ourCode.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "##Exploring Traveler data\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%pylab inline \n",
    "train_file=\"deaths-in-india-satp-dfe_Final.csv\"\n",
    "\n",
    "data = pd.read_csv(train_file, header = 0,index_col=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>accuracy</th>\n",
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       "      <td>Baramulla</td>\n",
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       "      <td>Kamrup</td>\n",
       "      <td>Karimnagar</td>\n",
       "      <td>Tinsukia</td>\n",
       "      <td>Churachandpur</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sibsagar</td>\n",
       "      <td>...</td>\n",
       "      <td>Imphal West</td>\n",
       "      <td>Dibrugarh</td>\n",
       "      <td>Palamu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Singhbhum</td>\n",
       "      <td>Patna</td>\n",
       "      <td>Sundargarh</td>\n",
       "      <td>Ganderbal</td>\n",
       "      <td>Latehar</td>\n",
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       "    <tr>\n",
       "      <th>civilians_gold</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <td>NaN</td>\n",
       "      <td>04-Mar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Monday</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>two years ago;February 2</td>\n",
       "      <td>10-Mar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;fc&gt;&lt;be&gt;&lt;8c&gt;&lt;93&gt;&lt;a4&gt;&lt;bc&gt;SS;April 10</td>\n",
       "      <td>26-Mar</td>\n",
       "      <td>16-Jul</td>\n",
       "      <td>22-Jun</td>\n",
       "      <td>13-Dec</td>\n",
       "      <td>04-Feb</td>\n",
       "      <td>18-Sep</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>districtmatch</th>\n",
       "      <td>srinagar</td>\n",
       "      <td>baramulla</td>\n",
       "      <td>calcutta</td>\n",
       "      <td>kamrup</td>\n",
       "      <td>karimnagar</td>\n",
       "      <td>tinsukia</td>\n",
       "      <td>churachandpur</td>\n",
       "      <td>srinagar</td>\n",
       "      <td>jorhat</td>\n",
       "      <td>sibsagar</td>\n",
       "      <td>...</td>\n",
       "      <td>imphal west</td>\n",
       "      <td>dibrugarh</td>\n",
       "      <td>palamu</td>\n",
       "      <td>jammu</td>\n",
       "      <td>kulgam</td>\n",
       "      <td>west singhbhum</td>\n",
       "      <td>patna</td>\n",
       "      <td>sundargarh</td>\n",
       "      <td>ganderbal</td>\n",
       "      <td>latehar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eventid</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>94258</td>\n",
       "      <td>141700</td>\n",
       "      <td>247876</td>\n",
       "      <td>327015</td>\n",
       "      <td>60782</td>\n",
       "      <td>316428</td>\n",
       "      <td>40669</td>\n",
       "      <td>264303</td>\n",
       "      <td>225666</td>\n",
       "      <td>206819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>militants_terrorists_insurgents_gold</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>object</th>\n",
       "      <td>three militants and one security forces personnel</td>\n",
       "      <td>Seven other militants</td>\n",
       "      <td>A top Naga rebel and associate of National Soc...</td>\n",
       "      <td>Seven militants of the Garo National Front ( G...</td>\n",
       "      <td>two suspected naxalites belonging to the PWG</td>\n",
       "      <td>One ULFA rebel</td>\n",
       "      <td>Churachandpur district one jawan</td>\n",
       "      <td>Shah</td>\n",
       "      <td>Three suspected National Socialist Council of ...</td>\n",
       "      <td>three people</td>\n",
       "      <td>...</td>\n",
       "      <td>two People 's Liberation Army ( PLA ) cadres ,...</td>\n",
       "      <td>a ULFA cadre , Pramulya Boruah , from Neo Deog...</td>\n",
       "      <td>Asfar Ansari and Ravindra Bhuiyan ,</td>\n",
       "      <td>Two Jammu and Kashmir Policemen</td>\n",
       "      <td>two Lashkar - e - Toiba ( LeT ) terrorists</td>\n",
       "      <td>Four Communist Party of India - Maoist ( CPI-M...</td>\n",
       "      <td>a supporter of the Communist Party of India ( ...</td>\n",
       "      <td>an armed Maoist cadre</td>\n",
       "      <td>a Pakistani militant of the LeT</td>\n",
       "      <td>Arun Yadav , a Maoist , from Tarwadih village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>objectcleanpp</th>\n",
       "      <td>militants and security forces personnel</td>\n",
       "      <td>other militants</td>\n",
       "      <td>top naga rebel and associate national socialis...</td>\n",
       "      <td>militants garo national front gnf underground ...</td>\n",
       "      <td>suspected naxalites belonging to pwg</td>\n",
       "      <td>ulfa rebel</td>\n",
       "      <td>district jawan</td>\n",
       "      <td>shah</td>\n",
       "      <td>suspected national socialist council nagaland ...</td>\n",
       "      <td>people</td>\n",
       "      <td>...</td>\n",
       "      <td>people liberation army pla cadres fc be bc ss ...</td>\n",
       "      <td>ulfa cadre pramulya boruah village police stat...</td>\n",
       "      <td>asfar ansari and ravindra bhuiyan</td>\n",
       "      <td>and policemen</td>\n",
       "      <td>lashkar toiba let terrorists</td>\n",
       "      <td>communist party india maoist cpi aoist cadres ...</td>\n",
       "      <td>supporter communist party india marxist lenini...</td>\n",
       "      <td>armed maoist cadre</td>\n",
       "      <td>pakistani militant let</td>\n",
       "      <td>arun yadav maoist village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>objectcount</th>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pid</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>41550</td>\n",
       "      <td>60515</td>\n",
       "      <td>98344</td>\n",
       "      <td>128984</td>\n",
       "      <td>25968</td>\n",
       "      <td>124822</td>\n",
       "      <td>17088</td>\n",
       "      <td>104808</td>\n",
       "      <td>89841</td>\n",
       "      <td>82738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>report_date</th>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-08-2000</td>\n",
       "      <td>03-08-2000</td>\n",
       "      <td>03-09-2000</td>\n",
       "      <td>03-09-2000</td>\n",
       "      <td>03-12-2000</td>\n",
       "      <td>03-12-2000</td>\n",
       "      <td>...</td>\n",
       "      <td>04-11-2006</td>\n",
       "      <td>3/29/08</td>\n",
       "      <td>7/18/11</td>\n",
       "      <td>6/23/13</td>\n",
       "      <td>12/14/03</td>\n",
       "      <td>03-05-2013</td>\n",
       "      <td>9/19/02</td>\n",
       "      <td>1/22/12</td>\n",
       "      <td>10-01-2010</td>\n",
       "      <td>3/27/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rid</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>24386</td>\n",
       "      <td>32929</td>\n",
       "      <td>50680</td>\n",
       "      <td>63923</td>\n",
       "      <td>15699</td>\n",
       "      <td>62135</td>\n",
       "      <td>9999</td>\n",
       "      <td>53676</td>\n",
       "      <td>46222</td>\n",
       "      <td>42962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>security_forces_gold</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sentence</th>\n",
       "      <td>In an encounter at Khurhama, on the outskirts ...</td>\n",
       "      <td>Seven other militants were killed in separate ...</td>\n",
       "      <td>A top Naga rebel and associate of National Soc...</td>\n",
       "      <td>Seven militants of the Garo National Front (GN...</td>\n",
       "      <td>In another incident, two suspected naxalites b...</td>\n",
       "      <td>One ULFA rebel was also killed in the incident...</td>\n",
       "      <td>In the exchange of fire at Parbung area, Chura...</td>\n",
       "      <td>Shah, arrested two years ago, gave the slip to...</td>\n",
       "      <td>Three suspected National Socialist Council of ...</td>\n",
       "      <td>Meanwhile, three people were also arrested in ...</td>\n",
       "      <td>...</td>\n",
       "      <td>Meanwhile, two People's Liberation Army (PLA) ...</td>\n",
       "      <td>A joint team of Assam Police and the Army arre...</td>\n",
       "      <td>Meanwhile, three Jharkhand Prastuti Committee ...</td>\n",
       "      <td>Two Jammu and Kashmir Policemen were killed af...</td>\n",
       "      <td>Meanwhile two Lashkar-e-Toiba (LeT) terrorists...</td>\n",
       "      <td>Four Communist Party of India-Maoist (CPI-Maoi...</td>\n",
       "      <td>Left-wing extremists&lt;fc&gt;&lt;be&gt;&lt;8d&gt;&lt;b3&gt;&lt;a4&gt;&lt;bc&gt;Na...</td>\n",
       "      <td>Meanwhile, the Security Force personnel, arres...</td>\n",
       "      <td>In addition, a Pakistani militant of the LeT w...</td>\n",
       "      <td>Separately, Arun Yadav, a Maoist, was arrested...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sid</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>94258</td>\n",
       "      <td>141700</td>\n",
       "      <td>247876</td>\n",
       "      <td>327015</td>\n",
       "      <td>60782</td>\n",
       "      <td>316428</td>\n",
       "      <td>40669</td>\n",
       "      <td>264303</td>\n",
       "      <td>225666</td>\n",
       "      <td>206819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srid</th>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>39</td>\n",
       "      <td>98</td>\n",
       "      <td>109</td>\n",
       "      <td>123</td>\n",
       "      <td>130</td>\n",
       "      <td>297</td>\n",
       "      <td>298</td>\n",
       "      <td>...</td>\n",
       "      <td>225099</td>\n",
       "      <td>337192</td>\n",
       "      <td>617599</td>\n",
       "      <td>828594</td>\n",
       "      <td>143713</td>\n",
       "      <td>800354</td>\n",
       "      <td>96806</td>\n",
       "      <td>661804</td>\n",
       "      <td>557571</td>\n",
       "      <td>507526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <td>JK</td>\n",
       "      <td>JK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AS</td>\n",
       "      <td>MN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>MN</td>\n",
       "      <td>AS</td>\n",
       "      <td>JH</td>\n",
       "      <td>JK</td>\n",
       "      <td>JK</td>\n",
       "      <td>JH</td>\n",
       "      <td>BR|JH</td>\n",
       "      <td>OR</td>\n",
       "      <td>JK</td>\n",
       "      <td>JH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state_full</th>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assam</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assam</td>\n",
       "      <td>Manipur</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Manipur</td>\n",
       "      <td>Assam</td>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>Orissa</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jharkhand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subject</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A joint team of Assam Police and the Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left-wing extremists &lt; fc &gt; &lt; be &gt; &lt; 8d &gt; &lt; b3...</td>\n",
       "      <td>the Security Force personnel ,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmlabel1</th>\n",
       "      <td>security</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>civilian</td>\n",
       "      <td>civilian</td>\n",
       "      <td>civilian</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>civilian</td>\n",
       "      <td>...</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>security</td>\n",
       "      <td>civilian</td>\n",
       "      <td>security</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmlabel1prob</th>\n",
       "      <td>0.997059</td>\n",
       "      <td>0.979219</td>\n",
       "      <td>0.948564</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.85803</td>\n",
       "      <td>0.52263</td>\n",
       "      <td>0.844207</td>\n",
       "      <td>0.73045</td>\n",
       "      <td>0.999997</td>\n",
       "      <td>0.774559</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.775363</td>\n",
       "      <td>0.789876</td>\n",
       "      <td>0.443174</td>\n",
       "      <td>0.995415</td>\n",
       "      <td>1</td>\n",
       "      <td>0.996965</td>\n",
       "      <td>0.998613</td>\n",
       "      <td>0.995912</td>\n",
       "      <td>0.951037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmlabel2</th>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>maoist</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>...</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>maoist</td>\n",
       "      <td>maoist</td>\n",
       "      <td>maoist</td>\n",
       "      <td>not-assigned</td>\n",
       "      <td>maoist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmlabel2prob</th>\n",
       "      <td>0.991717</td>\n",
       "      <td>0.994222</td>\n",
       "      <td>0.990548</td>\n",
       "      <td>1</td>\n",
       "      <td>0.914427</td>\n",
       "      <td>0.994042</td>\n",
       "      <td>0.963795</td>\n",
       "      <td>0.95006</td>\n",
       "      <td>0.999998</td>\n",
       "      <td>0.962385</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.974107</td>\n",
       "      <td>0.964198</td>\n",
       "      <td>0.964398</td>\n",
       "      <td>0.999998</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999979</td>\n",
       "      <td>0.999966</td>\n",
       "      <td>0.999995</td>\n",
       "      <td>0.999996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmobjecttypelab</th>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>...</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "      <td>person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmobjecttypeprob</th>\n",
       "      <td>0.99651</td>\n",
       "      <td>0.986274</td>\n",
       "      <td>0.996909</td>\n",
       "      <td>0.991712</td>\n",
       "      <td>0.987609</td>\n",
       "      <td>0.986514</td>\n",
       "      <td>0.984179</td>\n",
       "      <td>0.991774</td>\n",
       "      <td>0.99644</td>\n",
       "      <td>0.992577</td>\n",
       "      <td>...</td>\n",
       "      <td>0.999922</td>\n",
       "      <td>0.994862</td>\n",
       "      <td>0.991512</td>\n",
       "      <td>0.986521</td>\n",
       "      <td>0.991934</td>\n",
       "      <td>0.99988</td>\n",
       "      <td>0.996917</td>\n",
       "      <td>0.999138</td>\n",
       "      <td>0.990061</td>\n",
       "      <td>0.996419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_number_of_people_gold</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verb</th>\n",
       "      <td>killed</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "      <td>surrendered</td>\n",
       "      <td>killed</td>\n",
       "      <td>killed</td>\n",
       "      <td>injured</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>...</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>killed</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>36 rows × 27233 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                  0      \\\n",
       "_unit_id                                                                      711601341   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 8:54   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       3   \n",
       "security_forces                                                                       1   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                            NaN   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                                  srinagar   \n",
