJY2ezYn87c11fB8aHsWI9gXYYm8wzJIYHdskw1kW6GRLGMjMY3LiHTFeJYaowdlUPT86h6+8I\nY+3NCsaS3YS1DjDWVKeNhLFEBZTMc4V00xHGciAYuyrPFNELg7F1e6UEY50c/YAwtppU5HvIdD25\npwpjV/XwnCx1/T1ZGOsou0wGxro4yonDWFOdNhLGArvatKivAx4wtnL0oWBseUwJYwUdkWYpEocr\nY6cKY3XwqSvQmiqMrerRV0Q/WRjrymumAmMt6xBhrNpGjeiBerTNU4SxbRG9C4y1iOiru7+OBWN1\nS8euQGuqMLaqh7YPNwHGBojGJwNjbVdYEcYqbVQYC+w6uFBXxnJHGKu65a2ov7XBWJplrRG9uOtG\n1vurffV5yTvHgrG6pWNXoDVVGLuqxybDWN2FRusIYy1ZwxRhrM637BkYC+w6YVFfB7rDWKZuMFYZ\nxbrCWDJPQlVaFYwV61mVNwaM1cGnCGPdtvNNAsY6OEhtHlOBsZYT1igw1uCTTL5lz8BYwCDdDHxl\nrFKXdoCxrRF9Uo/onRz9CDC2UbcIY+37WzGeql1Mg8JYB8lDm0eEse3STYtP0vmWvQtjyQ/GJjQD\nKEOSuMNY3axrDWMTPxhbHVc5+ghj1wzG6saT4niEsRsAY1tUBp1viTAW3WAs8QxIUhC5w9jOET3v\nRvQ+MLY6XrW1mljEfe0bBWNdokrdFsapwljdeFIcjzB2A2Bs14h+L8FYEZRW+jpggLEGHTzBHDRr\n6npVHtXzLm313nkyb9fohX30szaNXrhgSs5LrKdYnrivfaNgrItOrIGxvhr9kDBWV+cIY6cPY9s0\n+i6f7zkYK4JSKxhriugxQzITBoe0agDUkaAJmLTuuhEi+qRlCWcT0cvSjTjDd5ZuHE7uwWCsY0Sv\nAmxTlm6UfaiTbvq8YMoDxlbPXd7rMLYv6WbvwljKVnJFzjkSSlqdtGiFdLM7OGTpBtAsn0PA2KQf\nGCuerJ1hrMNAHwzGukb0PUk3Q8FY3XEfWaHNfGFs9dzlxlXSQ8BYYbxFGOtvk4KxXMLYjLPV3tOa\nRt8WxfEMNCsSi7pfQ+fvA8bO0taI3gbGyhq93A5x0rPWlx104LWBsYEiel/OoQXFDjC2L43el9do\nx0JgrtA2RiKM9bfxInoVKCX91kj5eyojnoESIQoYIqKvZuWkfebvLN1IPGOVny4a9ZAHgsPYENsr\ne4Sxcj1WcoVtBKnb+ukS0fcp3XjAWO3qLrDc1Hb1tDOMtZTdrOsWYWw3E7V2FYwVdTaXK2MJ811H\nr4CxVdnrBmNFnrF2MNazPro69QVjK7lCvntnrzC2R+nGB8bqeM3kYaxirEQYO4KJjlUFY3UAshXG\n8mx3183AMBZJhLHK/DxXGLo69QVjdRPdXoSxxr7oG8Ym9Yg+wlg/m4RG35BudLLLFGFstevGRrrZ\nizC2ZVnetU59wVijdLXHYKy2L6YOY1XSzRrA2Jxz5bMgQtgkdt2kaXmJeJIjSVgPUls6lfMZkIwD\nY5FEGKvNb41grGv7I4z1t+AwVqpzQknhRKtbw7rWbSAYm+WZ8gZoIczK0RPRKUS0n4huIKJXadL8\nARHdSETXEdHjTfmpInoiAvIESLL1grFVVBFhrDq/NYOxxhXNpsBY27EwFRjrst1VUefqQsnOK9KB\nYGzb6sHHWh09ESUAzgXwDACPAXAGET1aSvNMAI9g5h8F8FIA7zTlKQKK2rNSubiyVQdj28AH8bwm\n3djmYQImtnevpCTDD755q7HN6wJjdX1xzaeuscojZH10deoDxl555ZVmAOnQ323jSVeHkCbW7cor\nr3QuT9sXFK7O1S0+lCyBm+dy7XPptzPWuWM/DwljdXUPYTYR/UkAbmTmm5h5B8BFAE6T0pwG4E8A\ngJk/A+D+RPQQXYaydLNy9PlsN6LXgVTTcl3U6B1grI1003Y/eiQZDn7zFm3V1gnG6qLRaz91rVUe\njfoEgLHKVZhvRC/V48orr9QDSNMKylO6GQLGVo7QaSyY+iJQncVrZhpliBF9i+6+cvSBAfKQMLav\ni6UAO0d/FICbhfe3lMdMaQ4o0qxMJd0ApfRCmVl2MZ3cefF9YHgYC8qMEGUIGJtz8dQSnwd7m6QL\nhrvG6QtjmVkPY301+r0KYx0i+pAynnMZQkTvA2NN6VvrNyCM7WvHDQD0s05oseVsieVsCQBYLIDX\nvAZ485sBfswCv/qx08HJNhazxerzT3wCOPVU4EtHL3Ho9hKf/F11vgeyBbZOuAGnXngqbrr7Jjzx\n6Ceu8vj93wc++EHgwI8t8WuvWOJ+9+5+767Dl7jhqCVOPbWe3+eOW+KmP1/iou8CBw4U+Yi2mC3w\n6Vs+jVMvPBVfmt+Aw+mh2jYvkgVu+f4tOPXCU3HrHcDtxwGnXlhPc8OJwLP/FFi8H7jnOcC//Z/A\nwfT7q74QpZ1FssCbP/1mfGj/h1bfzznHIpEqWaa95PpLsP87+7X1q+xbP/gWjjj0iGYeswWu+MYV\nOPXCUxXf0tu1t1/bqNNitsDXvvs1q7yYi2W9HPGJY6irLWYLnP1XZ+Od1xRK41e+8BVc9aGrVv0t\npz3/2vPxVzf9Ve34we2DjeW2rm6q44vZAl/+9ped+9XG7vjBHc2+Txa46ptXWZV3cPugti/edvXb\n8JGvfsS7jlmeacu4+LqL8YVvfQF/d+vf4fQfO73+ebLAt+/59qodX/nCV3DNhdfgK3d+Bb/0uF9q\n5pcscPoHTleWZbLtbNsopywT8zjUjYXFbIHX/fXrcMF1F9TKcq2frVEbiSainwJwNjOfUr5/NQBm\n5v8upHkngCuY+eLy/X4AT2bmO6S83EPCaNGiRYsGZu68Hccmor8awCOJ6FgAtwF4HoAzpDSXAXgZ\ngIvLieFu2cn7VjRatGjRonWzVkfPzBkRnQXgchSa/vnMfD0RvbT4mM9j5o8Q0bOI6KsAfgDgxf1W\nO1q0aNGi2VqrdBMtWrRo0dbbBrsy1uaiq3UxIjqaiP6SiL5ERF8goleUxx9IRJcT0VeI6C+I6P5j\n19XHiCghos8R0WXl+41pHxHdn4g+QETXl7/jT25Y+36NiL5IRJ8noj8louU6t4+IzieiO4jo88Ix\nbXuI6D+XF3BeT0RPH6fW9qZp3xvK+l9HRJcQ0f2Ez5zaN4ijt7noas0sBfB/M/NjADwRwMvK9rwa\nwMeZ+XgAfwngP49YxxD2SgBfFt5vUvveAuAjzPzPATwOwH5sSPuI6EgALwdwAjM/FoVEewbWu30X\noPAfoinbQ0Q/BuAXAfxzAM8E8Hbq474CYU3VvssBPIaZHw/gRni0b6iI3uaiq7UxZr6dma8rXx8E\ncD2Ao1G06Y/LZH8M4Dnj1NDfiOhoAM8C8G7h8Ea0r4yMnsTMFwAAM6fM/D1sSPtKmwG4DxHNARyK\n4tqWtW0fM18F4LvSYV17fh7AReXv+g8onORJQ9Szq6nax8wfZy4vjgE+jcLHAB3aN5Sjt7noai2N\niB4O4PEofoiHVLuNmPl2AA8er2be9iYA/wmoXSW1Ke37EQB3EtEFpTR1HhEdhg1pHzPfCuD3AHwT\nhYP/HjN/HBvSPsEerGmP0wWca2IvAVBduODcvlHuXrkpRkSHA/gggFeWkb1MtteSdBPRswHcUa5a\nTEvCtWwfCinjBABvY+YTUOwUezU25/d7AIpo91gAR6KI7F+ADWmfwTatPQAAInoNgB1mvrA1scaG\ncvQHABwjvD+6PLa2Vi6JPwjgvcx8aXn4juoeP0T0zwB8a6z6edq/BPDzRPR1ABcCeCoRvRfA7RvS\nvlsA3MzMf1e+vwSF49+U3+9nAXydme9i5gzAhwD8NDanfZXp2nMAwMOEdGvrb4joRSgk1OcLh53b\nN5SjX110RURLFBddXTZQ2X3ZewB8mZnfIhy7DMCLytdnArhU/tI6GDP/JjMfw8zHofit/pKZXwjg\nw9iM9t0B4GYielR56GkAvoQN+f1QSDY/RUSHlJDuaSig+rq3j1BfYeracxmA55U7jX4EwCMBfHao\nSnpYrX1EdAoK+fTnmXlLSOfePmYe5A/AKQC+ggIcvHqocntqy78EkAG4DsC1AD5Xtu8IAB8v23k5\ngAeMXdcAbX0ygMvK1xvTPhQ7ba4uf8M/A3D/DWvfa1FsEvg8ClC5WOf2AXgfgFsBbKGYyF4M4IG6\n9qDYofLVsg+ePnb9O7bvRgA3lf7lcwDe3rV98YKpaNGiRdtwizA2WrRo0TbcoqOPFi1atA236Oij\nRYsWbcMtOvpo0aJF23CLjj5atGjRNtyio48WLVq0Dbfo6KNFixZtwy06+mjRokXbcPvfudpF+T6Y\npYsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe5cfd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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M5thE/ha6o4WLtnpHernoPy6iuaaZg391kHevezf/8tt/AeD3xzVlsKgxlGcT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\noAAAAAZJREFU/h/EooWNC/ACNgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe8c2208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IjhDRc0T0EYdtbiSiDBH9ovzz0VYcXD1z3QhHLxBsbMxLj66ao2/TjL7m4uAAFAB/yBg7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\nBw4cOKhyOETvwIEDB1WO/w9LS0SKD/hvdgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe921710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def compareValues(df, column):\n",
    "    plt.figure()\n",
    "    plt.plot(df[column][df['sentiment-type'] == 0])\n",
    "    plt.plot(df[column][df['sentiment-type'] == 1].values)\n",
    "    plt.title(column)\n",
    "    plt.show()\n",
    "\n",
    "compareValues(combinedDf, 'comparePositiveNegative')\n",
    "compareValues(combinedDf, 'diffPolarAttributes')\n",
    "compareValues(combinedDf, 'arguingAttribute')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WG920Jdp0dLNCRNG90ndmbIPRjXuf1a4QlFJYyiIucZJxf0fvXLn4XR1kcpmG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\n2Mh4Zjywhh4ai27OzJ1hQ8eGsv0B/o6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tm7aotsqK61fEZd9Es21g1G5KtE8m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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe921fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uwBjTfmq9AKpuXjxdTGNzYnN7opsWHT0Xep7R94R6LB29NrYBgGgwKhy9QEdZ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\nnn7n6UUFzbeWthKPxAOTWyqeCqx4E9FEYJVeTpU9ydgP6Vjad0bTneh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      "text/plain": [
       "<matplotlib.figure.Figure at 0xe921908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Kabpu6jWjZ+2OtRg/L8aWiUhFSKIqo89YZ/StHVlArL6jL5bRNzbK/+ujG+bo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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ad3fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8yUGuE8bqA1kf5FxG44Kev3EYO1a6MQwsy+93BMbOklnnZyPFtBuAsYB8H+6M\ndOOj0S/yAuAM1Q92yB0iwti+m9gAY/Oy+6ZAnFZQWKnnUOkmTbsa/SRhrEW6kbRPMVqRYKywS6UR\nxg5cGGTS2juguI8fGKCj72yO4DB2SL/o96G0gGsqMDbQzphN39uClmXaDcDYZTk9AVMom7SjbyJ6\naXqlCcZmSYqy7yY2RPRFIQwgY2CsENGX6OY1hYjeGcYKsxmcYayw1YERxg5c6i/WzQGCdWYENVG1\nIPPMkhkI1JoxIdZnFTB2SL+EjuhXAGOb/dpDRvTSG5mYNsLY8OYDY/cXtaMn89bDEoxVdXCvlbFF\nF8YSpzi2CAhjVRgZYezKYawrBDPCWAPc93Egk4OxPRBwEzC24GqLj1AgtDVQD4joI4wdaX4afQ5I\nGn0fjNWjFUcYq466akSva/RDYews3QEYK0gXk4Gx3B1MXCGYD4xtjvc5g1EwVnqb2GEYa+rvoWYa\nqE1pdUblou37WISxynHd0S+KAoS0+8tMFhjbAZ4+MFbIlzhr75w5VrqJMLaVl21myxCJQqqb8yDk\nCGOXx10ixaEwVihjl2Gsqb8H52cYLG1lN9YsZgo9kEUYC5tGn9UPgtwhokZvi+h9YSxGLphSI+W0\nq9FHGCvD2EFL/aUyHCGYD4yV6myqT4SxjnUMnK+p701l9wUqIeoTYSxkR78oDjR6U4dIs25KixPy\nhbEkSDe7GNFvFMYKM6VcgafejnXAWF/tdxCMld50dhjGmvp7cH4jYCwQfuZNhLHKcR3GLhaVdFN1\niBuMzdIUBcyAo9lfIi+4uzK2NMBYpVKjYKwW0UcYm4t6d87u+qpqzZvApGCs1D4XGGsoexIw1pFR\n+JiPpu5iY2AsgNW0L8JYWaPfL/JqwVTiDmNnadaVbgT9LS8KJxhLCAtjS2UQWiuMpQnDWMMrrG90\nJw0mG4exBq19q2GsI6PwsSnBWED+qb8xFmGscrwDY3MlojfcmL0avckJlUVXujHA2Nb2C2OkG0Gj\nX5t006O7TwrGegBPvR3zdN7a/nXjMNbgsLcaxgaUWFr5bhLGSvp5hLHDzVejTyADMSOM1Z2p8bWs\n6+hz4U1BiuiHSjezNAVrGv3aYGyP854UjPUAnno7dG1/a2CsY79EGOuYny+M7Ym2Q9QnwljIjj6v\nYaztxnSJ6E1OSIro9QGk2jlz9yP6ScFYD31Vaoea38ZhrEma0vvboYzJwNiAkXcr34DSjTeMXUNE\nH2EsDCuUllL5AAAgAElEQVRj8wLJABhbWmAsgGV+3emVAoxFWi3cUuo5JqLfGIy1PECTg7EDwZwE\nP03Xf3IwVu+XdcJYjjBWcsIRxo4wvwVTeaXRW15xdHA5T7OudCM5IVcYy92IfiiMnWcZeFMw1ndl\nLBvSThzG6vkZ3+i08mbJrKPtG/nBKmCsQ/uHwNhmD5nWm6VBKlO/3yiMDfCmEGFs2ybt6POiiuhn\ngtMwwlh9h0iLE+pIN0K+nZ8xHCvdUDevKUg3HRhrSstmp9gqzxHGSjsMjoGxKaWtQcYVgs1SQds3\nDEJZkjnD2GX7PGGsVMYQGFtwtYcMES2P9UkGG4exATX6CGMrm5SjN8FYCVaNhbEmR6+/KagafVmv\n3Ukce02EsZtaGWt4hWXmXjio12OWzlq/dzkGxi4dcyAYqz/c4kNsiKClAcL0MLrCWD1fqU6m+zsE\njBXv/x4IuHEYG3DWzbbAWOl3l0PapDT62QxgPnCoeVEgoWqU7wBWTUtvrONMDU6oFDT6QtHIWvPo\n650zfaJ5oPsASY5+0xF9s197J+Jz0GhbwHNFMNZLo3eFsQYppSP5GOSTTcNYb27hCQFtA31oLb2V\nb0Dt3wcam5zwyjX6nmcopE0qotedXrOpWbVRmQz/xIieXGCsIaLXIG9CB9MrfUAsIET0WdvRTwHG\nukTjUnr1QRBhrAF4+sJYr+h1BIwVz2vaKdx764axjdY+S2ZekaYporfVp4kqpe0ntka6GTAgqxZq\n9o+1jJ5nKKRN3NHnSJaOXn7V7MDYzL4yFjiIbjswVpNumumVjUbvA2IBA4xVBqEpwFjJEThtU6vJ\nI046uKTtTwTGim8CUkS/IRjbaO2+jtAIGrVnREpjvF+ScNMgW/nuOoy1vPVKz1BIm7Sjb6SbTN/W\nwAJjZ2kKJjltYxllABUtrT1NgdIEY8uidcy5rbp0k2l1m4B0I/VPH4w1OUVbeY0z0YHnVGCsqO1L\nTnpFMFasj8PA09snJulGkNBsaVppaUXz6A8xjD1U0o0OJvOyQIqsuwjKAmM7OrjQgQmlSLJ2RXTp\nZgljqR3Rj5JuJghjXTRsPb0OzVx14Oa8JsLaGhgrOMXQMFbaAkHv4yEQ1DgIG96QTWnUtBHGDqhP\nz5vl2ECuzyYFY80RvTaTxgJjMxcYSymSrF2RKqLvwtgEKRaNY9p0RD/G0RsiMCPDGAtjXeSRbYGx\nglP0grFKfzZae+vHyh2Ar9q2IDB2YES/lEQCQdNWvhHGBitPt0lF9DqYbObR98FYVc/em2W9MDah\nFNmsXZGlRt8DY300el0W2ZtlLUdvg7F6OdKrn4+ZIhvpIbdFQSYY26fxtgaI+sHbGhg7dmWskkej\ntbdmOTnAWKn/nPrEQX930fGlNk1auvEckF3bP6o+PTD20Gr0izKXI/r6Ikrz2l2mV5qkm9IAY5dR\nnmdEr5P0eZb2wthmeqlezlgqb4qUXGZlSOklPVsvr093X+ZlkBJ2Bsb2vf1YyuhjBk59MlC6OUww\ndi3STQ+M3SnpxsfRF2Ul3XT2mK8jZcnxduQRYbROKTM6eh3GphQWxqJHuilLgKj618prRdLNOmCs\nugxfmmlgkhK2HsaqUNUyu8I0C0YaICKMdc8vwtgDm5SjF2EsZXJEn6Syo5ciel26QYok7Tr6AgYY\nO9TRSzBWc/R6m01lSK9+PrZJGNto0kTUhbGJACt3BcYa8rW9wpvK0GfiNFNUe/skNIwdCIVd6nno\nYOzUInoiOouIriaizxLRSwxpjhDRJ4jo00T0PlNePjC2uVizRHbe0sKiTtQsXMTEA8amlCIPtDJ2\n7hDRGx19iIheuOHXAWPVundgrBAd7gyMbfIdOPBI7Ugo8fot3QhjJwxje96KQ1qv+k9ECYALADwG\nwM0ALieidzDz1UqaEwG8FsBjmfkmIrqXKT8pole19g6MXWr0XSAmLSyqgGcPjEWKVJNusqzW6AUY\n20T0PjB2uYeM8gDtzc0w9s47D45JZQSBsaZX8RXDWFUD7cBYwWlMBsZSV+P1grGKw7auIjbBWEM7\nmvQp+h1DcBhbyoPzWNsojHWQ04LUZ2a+D6cAY88EcC0zX8/MCwCXAHiCluZcAG9n5psAgJlvM2Um\nOXo1im1Nr6xv7s6OlPVFdNLofWAsujA2HSjdNHvIqNPoqojeDmNNZUwBxtq0djFKFaKVrYKxSbcO\na4Wxhnb49EtwGKu+pUQY62xGDjAh6eZkADcon2+sj6n2AAD3JKL3EdHlRPQ0U2Zejr7unHmWdebR\nm2Ds3AXGIhM1+hIyjB0y60a6cPMsBZJpSTc+MFbdAM1JHulxUlOAscwMBhsHr6nBWMAPFAaHsdsS\n0fvAWA9GMbg+G4axod4VMgAPB/CTAO4C4ENE9CFm/pye0OToG7miBSbLAmmSyatdTTBW18EFB0lI\nQQZHr8PYoRG9dOHms65Gv1YYa3pwHWGs6qQ6MLYnolfPmwSMVTiBCoqnDmMBv31YIox1gLEeA93g\n+mwYxro4+psAnKp8PqU+ptqNAG5j5jsB3ElE7wfwUAAdR3/TTefhvPOqv48cOYIjR460oKoEY00r\nYyUY2wGeHjCWIayMpRTFgJWxq4jo95I9t8IFCwFjO1q7T0S/SRhre2XWI2XtwZsajG3Su/bLoYex\nIyL6TcLYo0eP4ujRo8HKd3H0lwO4PxGdBuAWAE8GcI6W5h0A/oCIUgB7AH4UwO9Jmd3rXgeOvjFd\nulnC2PrmrqYldoHYscIAY5N+GKtr9CYYW13wYnnMFcaKr2ppAhAjL0pkaSKujLXC2NlmYazuFEPA\n2PlsvnoYKzgxU92cYayHA1kVjHXqk22CsYJUNjg/A/8xlb2RlbEWGNsEwY2df/75o8rv9RzMXBDR\n8wBchkrTfz0zX0VEz6m+5ouY+Woi+isAVwIoAFzEzJ+R8vPR6It6uqP+o9o2GNuJ6AVHRizPozfB\n2OWo6xHRiwNMQkCZYn9RIEuTrYOxNq190zBW3UPG9Dahtk9/qxDrZoOxHpBvDIzdX+wfHNt1GOs4\ngLqYz5vHYYCxTiEiM78bwAO1Y6/TPr8awKv78vJy9GX1izrzWdaZR2+EsboOLkQ0CWWiRs8SjE3C\nwVgAlaPPCxyP2dbBWKvDtkSp64CxfVq7ai3tW/neC8Y6SjcRxrpZ8Ihe6HtjWtPgu0MwdhIrY40w\ntr5YnRWlFhjb0cElGGuK6KkLY9UfPRkLYwEAXEX0rTJ2FcYKznRVMNbqsCUnJgxCEcaa06h1OxQw\ndkWzilplrBHGTmKb4j4Ya9rWQISxs8rR679ipFqCFJS6wdg0IIwFUDn6vD1wbMvKWG8Y2yePBISx\nVglmFTDWUfuNMNbNQuc7GsauCDa3yui5T0PaZCJ6CcY2F2uWyTBWWhmbpQnAhLwoD9LqEb0wvTLL\nKulmlTAWAKjMlhG9N4zd8MrYVcBY/eFuae0er88mRzgZGMs7CGNDRvS7DmMNg+mUVsYGNV8Ymy1n\n3XQjHmOEXaY4tlAiKEcYyyTA2ORgVe5YGAsA4BTH8vYbws7CWFPUbIGxqtbu8/rccYRTg7FCX6h9\n1fotXeFNZ5IwNqS0MTUYG1q66Xuz3DXpxsfRN9Md9wQYa9LoAbR1cKGDCSko6Tp6fcFUmgKZKlEE\nkm4WE5JuhoA4Pb+QMLZVhk9Eb9HardroumCs0BeNEVH7t3S3BcZOOaKfGoztY0WHUbppw9i0tdpV\n3UPGFtEvdXDhtYxYnnUD6s66aTkNH0dvuHA0RqNfEYztzLpxGBTGRPRLGNtEh6ZBwSOq6gwQjrNc\nOuW5RPSJ26yTpVM0DCx6ncR+GRnRrwLGbkNE3+r7KcBY06ybXY3oTTBWmnVTcoEszVoblakRmgRj\nAbSBpxDREVIgaVckSQAkefUdcDAjJk3R/IxhiIietIjea9bNBGBsa+aHR0RvPI+02SWGGTp9ppbR\nFymZYKw0y0WaEeQ7m6MzsAjXUZK0TNNEffslNIxt+iU0rFTfflz32zdZq+8jjJ1mRK/C2CxJWz/B\np3aYBGOBKmLfX5i3qZU0egCVnFN2YWyj0QeBsTwQxgqRqY9tC4xtae1DYWyyGhhbcgkGH4BiHxhr\nqY93v+wwjPXdb9+YX4SxLZuko+/AWEW6UTvMptHbYCy4O+umKrxoRfSVdDNMo7fB2P0IY1vnhZBu\nOgPECmBsUbZBcSgY690vAWFs41DV7bSbNJuAsXr9hpj6WxARxlY2aUdf1hH9cbOsLd2Q3dETp1gU\n5geLOG0tqloeT4rqOyXvobNujNINlLr5aPQrkm6kejYPvR5VWR32EBhbbheMNclDtjq5wFjvfvGF\nsY6DsClNK78VR/S2sl1N5XgRxla2EUevy29GR1/Pgpkpq13Vh80W0S/6YKzR0bfzniXZMEdvgbGD\nZ92sCcaa0tsc9qRgrBYpOcNY6tbD6mzXAWNHRvQu/EQceDYEY21lO+dluKYu6RtbG4ztuQ6hbO2O\nnujgpwMbs8HYeZa1NipzgbE0AMYCqGCsEtEvYSwCwlgtop8ijDWlN8JYh4h+62Bs2YWxprcGW51G\nw9gA/SINws28fd+IftUwFvBrn2Sma+qSvrG1wdieN6tQtnZHr0avjZlgbCPdVNsaeMLY3AxjUcoa\nPaUFwO1BRP0ZwxAwNuFsOQhNBsYKN5iUXpdVdg7G6ufVcLBxiiYOYK3TBGEsUT09mQsjBNwUjAXG\nSzedt8IIY6fp6A+kmxxZmrYjegcYS+qCKQOMlTR6UOXomau3jgbGNlskh4CxhBSLqcFYg+PR05tk\nFV/pZrIwVpBuVKdoGkysdQoJYwc4wr6BxcYMthXG6vfCpGFsz5teKJu4o1cj+hJl2X7VNDp69MNY\nou5FbKZXlmUlMRG1I/qdhbGO0o0JlE4axpogmARjDYOX6hQ3CmMHOMK+62sdeLYUxnauad912iSM\nFa7vKmztjl7VoxuzOvo0bW1U5gJjqQfGoszkiL6GsWq+szQbFNFbYewQRz81GDs0oqc1w1gPCGYa\nvCSn6ONAgsHYAY7Q9sbWF9HvDIztk9imAmN3LaLXV8f2wdjqQwVYnWCsHtHrMJZTK4xVtf/q163C\nwdgEKfKpwVjHWRdbCWNN0o0jjFWPd94aHB2ID4xV57WvCsaq5flG9CuDsbxCGDswol87jN2liN4L\nxtYRPYB6EVTuDGMXeX6wcEK/kU0afVKAy/Y+98FhLA45jFVu7uZ4QgkY1fbEU4OxanrfuhlhrGWW\ni0lf7vThCBgLHFyfycBYQSobnJfnW2GEsSswH42ekWPWfFFvPewEY1FF/83CCSJqfc+lwdFTpdG3\npZuDHz0JBmOLQwxjDdG2JCUEgbEeEMxJugkBYy1vUCYJY+dhrOdMGZsFg7ErGsikMnZSuvHV6AEA\nnGGRt181+2CsUdcu09bvyi4tKQBuO/osHTbrxlW6OXQw1qCfizr41GGsY6To8kD3lbHzMDZkRB8K\nxq5oIJPK2DnpxgfGMhXLiL6ZMukCYxOunKnptRWcyY6eCqDswtghEb3pAUpooKPfYRirph8a2U0N\nxqpauw+MNZUxBRir7yEz1Yg+GIwNPJBFGGuAsQwFxrI/jDV2XpkaYSw0GDvPUpQUeGVseeDoI4xt\nR+G7AmNNQNDoWJvBxFDGFGCsuofMVq2MtTjs5qcrI4wNbL4wthXR524wNkEFY426tkm6oQJcdGFs\nE9GHgLEpMuR5sVyUlSTrgbGm7V/XBmOFaFsCob6rT1t1mxCM1SPUoDDWE1KHgrEho26pnpuAsc3v\nE+scz2VW1dA6NRZhrApjs0ajP5Bu+mBs0kT0hmiFy/Zv0C6PG2BsyJWxCaVYlDmKonLyROuBsYAM\nENcGY03ySB+MdXQmU4Ox1vqMhbG+kDoQjA3pjHXbFIw1DrwRxo4zL0dPBzCWOOs4byOMJTuMtc26\nYd3RZ8Nm3ZguXANjTW1elXQDWHT3dcDYHv3cCGNdI/qJwVgTEAwCY30hdSDpZmsieg8Ya2UUEcYO\nNy8Yi2IZ0Tc7UjrBWPTA2DKzRPRtGDtPlb3wfWGsNOuGUuTlAEc/EsYCZuftBWMNDntwRL8qGMtd\nR95YM29fX2cREsaagKBNSrGVMTSiDwljtyWi94Gx1oEuwtjh5gVjqcBe/UWzrYELjE1QO1NT5xUp\nGN3XOU7ypXSzXBk7O/gZw9ARvdTmdUf0m4Cxy1k3q4SxpfkBIqKlI1Pvp03D2LzMJw1jQwJT3TYF\nY32kqzEWYSzMMJZJiejhCWMLM4w1SjcoUGowVl0wFQTGUoa8KFplrAPGAhbA5gNjlUhpW2GssbwI\nY1vfHwYYa33DijB2uPlp9Hm1RTGaPeYdYSwdSDcijC0OnHfruABjqx8mHwhjjdJN7i3dTAbGBpZu\n9Cg8BIw1TeGU6medlilIN6r22wf5+rT2Vn0MZYyGsXw4Yaza9xHGTt3Ra9Mrdefdq9FbYKxJo+/A\n2IFbIBilm6Ea/VRgbI/WLp3vMkAEgbHSLBeLVGKd5WKAsUO0X18Ya9L2h0b0hxHGDmEpqq0dxgZg\ncDabNIyFJt0sXGFs40wNr2VcdlfGMjNAJbjQI/qDtCFgbDo1GGuQhJxgrCVqVn9gfG0w1uCwba/m\nLgPEVsPYHkcWYezqYaxpUZbLm2comz6MndUwVp0b3wNjl87UED1xcbD1cGMFFwAnKEtqr4wNDWOb\nB0wpo5lPX5ZbBmP7omZBHpkCjF2mkWCsMEBsNYwdE9H3XP8IYx3rw4W4KKv1drtrEb0PjAUVBxp9\nveujC4ytgKcdxurSTVEWlTyUtwcQVaMPAWMzypCXRWeQatq9dhhreNDHwtgmDwl4rgzGmqDqLsBY\nHghjDfeNE4y1SDfqFNUQtssw1saJIoxFFdHPZ/WN1exe6QJjcSDduMLYggskqGQbfcHUIOnGMEIn\nyUFErzt6vexWfgGmX/Xprq200qu7h3SjpvGGsY7yiKkdo2Bsj3QjLa4S66OkNclYpr4SYawu6fgM\ngCuQbtTf0g1hQaWbUgbsxnJXLN30caKmzjsn3Thr9MnBFgjStga9s24MHVzmhohecPSjZt1YRnFf\nR2/Kz8f6ZlK00vbM0HECnj3O2whjHfVV1YxbDqwQxvrM5pD6wthXPX3sE9H3zSrxuv5aX4bU6UNG\n9Ka3NGPaFcPYvmAD2EHpxhfGtqUbNxi71OgtMFaK6Jvfi205+lm2nHMfCsYW7BfRMzMYvIwMh9o6\nYayaxmWAGB3RTxjG6nkMgrFDI/oxMFaS7qjbphC2yzDWJp9NKqInorOI6Goi+iwRvcSS7keIaEFE\n/8KUxgfGIilw3Lx+/UV3eqVxZWzjTD1gbF7mLemmqc/eLAUCwtjmIdX5QtNuqQwTzPG1KcFYdb/2\nZX47CmNNeej1scJYA9Du7ZcVwVjfevTZLsNY6zM2lYieiBIAFwB4HIDTAZxDRA8ypHslgL+y5TcY\nxlLaWe1qgrEtCCjBWEmjr6UbCcY2EX0QGJv4w1hTXr42GRjLRVfaUOHoAOlmyjDWlIdeHx3Gdn5L\nd0IwdlmPCUo3EcZ2zSWiPxPAtcx8PTMvAFwC4AlCuucDeBuAL9syc9Xoy5KBpESWVlVMkR3o7g4a\nfWGBsWVxsPXwsg4GGDufpUFh7BDpxhSV+tpkYKwgq+0yjG3l0XdfmPplYjBWbVMIG8ogxLwijO2Y\ni6M/GcANyucb62NLI6KTAPw8M/9XAFZ9wdXR7+cFUCZIEqor2p1H36vR22CsIaKXYCySEmXJYWBs\nkqLwhLEhtj8A5NfRTcFYm4Y9aRirRfku9WnlYRsUhXtW6q+dh7EeA5lk2wRjSy5bP9G4KgsFY/8z\nAFW7Nzp7Vxi7vygAPmg4Kdsa9MLY5OChkl6HyiIzRPRdGJskBJQJ8qLcGIwNNdqvAsbqWrtUnghd\n9ehwW2CsIzC0OWxXGNvqFw8QbKtHJ18bw9gUjB0b0RuuqZh2gzC2maK6nHa7wojeRRS6CcCpyudT\n6mOqnQHgEqpo4b0APJ6IFsx8qZ7ZlVeeh699DfjCF4AjR47gyJEjIoytIvqD6qnbGvTB2KUzNcHY\n3B3GViekOLbIURRpEBhbsj+MDRXRO8NY4WGTYKztBpVkmkYb1ts0JRir/jZqq61KXoNhrCUAsPbL\nKmHsABjvW48+Cw5jBRlPTLtBGNuUI73hHj16FEePHg1SPuDm6C8HcH8iOg3ALQCeDOAcNQEzf3/z\nNxG9EcA7JScPAGeccR5+5EeAZz/74JgEY49pEX0CPxi7KBfGDi6LytmqVpRFNZjkwgBSpji2KPxg\nrGEUn6XVA78rMNYGkbYVxurntECqY9QZAsYG6RfTGwRNGMaOlG46b4UThbFN/aTr0ATBjZ1//vmj\n6tDrPZi5IKLnAbgMldTzema+ioieU33NF+mn2PJz1egXeVH9iHdzXr11gAuMTZMUx4o7vWGspNFX\nLap/3WpT0s0mYKxB5unT2qU8TNKNCcbuJXvGOpgsJIwV5ZOpwdgBklarPJUJWN54Onltg3SzJTB2\nWb+eN+MQ5hQmMvO7ATxQO/Y6Q9p/bcvL1dEfW+QgNaInZR79SBhbLARHX8qzbqpG1TtnBoCxWZKi\n4C2AsVJaB61dz8PkpKwwduYfuQ6GsZIWL9VtDTB2USzcYeyAfmmVJ0hXen22GsbW9Ww0cGYW16Fs\nEsYCbgFTCJvsythF3pZuVOftBGOF6Kixssi60g0XSKkLYwGAygz7C8+I3uRg0gONftIwVor+HRy2\nVN6mYKyutasmMQaXiH5nYKxLRL8DMLZvT55NwljAjXWFsMluU7yfV1sSNCZtVGaCsVmSorTcxGVe\nRdWtOpR5Nf/eBGPzbhRuM7P2Xb1NRBi7ehhrilbV9kmSj/5gSjA2oQQEWs466tRn6jDWIaJfF4zV\n92sPCWOb/EzR+VRhbGib5KZmeV5Nr+xKN+4wtmDzytgyN0s3EowlTrEfEsbylsJYLeqaOow1yRam\nNEYYaznu6kAmB2MntDK24PYWHyFh7LKeloh+ijA2tE3S0RcFsCja0o0UVblIN0YYK0gYakQ/VqM3\nRUpZMkC6mQqMDSzdrHplrCsEGwJj1eNifSKMdTZTf4/Jr9P3tgFZaH/I/fanAGMn6+j38xwELaLX\nXn1NjjdTHyqh84qFPL0yNTj65c6ZEcauDsZKOvhIGOsLwXxgbHPc9Ho/amWs4Ex3Gcaa+nuomabH\nuqRtLOR++4cWxkoavbQFAvXAWKtGb4OxeSZq9EYYy5m/Rm+4cFl6oNFPAcaaXhmlh02SYILBWGlm\nS32+S1Rlctg+EMwHxqrp++rjUqcWjBXKkKQpFwsJY02y0liTBsVRGr1hsBTT9gQqodp3KGGsFNHr\nMHZRaDBWuOFt0k1pcUJFLs8+McFYGirdmGAsTwfG9kkJrbQaKF01jO0Dnqa6rQPGqulN9RkMY4Uy\ndBjrJd0EgrF64ORTj746hsw3BIwFxr9ZOJVx2GHsYlG0pJuqQ9xg7CzNUMAMvoq8q781D4QRxuaB\nYGxW7bMTYawcxam/jaqm7zP9TWASMFZqnwuM7Sl7ozBWkKPGWmjpxhvGkiXaXoN0c+hhLGkw1nVl\nbJYeSDfirJuiq7/ZYCwhMIz1lW5CwVifiH7dMDbpvrGZ6iyZ2t8Rxsr90ipvKIwdMAg71XGTMLbn\nHhlrEcbW5gJjWzemA4xdSjdC5+V59yJaYSzXq3JDwNi02lBtIzBWAmxTg7EGbbvPdBjbtyPgWmBs\nj9ZurM+UYewWRPTeMLbnHhlrhxLGmhZMSRF90pFu2hGPEcY2wNMgeRQFkFJ7UUZ1cxhgLDLsB4Kx\nszQF84ZgrBApTQ7GCtGdCxBTyyAiEAiLcrFZGGtw2DapZPIwVpCVxtrGYawl2o4wdqCZtkDQYWyu\nwVjpxnSK6CUYW3QvfpOvBGOTAdMrjdp3usGVsYLznhyMNYDQPpNe14/lxzYLYwUgGGGsXMeNwlhb\ntB1h7DBzXhmbSxG9I4zNMpQ2GFsYpJvEAGNrjT4EjJ1HGGuHsRLw9ISxTX7HimPWQWhyMJY3AGN5\nojB2jKP3hbG2aDvC2GHmqtHnRXvWTZZ2N30yRdiz5EC6GRrR6xr9oIjeJN1EGLtSGAtUD+l+sW+v\nmwBjJW1fjbpWCmOlfhkBY5s9ZIy//mVjBpuGsSNn3UQY27bJOvpFkbci+qzpEBcYmw6EsYns6BME\nhrG0GzC2F3huCMY25+0X+/a6aeWp2r4IYwWuMGUYW3B7D5m+9uv12SiMHTGARBjbtUnD2M6sm4Aw\nVt8hLy9zZKaVsTWMBYDEscesMHZTK2O1KM32o8TSTa4+FCanKOWxbhjbnLdf7HtDMGmAMA5CE4ex\nvQ6mL6LfVhgr3VsThrFNGdKbVyibHIxNEoC52o8+pfbrlx6lG6Wbxpn6wlglotdh7J37hXM0D5gf\nMtXRbxrG2vZrF2UeAZody+06uARjJae5dhhriKSaNokwVrumoWGsFNGPgbFjIODGYexI6WZyMNby\njNieoVA2OemGqPr7mLYyttkMzAXGzrMMJdlhbKZdxOpmk2FsQimO7RfOIBawwNhZBp4IjLU5AhHc\nCq/Yx4pjvdGKEXhODMa2ztMjV2Hb69Aw1tT+RbFoae0+3MLl2khppO0ntkW6MTEWU9q1wFhLwGF7\nhkLZ5Bx9k2Z/0Z51M0uzg9WuPRF91kTNvjDWotHv5wMiepN0Q9OAsS6v9q16CA+QFXgKUaOq7U8N\nxjbHRemm3ByMXZSL7n7tAwa/TvvZLN0s0wgcq1XnCGOd6mMLOGz3aSibrqPPq198Wh4THhSbdFOi\n+xoMAGVZSUOS08tsjn7h5+hNkdssS8ETgbF9N7kNxjb5WYGn4LyNwHMCMLY5rj94Jqe4LhhrGnj6\nzHbfqIOX6z0gcocJRvSThLGWgMN2n4ayycHYJo0e0UtbD5tg7EyJ6PVXosaRijDWsDI2qWGsV0S/\nBcyYmAYAABs3SURBVDDWBon6YGyTn29E3+TdcV5Th7GCU/SCsUpfWGGs48ATBMa6RPTa/eLqQH3s\nsMPYnYzo+2Bsk+bYog1jMyFK75VuBGfbnCNJN2pE34KxlFb18ZVujBH9ABgbwtFLr+I9ILVVD18Y\na5BHludtE4wVnKIvjM3L3DyvnWTHa6tPn7nIEj7SRYSxI+oTYaxJuulG9K4wdm9mhrHNOeJNnJph\n7P4iDIzdm2VgOrwwFpBB6eRh7NiVsfWbgnFeu6UMqa9WDWObNJ37ZQukmwhjuzZZR7/Ii5ZGP0uz\ng9WulKKsJwNI89pt0yttEf06YOw8s0s3ZWmI6ENo9BOAsU3euqxi1MF3BcaSAzMwlGFiBn0WYWyd\nX4Sx03X0OoxtrXatHbLJ8S7lEeEmbiJpLxhL1V43oWAsEhnGLhbV9FI94LMBIx/bFIwtuZQHCBcd\nfFthrPADKr0Dj2GgizDWzyKM7dpkYeyi0LRKZbVrSqkRxALuEX0Hxqayo08pDQtjDdMr9/flNtlu\nFB+TYKzPTT4Exi7KBQjUkiskp2dzdGNgrEtEvxIY6+CwW/WxDHSmvur7Ld0IY+v8JgBjD11E7wpj\n9zUYO0sOnHczO8YW0YP6Z93o0s1MmXWj1ielzDuiNz1A86ZuEoA+ZnD0IWEs628xhlk3gWCsDhJN\n56mzTkLC2D79dWUw1iFfsT4OMNb1t3SDw1jp2kQY61Qf23U/FDBW0tqbiL4j3eAAVplALNAAz8Aw\nNveHsdIDtDc3w9hjx+Q2BYWx2oO7ahirg03AADynBmMFicYLxgpRpdQXvWUY2uHSL8FhrBQpT1C6\n8YKxPU545dINHRIYK0XmDYxVL1azj3tzEZ00et/plRbpJi/cI3rbHjJqRO8s3YSEsZYHt5VWe4ib\nLW995Qjp+62AsYJE4wVjTVDVF8YatH2XfgkOYyXpatthbI8TXjmM7WE3oWy6jl6LtHxg7HwgjJ0Z\nHH1C1X70ro7eBsHmFhhrcvRTgLHN4NWntevlmZzUFGBszjkY3BqQxboNgbFC9B8KxqrpbRYcxm5J\nRL9VMLYnAAhlG4exElRN0+qHR9rTK5X9a/pgbBM1+8LYxBzRLwp3GGuLkuazARF9SBirPJg+N7nk\nNMZG9JuGsYti0ZnX3hfRTwHGNun7+iXC2IP8XFmKamuBsbsa0eswVtLas6zS6FuARlkZ2wdj50Nh\nbGaBsR4Rve3mqSL67YOxkpZp0uDV8iT9cXneqmFscQwZ9fADrV+b4yuBsT08wwhjDX3oJN1EGGuH\nsZ5rSYbWp5dj7WJE7yLd5Hn7Ys0zBbC6wNjEH8bODDA2TSqN3vn3Ym0QLE0AYuwveKtgrPRAuMxs\nkbYhSKl7XmgYayrbVgf1uAnGdjR6iwPx3ZLBVIY0K2PnYKwglQ3OT+j7ScNYyzMUyqbr6LWbSpdu\nnCL6DcFYWwSeJASU1f722wRjpTqsS7rpcybSb6P21s0kifhINz0OZNXSzU7BWEdJzCk/oe8jjF2z\nuTv6dmQ3y5RNzfpgbKODB4KxVbQVBsYCqBz9Ind29FOAsaaIfgowtuDub6P21s00CPnA2D7IF2Gs\nk4WO6KW+HwRjVzSQ6WUcbhgrRfTkBmOXOrgPjGX7yti8DANjAQDc3d8+wtjhMFYchNYV0UcYa62D\ni4XONxiMtQwQPpbzlsBYIjqLiK4mos8S0UuE788lok/W/z5ARP/YlJcrjM01nU3d1qAXxs4qRy/p\nj0YYWxaYG2BspWeGgbEAAK62PY4wtq2pD4WxUt1MZdvqoB6PMLb/Hth5GBtKuulhJZOAsUSUALgA\nwOMAnA7gHCJ6kJbsOgD/jJkfCuC3APw3U36u0k1RaDB25g5jszQBmLAoFu4wlgvMs9XDWACgMhM1\n+sMOYxflQtTaXaCjXkaEsWuCsSEc/a7D2J7BdCow9kwA1zLz9cy8AHAJgCeoCZj5w8z89frjhwGc\nbMrM2dFztZtkY/oiKFtED6DSwfPuK9FSuhHApFG6qW+UEDAWwDKijzC2/XCb5rUPgY7bCGNLLrcP\nxgaKeCcJY0MxiJ4+nop0czKAG5TPN8LiyAH8GwD/y/SlM4zVtnnVd6TsdfQsP1hLGCvcxCYYm9U3\nSjAYy93dMCOMNcPRIdBx22Ds8rd0tbfQycPYCUb0k4OxPX28Dhgb9H2BiH4CwLMA/LgpzatffR6+\n+U3gvPOAI0eO4F73OiI6+rJsR/TNPu5AtXufDcYCAEr5wVIjen1l7CyzRfThYCxxd3/7tUX0E4ax\npgh7lTB2L9vrr9saYKyx7AhjvU3q+2PlMTntOmDsgJWxR48exdGjR0eX3ZiLo78JwKnK51PqYy0j\noocAuAjAWcz8NVNmv/Eb5+HCCytHDwCf/KQBxnKBLFVgbJaCkwMtyyWilyCWFcbW5S0W7TrN0swr\nou9zzOQLY/tm8Tja1GHsGOgoau0OMPb42fHicVcYa3IEvjBWTbNVMHYFsDJNKhmLmcWfXezNT+j7\nby++bSx7ijD2yJEjOHLkyPLz+eefP6oOLtLN5QDuT0SnEdEcwJMBXKomIKJTAbwdwNOY+fO2zFyl\nGz2iP26WgdODDrHBWAAglvd5XsJYg/4oOdzGQQaDsZyJ0yuNMNYCjHxs6jBWhI4TgbGLYiFugBYK\nxprqdBhhrOt++8b8IoztWG/uzFwQ0fMAXIZqYHg9M19FRM+pvuaLAPx7APcEcCFVQ/CCmc+U8nOG\nsXlXuuHk4BXHJaJflN/2grEppaKEkq0Axup756xtHv2EYex+sY+7zO9irYdkIoxN3KQbVxjb5NUB\nxYFgbJOfPhisEsY2byPSdtpNmrXB2Jk8kKXwu++ZOcJYwZyGEWZ+N4AHasdep/z9SwB+ySUv54g+\nzzuzbpAdQ0p3NZ6nGrH8gw02GJsmlaP/9re7EX3p4ej7YCxBhrEm6WYTMDahBIyDrQWMEb2DdCNG\n9PqPe9TH7kZ366QdBGOpp25CHYx1q9sxT+edtD4w1lYfY9mmerrCWMsg3Dd/e1Mwtim7KAt4+nnj\ndtpDYaxJ2/ex3oh+CvPoQ1vj6JufuzStjAW1O2eWVX83x3phLLfTN2aDsU1Ev6xDbVmSAklYGAvq\nRvR6ucv8NgBj9fQmZ6r+L50vfd/koztC/VjzeRCMTXrqZiqPhLpZ2uEDY231MdXJVk+nfrEMwlK+\neppNwNim7CF5m948N