       "eventid                                                                               3   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                three militants and one security forces personnel   \n",
       "objectcleanpp                                   militants and security forces personnel   \n",
       "objectcount                                                                           4   \n",
       "pid                                                                                   3   \n",
       "report_date                                                                  03-07-2000   \n",
       "rid                                                                                   2   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              In an encounter at Khurhama, on the outskirts ...   \n",
       "sid                                                                                   3   \n",
       "srid                                                                                  7   \n",
       "state                                                                                JK   \n",
       "state_full                                                            Jammu and Kashmir   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                      security   \n",
       "svmlabel1prob                                                                  0.997059   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.991717   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                               0.99651   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  1      \\\n",
       "_unit_id                                                                      711601342   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 9:41   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       7   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                      Baramulla   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             04-Mar   \n",
       "districtmatch                                                                 baramulla   \n",
       "eventid                                                                               4   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                            Seven other militants   \n",
       "objectcleanpp                                                           other militants   \n",
       "objectcount                                                                           7   \n",
       "pid                                                                                   3   \n",
       "report_date                                                                  03-07-2000   \n",
       "rid                                                                                   2   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Seven other militants were killed in separate ...   \n",
       "sid                                                                                   4   \n",
       "srid                                                                                  8   \n",
       "state                                                                                JK   \n",
       "state_full                                                            Jammu and Kashmir   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.979219   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.994222   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.986274   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  2      \\\n",
       "_unit_id                                                                      711601343   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 8:35   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       1   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                            NaN   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                                  calcutta   \n",
       "eventid                                                                              13   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                A top Naga rebel and associate of National Soc...   \n",
       "objectcleanpp                         top naga rebel and associate national socialis...   \n",
       "objectcount                                                                           0   \n",
       "pid                                                                                   7   \n",
       "report_date                                                                  03-07-2000   \n",
       "rid                                                                                   5   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              A top Naga rebel and associate of National Soc...   \n",
       "sid                                                                                  13   \n",
       "srid                                                                                 31   \n",
       "state                                                                               NaN   \n",
       "state_full                                                                          NaN   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.948564   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.990548   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.996909   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  3      \\\n",
       "_unit_id                                                                      711601344   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 9:12   \n",
       "civilians                                                                           NaN   \n",
       "militants_terrorists_insurgents                                                       7   \n",
       "security_forces                                                                     NaN   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                         Kamrup   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             Monday   \n",
       "districtmatch                                                                    kamrup   \n",
       "eventid                                                                              15   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                Seven militants of the Garo National Front ( G...   \n",
       "objectcleanpp                         militants garo national front gnf underground ...   \n",
       "objectcount                                                                           7   \n",
       "pid                                                                                   8   \n",
       "report_date                                                                  03-07-2000   \n",
       "rid                                                                                   6   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Seven militants of the Garo National Front (GN...   \n",
       "sid                                                                                  15   \n",
       "srid                                                                                 39   \n",
       "state                                                                                AS   \n",
       "state_full                                                                        Assam   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.999999   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                         1   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.991712   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                        surrendered   \n",
       "\n",
       "                                                                                  4      \\\n",
       "_unit_id                                                                      711601345   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 9:23   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       2   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                     Karimnagar   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                                karimnagar   \n",
       "eventid                                                                              41   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                     two suspected naxalites belonging to the PWG   \n",
       "objectcleanpp                                      suspected naxalites belonging to pwg   \n",
       "objectcount                                                                           2   \n",
       "pid                                                                                  21   \n",
       "report_date                                                                  03-08-2000   \n",
       "rid                                                                                  15   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              In another incident, two suspected naxalites b...   \n",
       "sid                                                                                  41   \n",
       "srid                                                                                 98   \n",
       "state                                                                               NaN   \n",
       "state_full                                                                          NaN   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                   0.85803   \n",
       "svmlabel2                                                                        maoist   \n",
       "svmlabel2prob                                                                  0.914427   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.987609   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  5      \\\n",
       "_unit_id                                                                      711601346   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 8:36   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       1   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                       Tinsukia   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                                  tinsukia   \n",
       "eventid                                                                              46   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                                   One ULFA rebel   \n",
       "objectcleanpp                                                                ulfa rebel   \n",
       "objectcount                                                                           1   \n",
       "pid                                                                                  22   \n",
       "report_date                                                                  03-08-2000   \n",
       "rid                                                                                  16   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              One ULFA rebel was also killed in the incident...   \n",
       "sid                                                                                  46   \n",
       "srid                                                                                109   \n",
       "state                                                                                AS   \n",
       "state_full                                                                        Assam   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                      civilian   \n",
       "svmlabel1prob                                                                   0.52263   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.994042   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.986514   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  6      \\\n",
       "_unit_id                                                                      711601347   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 8:51   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       0   \n",
       "security_forces                                                                       1   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                  Churachandpur   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                             churachandpur   \n",
       "eventid                                                                              52   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                 Churachandpur district one jawan   \n",
       "objectcleanpp                                                            district jawan   \n",
       "objectcount                                                                           1   \n",
       "pid                                                                                  25   \n",
       "report_date                                                                  03-09-2000   \n",
       "rid                                                                                  18   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              In the exchange of fire at Parbung area, Chura...   \n",
       "sid                                                                                  52   \n",
       "srid                                                                                123   \n",
       "state                                                                                MN   \n",
       "state_full                                                                      Manipur   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                      civilian   \n",
       "svmlabel1prob                                                                  0.844207   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.963795   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.984179   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                            injured   \n",
       "\n",
       "                                                                                  7      \\\n",
       "_unit_id                                                                      711601348   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 9:29   \n",
       "civilians                                                                             1   \n",
       "militants_terrorists_insurgents                                                       0   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                            NaN   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                           two years ago;February 2   \n",
       "districtmatch                                                                  srinagar   \n",
       "eventid                                                                              56   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                                             Shah   \n",
       "objectcleanpp                                                                      shah   \n",
       "objectcount                                                                           0   \n",
       "pid                                                                                  27   \n",
       "report_date                                                                  03-09-2000   \n",
       "rid                                                                                  20   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Shah, arrested two years ago, gave the slip to...   \n",
       "sid                                                                                  56   \n",
       "srid                                                                                130   \n",