7oytgfGqv+vytbu6JMEIDr4CUHTylgk1UrVxua1o3eFscTt9I3ZYGyWZMs8\ndRirO2ab9cJYpEDShbGARbpZM4zV05tgbJPOdL6arnOeBh1NaYfCWCk/Wx1M9TC103dlrK0+pjqN\n7RffQVhPswkYu8x7wNuC9KxMfWVsU9Yqbe2OHmjLNybpBqTB2Hm7Q1xgrJq+MRcYu6xDbVnadcw2\n63OgCXcHDmmAUeu2MhhrucHU9KYpjE060/mAOWrWoaP6v3p8KIyVyu6ru/Qm0GjY0mDiA2Nt9THV\nyfo2MQLGElU/ddk38GwCxgLDnaxpO4wpw9imrFXadB19Uq1UbWw+az8orhH9EBi7rENtWdKVWmzW\n50CbiN5ZulkljO1xPGpEL71eN+lM50vf+0o3Q2GstW4e0k3jFH2crQQEbfUx1cnUDmcY23N9e6//\nBlbGAsMHETGvicPYpo6rtAk7egHGoh3RWx095A50gbFE1b/Gmog+JIzVNX+bo18pjO1xPE16W0Tv\nqwNLTm9MRG/lBz2RlOsAITlFXxhrq4+pTqZ2jIWxTR6u1x/YjoheanOaVL8P7Jq+VYc1RfQ7p9ED\naG1VbIOxakSfJAQwLTumD8a6RPQmGKvnWzn6HYWxjhGdCZg16UznS9+LwHPCMLb57BXRh4axQh+O\ngbFNHq5vdMCWw1hTRD8VGLuLEb26VbErjAUAlClSVxhbR/RDYKxe7DwwjE0ijK2+3xIY23wWYayj\nA/GBseq89lXBWMAtol8LjDXcW0FhrOOArNpaYeyuRvROMFb/oszWAmPliD4gjMUhh7HCANA4tynC\n2OazCGMtDkSEsT2zXEwD1hDppu8+zJJsGjDWcG8FhbGWATnC2BWZK4yd6V9wisRDo9cXTqjn2WCs\nnu8s7UotNoswFq3jrtq+qINPAMY2n0XpxhbRO2jtLmVI7dgpGGu4t4LCWFtEb4OxKxrI1DKaOq7S\nJuzo825Ez2klexjOU41wMCio5gJjTRF9KBibHHYYa3JekqPbNRjbE9H7DDw7A2MDRvRGGDt0m+IV\nDWRqGU0dV2mThrF6RE98cGP2wdiE5Zt4CIydBYaxCXXfEA47jG2O7wKMbTbj0jdAk/J1KUNqx7ph\n7HIPmQhjvS3CWHjCWE6RkjuMTYStfAbB2CyujF01jG2OD4FyU4OxJiBoq4+tDFN91gljmz1kdFC8\nzTCWudrLyRrRB3pjiTDWAmM7EX2ZtTR6GxxNkIkXsAVjuSvdrAPGpjWMTZTeXweM1bd/XRuMNUSp\nEjQbpEVPDMaagKCUr0sZUjtcIXUoGBtSR5fquQkY22zYZ9rzPuRAFmGsDcZm2hceGn1i0OhbMLZs\nR7frgrEJpaC0aC3KWgeMBdo3/dpgrKs8YoKxDhH9lGCsCQhK+bqUIbXDGVIHgrEhnbFLPdcBY13e\neCKMHWFDYWw1k8bN0RMdpFWtBWOFiF509FnqD2Ntjh4pkqyt/a0DxgJtXXVtMNbDeQ1xJlODsSYg\nKOXrUobUDmdIHQjGbktE7wNjfRjVGIswFj0wVovoSZle2QtjcRD9q7Y2GGubdUMpkrR9A60DxgLt\nh9MbxvpGzYEi+lXAWNu8fbFuHjDWBASlfF3KEOvp2i+BYKx4/bccxvaxrwhjR5orjN3TviBOK30b\nbtJNA25Va8FYTboxwtjZABjbG9G3b7x1wFig+zp+WGEsEYmOLsLY9ve2e2XbYayLtBVh7AhzhrGd\niN4PxkrSzRAYOwsNYykzRvSrhLGAANh8YKwhSt1GGNt8F2Hs4YWxLv0TYewIc4Wxc93Re2j0CfVL\nN64wdp6lYfe6oRSUyY5+0jB2Q9LNKmDssryx0k2EsdY6uFiEsTsq3bjCWGnBlLOjR0AYO2RlrE26\noRRJuoUw1hd4rhPGeoLiZXmCgxHrFmHsVkT0EcbKtl0wFimSevvhXhjrENE3F19dOGGedRMOxqZU\nTa9sHbNF9FsKY5fAcx0w1tFhd8rbZRgbIqKPMNa7Dqr1Lsra5YjeGcbONBiLFInjytiUHFbGlgey\nRLNwQoKxe6FhLHVhbPNbumuFsT3a/1gY25Q3RRjbfLfTMNbBkblKFxHGDjPVt0gWYSx1NXoVsPbB\n2JTcYax6c0gwdl7Pow8FYzPKkCTdG0gaZIAVwtgeRzAWxjbfrQXGGhzroYaxPfeNE4xVggK9Dgkl\nYDCY2VqPPttlGNs72EYYWyx/J7Yx4gPpZqhGL8FY9SY2SjchYWzSlW5MZQMrhLEeEc1g4Cnp4Dbp\nxlEeUW3Iql1jeSuCsSYZy6UMqR1OMDbgPHrJYTW/pRsi6t1VGNv7jO2ydOMMYzsRfQp4zLppfk5Q\nNQnGqjexcdZNQBhbafRd7c/k6FcGYz00ysEzSQzOWz1fPe6qr6q2DTB2mccOwdhlPVYQ9e4KjHWN\n6HdWunGBsdL0SlcYm3rAWPWCbwrGmspmZjC4tWvgGFsnjG3SjI3odwHGLvMIOCiuBcZarr9rPfps\nl2Fs7zO2yxG9K4w9bt7+opJjMuN5qqVJtvw5QdWa83T9cQm9sm6+x80rGOus0Ttoo/qCKVPZzeul\nCeb4mqndxrQOMNZXB24+64PXLsPYJv26YWywBVOGvIZC01Y9NwhjXds/1FzKUP9flU1XupFgLGVL\nOcZl1o1Vo1+hdOMSKZABxuplhNTngX7dVa+nC4wdEqVKN/ZQ6WYbYGyTvq+/9fNsU1SHLCTTy3O+\n/lsi3fjC2CjdrND6HH2SMJCUyNJ29RLPlbGSRj8Exs5naVAY6yPd9D2svjYVGOuqYe8KjF3m4Tko\nGus5ARi7rMcqYKzDQCbmFWGsaJPU6CktgDJBkrTligQHzttFo++DsS2NvjeiL6sByMFcIBgSNxjb\np/H5WodNOGqUQ7YCbtK4QFfTcRPwVG1tMFY4FhTGrqFfOvmOuP6u9egz3995DZWXC6NaRdv0Mpo6\nrtImGdEjKQDBSRPS5fFe6SZJxTxaET13ZQnJ2SYJAUxVvRwsJIwNuVgKECQrx1dX8fW6PtcGioNE\n9AMi15VE9MKxVcNYYz0Hvum4lKd+33r7M0X0IeSNAZKdmJf05jkCxq6ibaoREQi0mxF9H4xN0gIo\nuxpnQikSdoOxWZItwa1qQ2AsAKDMOqtZTdYHYGZpJmr0JhgbEtSEhrF9dTMBVunmnwqM1X8bdZlW\ngnwrhrGm85z65bDCWAmaTxTGNuUcShhLhog+pcw9ou/T6D1gLACglAGqZC7a31bAWD2id4zM+9JM\nHcaaJIpNwFhTnZz6pe8+7NPoNwljB0bT2wZjm/odXumm7DZc1eiDSDeOMBZAlVdA6UbKa3IwVh0M\nDTC27wbdRhhrrJsk3WwSxjpE9L2Mom+g30YYK0k3E4WxTf12Urrpg7FIcjEaT+jAeTvBWGGwGAJj\nAVTlkhuY6QMwWZICjitjNwpj9bQBI/opw1hj3XYNxjpE9FsJY7V6JpSg5LKzJ88UYCwwoYieiM4i\noquJ6LNE9BJDmt8nomuJ6Aoiepgtv6EwNlUc/TphLFDts+Mc0fdFymkKoi2AsXr0v6mIfgSMtYLi\nEBH9JmGsi3QzNqLfARhr2pNnCjAWmEhET0QJgAsAPA7A6QDOIaIHaWkeD+B+zPwDAJ4D4A9tefbB\nWEoKcVVrShmodIOxs4ArYwEAZSbOlFHt6NGjVX49EGyWyHlNGsaWBa75+DWd74fCWBPYCwVjh9Tt\n6NGjXnVLKAGBUHLZro8FXA6BoyFgbHNv+tZn1TC22eJDBN0e+fY9exI4jzC2bWcCuJaZr2fmBYBL\nADxBS/MEAG8CAGb+CIATieg+pgxdYGyfdOMU0QvSzVAYS9wPY5c3W4/2l6Up4BPRTwHGcoGrP3Z1\n5/t1SDdDYKxT3bTyjh496iXdNMclBzJYujGUMRbGSo5+CjC2YHm/dt9ouvXsmeopRfQRxi7tZAA3\nKJ9vrI/Z0twkpFnaZKQbXxgrOGfJ+m6gLJFloEnD2LIAofswThnGDnll9pFumuOuDsRJujGUsasw\n1phvQBgL+A3IjTX77etvbF71mQiMXe37gmBnX3w2rtkDbv4C8J9fDHztu4Gvfh543cUHaW77+reQ\n8KxzbkZzfPiDc5z9fuDTnwZm3SRL28vmuPH6Oc4+u338c5+rzpulM3wn/w7OvvhsfPXbX8UsqTKb\nz6t/uiU8w8s++kzc86rjjWVe86lr8PGLP46P3PgR/MoZv2Ku22yGr5zwXpx9cbty154B/LvPAPf8\n0sGxbxz7BmappaGeNktm+J0P/A7edOWbcOM3bly225T2zVe+GZfffDk+etNH8ZjkMa3v5+kc81To\nrJ40pvOk41mSYVEsOn2l2idu+QR++vt/ulP3VdcNqO6jX3jrL7RevW/8xo146H0e6pzHkLJnyQwf\nv/nj1n659Vu3Wq9vX31m6QzX33E9zr74bNz4jRvxQ/f+oW6aZIYXvftFuMd33cOYj82KshDv71k6\nw1uveCs+9eVPOeXTPHvX3HYNnv7Qp4v1fOKfP7FV1k3fuAkP/u4HG/MkImRJhrMvPnvw7rGqbzGZ\ny3M01qjv12GI6BEAzmPms+rPLwXAzPwflTR/COB9zPzW+vPVAB7NzLdqeY37KZpo0aJFO6TGzIO3\nsHWJ6C8HcH8iOg3ALQCeDOAcLc2lAJ4L4K31wHCH7uTHVjRatGjRog2zXkfPzAURPQ/AZag0/dcz\n81VE9Jzqa76Imd9FRD9DRJ8D8C0Az1pttaNFixYtmqv1SjfRokWLFm27bW0rY10WXW2LEdEpRPRe\nIvp7IvoUEb2gPn4PIrqMiK4hor8iohM3XdcxRkQJEf0dEV1af96Z9hHRiUT050R0VX0df3TH2vdi\nIvo0EV1JRH9GRPNtbh8RvZ6IbiWiK5VjxvYQ0cvqBZxXEdFjN1NrdzO071V1/a8gorcT0d2U77za\ntxZH77LoasssB/D/MPPpAH4MwHPr9rwUwHuY+YEA3gvgZRusYwh7IYDPKJ93qX3/BcC7mPnBAB4K\n4GrsSPuI6CQAzwfwcGZ+CCqJ9hxsd/veiMp/qCa2h4h+EMCTADwYwOMBXEihfotzdSa17zIApzPz\nwwBcixHtW1dE77LoamuMmb/EzFfUf38TwFUATkHVpj+pk/0JgJ/fTA3HGxGdAuBnAPyRcngn2ldH\nRo9i5jcCADPnzPx17Ej7aksB3IWIMgDfhWpty9a2j5k/AOBr2mFTe34OwCX1df0HVE7yzHXUc6hJ\n7WPm9zAvJ/F/GJWPAQa0b12O3mXR1VYaEX0vgIehuhD3aWYbMfOXANx7czUbbf8JwK8BUCHOrrTv\n+wDcRkRvrKWpi4joeOxI+5j5ZgCvAfBFVA7+68z8HuxI+xS7t6E9Xgs4t8T+NYB31X97t28ju1fu\nihHRCQDeBuCFdWSvk+2tJN1E9LMAbq3fWmyvhFvZPlRSxsMBvJaZH45qpthLsTvX7+6oot3TAJyE\nKrJ/CnakfRbbtfYAAIjoNwAsmPni3sQGW5ejvwnAqcrnU+pjW2v1K/HbALyZmd9RH7612eOHiO4L\n4Mubqt9I+6cAfo6IrgNwMYCfJKI3A/jSjrTvRgA3MPPH6s9vR+X4d+X6/RSA65j5dmYuAPx3AI/E\n7rSvMVN7bgLwPUq6rfU3RPRMVBLqucph7/aty9EvF10R0RzVoqtL11T2quwNAD7DzP9FOXYpgGfW\nfz8DwDv0k7bBmPnXmflUZv5+VNfqvcz8NADvxG6071YANxDRA+pDjwHw99iR64dKsnkEER1XQ7rH\noILq294+QvsN09SeSwE8uZ5p9H0A7g/go+uq5AhrtY+IzkIln/4cMx9T0vm3j5nX8g/AWQCuQQUO\nXrquclfUln8KoABwBYBPAPi7un33BPCeup2XAbj7pusaoK2PBnBp/ffOtA/VTJvL62v4FwBO3LH2\nvRzVJIErUYHK2Ta3D8BbANwM4BiqgexZAO5hag+qGSqfq/vgsZuu/8D2XQvg+tq//B2AC4e2Ly6Y\nihYtWrQdtwhjo0WLFm3HLTr6aNGiRdtxi44+WrRo0XbcoqOPFi1atB236OijRYsWbcctOvpo0aJF\n23GLjj5atGjRdtyio48WLVq0Hbf/H1PO8OVLShAiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe279240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "compareValues(combinedDf, 'hostileCount')\n",
    "compareValues(combinedDf, 'passiveCount')\n",
    "compareValues(combinedDf, 'activeCount')\n",
    "compareValues(combinedDf, 'compareActivePasive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CalculateColumn('priorpolarity', sentences, 'negative')\n",
    "CalculateColumn('priorpolarity', sentences, 'positive')\n",
    "CalculateColumn('priorpolarity', sentences, 'negative', 'strongsubj')\n",
    "CalculateColumn('priorpolarity', sentences, 'positive', 'strongsubj')\n",
    "CalculateColumn('priorpolarity', sentences, 'negative', 'weaksubj')\n",
    "CalculateColumn('priorpolarity', sentences, 'positive', 'weaksubj')\n",
    "\n",
    "CalculateColumn('active', sentences, None, 'weaksubj')\n",
    "CalculateColumn('passive', sentences, None, 'weaksubj')\n",
    "CalculateColumn('active', sentences, None, 'strongsubj')\n",
    "CalculateColumn('passive', sentences, None, 'strongsubj')\n",
    "CalculateColumn('active', sentences)\n",
    "CalculateColumn('passive', sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}