       "state                                                                               NaN   \n",
       "state_full                                                                          NaN   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                      civilian   \n",
       "svmlabel1prob                                                                   0.73045   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                   0.95006   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.991774   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  8      \\\n",
       "_unit_id                                                                      711601349   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 8:55   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       3   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                            NaN   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             10-Mar   \n",
       "districtmatch                                                                    jorhat   \n",
       "eventid                                                                             123   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                Three suspected National Socialist Council of ...   \n",
       "objectcleanpp                         suspected national socialist council nagaland ...   \n",
       "objectcount                                                                           3   \n",
       "pid                                                                                  57   \n",
       "report_date                                                                  03-12-2000   \n",
       "rid                                                                                  40   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Three suspected National Socialist Council of ...   \n",
       "sid                                                                                 123   \n",
       "srid                                                                                297   \n",
       "state                                                                               NaN   \n",
       "state_full                                                                          NaN   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.999997   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.999998   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                               0.99644   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  9      \\\n",
       "_unit_id                                                                      711601350   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                          4/30/15 8:16   \n",
       "civilians                                                                             3   \n",
       "militants_terrorists_insurgents                                                       0   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                       Sibsagar   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                                  sibsagar   \n",
       "eventid                                                                             124   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                                     three people   \n",
       "objectcleanpp                                                                    people   \n",
       "objectcount                                                                           3   \n",
       "pid                                                                                  57   \n",
       "report_date                                                                  03-12-2000   \n",
       "rid                                                                                  40   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Meanwhile, three people were also arrested in ...   \n",
       "sid                                                                                 124   \n",
       "srid                                                                                298   \n",
       "state                                                                               NaN   \n",
       "state_full                                                                          NaN   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                      civilian   \n",
       "svmlabel1prob                                                                  0.774559   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.962385   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.992577   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                            ...                          \\\n",
       "_unit_id                                                    ...                           \n",
       "_golden                                                     ...                           \n",
       "_unit_state                                                 ...                           \n",
       "_trusted_judgments                                          ...                           \n",
       "_last_judgment_at                                           ...                           \n",
       "civilians                                                   ...                           \n",
       "militants_terrorists_insurgents                             ...                           \n",
       "security_forces                                             ...                           \n",
       "accuracy                                                    ...                           \n",
       "canddist                                                    ...                           \n",
       "civilians_gold                                              ...                           \n",
       "date                                                        ...                           \n",
       "districtmatch                                               ...                           \n",
       "eventid                                                     ...                           \n",
       "militants_terrorists_insurgents_gold                        ...                           \n",
       "object                                                      ...                           \n",
       "objectcleanpp                                               ...                           \n",
       "objectcount                                                 ...                           \n",
       "pid                                                         ...                           \n",
       "report_date                                                 ...                           \n",
       "rid                                                         ...                           \n",
       "security_forces_gold                                        ...                           \n",
       "sentence                                                    ...                           \n",
       "sid                                                         ...                           \n",
       "srid                                                        ...                           \n",
       "state                                                       ...                           \n",
       "state_full                                                  ...                           \n",
       "subject                                                     ...                           \n",
       "svmlabel1                                                   ...                           \n",
       "svmlabel1prob                                               ...                           \n",
       "svmlabel2                                                   ...                           \n",
       "svmlabel2prob                                               ...                           \n",
       "svmobjecttypelab                                            ...                           \n",
       "svmobjecttypeprob                                           ...                           \n",
       "total_number_of_people_gold                                 ...                           \n",
       "verb                                                        ...                           \n",
       "\n",
       "                                                                                  27223  \\\n",
       "_unit_id                                                                      712482413   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-05-2015 03:56   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       3   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                    Imphal West   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                <fc><be><8c><93><a4><bc>SS;April 10   \n",
       "districtmatch                                                               imphal west   \n",
       "eventid                                                                           94258   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                two People 's Liberation Army ( PLA ) cadres ,...   \n",
       "objectcleanpp                         people liberation army pla cadres fc be bc ss ...   \n",
       "objectcount                                                                           2   \n",
       "pid                                                                               41550   \n",
       "report_date                                                                  04-11-2006   \n",
       "rid                                                                               24386   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Meanwhile, two People's Liberation Army (PLA) ...   \n",
       "sid                                                                               94258   \n",
       "srid                                                                             225099   \n",
       "state                                                                                MN   \n",
       "state_full                                                                      Manipur   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                         1   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                         1   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.999922   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  27224  \\\n",
       "_unit_id                                                                      712482423   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-04-2015 18:36   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       1   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                      Dibrugarh   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             26-Mar   \n",
       "districtmatch                                                                 dibrugarh   \n",
       "eventid                                                                          141700   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                a ULFA cadre , Pramulya Boruah , from Neo Deog...   \n",
       "objectcleanpp                         ulfa cadre pramulya boruah village police stat...   \n",
       "objectcount                                                                           0   \n",
       "pid                                                                               60515   \n",
       "report_date                                                                     3/29/08   \n",
       "rid                                                                               32929   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              A joint team of Assam Police and the Army arre...   \n",
       "sid                                                                              141700   \n",
       "srid                                                                             337192   \n",
       "state                                                                                AS   \n",
       "state_full                                                                        Assam   \n",
       "subject                                       A joint team of Assam Police and the Army   \n",
       "svmlabel1                                                                      security   \n",
       "svmlabel1prob                                                                  0.775363   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.974107   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.994862   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  27225  \\\n",
       "_unit_id                                                                      712482442   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-05-2015 09:46   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       3   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                         Palamu   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             16-Jul   \n",
       "districtmatch                                                                    palamu   \n",
       "eventid                                                                          247876   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                              Asfar Ansari and Ravindra Bhuiyan ,   \n",
       "objectcleanpp                                         asfar ansari and ravindra bhuiyan   \n",
       "objectcount                                                                           0   \n",
       "pid                                                                               98344   \n",
       "report_date                                                                     7/18/11   \n",
       "rid                                                                               50680   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Meanwhile, three Jharkhand Prastuti Committee ...   \n",
       "sid                                                                              247876   \n",
       "srid                                                                             617599   \n",
       "state                                                                                JH   \n",
       "state_full                                                                    Jharkhand   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                      civilian   \n",
       "svmlabel1prob                                                                  0.789876   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.964198   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.991512   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  27226  \\\n",
       "_unit_id                                                                      712482447   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-06-2015 05:09   \n",
       "civilians                                                                           NaN   \n",
       "militants_terrorists_insurgents                                                     NaN   \n",
       "security_forces                                                                       2   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                            NaN   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             22-Jun   \n",
       "districtmatch                                                                     jammu   \n",
       "eventid                                                                          327015   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                  Two Jammu and Kashmir Policemen   \n",
       "objectcleanpp                                                             and policemen   \n",
       "objectcount                                                                           2   \n",
       "pid                                                                              128984   \n",
       "report_date                                                                     6/23/13   \n",
       "rid                                                                               63923   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Two Jammu and Kashmir Policemen were killed af...   \n",
       "sid                                                                              327015   \n",
       "srid                                                                             828594   \n",
       "state                                                                                JK   \n",
       "state_full                                                            Jammu and Kashmir   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                      security   \n",
       "svmlabel1prob                                                                  0.443174   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.964398   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.986521   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  27227  \\\n",
       "_unit_id                                                                      712482461   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-06-2015 04:17   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       2   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                            NaN   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             13-Dec   \n",
       "districtmatch                                                                    kulgam   \n",
       "eventid                                                                           60782   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                       two Lashkar - e - Toiba ( LeT ) terrorists   \n",
       "objectcleanpp                                              lashkar toiba let terrorists   \n",
       "objectcount                                                                           2   \n",
       "pid                                                                               25968   \n",
       "report_date                                                                    12/14/03   \n",
       "rid                                                                               15699   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Meanwhile two Lashkar-e-Toiba (LeT) terrorists...   \n",
       "sid                                                                               60782   \n",
       "srid                                                                             143713   \n",
       "state                                                                                JK   \n",
       "state_full                                                            Jammu and Kashmir   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.995415   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.999998   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.991934   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  27228  \\\n",
       "_unit_id                                                                      712482465   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-05-2015 13:45   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       4   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                 West Singhbhum   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             04-Feb   \n",
       "districtmatch                                                            west singhbhum   \n",
       "eventid                                                                          316428   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                Four Communist Party of India - Maoist ( CPI-M...   \n",
       "objectcleanpp                         communist party india maoist cpi aoist cadres ...   \n",
       "objectcount                                                                           4   \n",
       "pid                                                                              124822   \n",
       "report_date                                                                  03-05-2013   \n",
       "rid                                                                               62135   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Four Communist Party of India-Maoist (CPI-Maoi...   \n",
       "sid                                                                              316428   \n",
       "srid                                                                             800354   \n",
       "state                                                                                JH   \n",
       "state_full                                                                    Jharkhand   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                         1   \n",
       "svmlabel2                                                                        maoist   \n",
       "svmlabel2prob                                                                         1   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                               0.99988   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  27229  \\\n",
       "_unit_id                                                                      712482476   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-05-2015 06:23   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       1   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                          Patna   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                             18-Sep   \n",
       "districtmatch                                                                     patna   \n",
       "eventid                                                                           40669   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                a supporter of the Communist Party of India ( ...   \n",
       "objectcleanpp                         supporter communist party india marxist lenini...   \n",
       "objectcount                                                                           0   \n",
       "pid                                                                               17088   \n",
       "report_date                                                                     9/19/02   \n",
       "rid                                                                                9999   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Left-wing extremists<fc><be><8d><b3><a4><bc>Na...   \n",
       "sid                                                                               40669   \n",
       "srid                                                                              96806   \n",
       "state                                                                             BR|JH   \n",
       "state_full                                                                        Bihar   \n",
       "subject                               Left-wing extremists < fc > < be > < 8d > < b3...   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.996965   \n",
       "svmlabel2                                                                        maoist   \n",
       "svmlabel2prob                                                                  0.999979   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.996917   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  27230  \\\n",
       "_unit_id                                                                      712482485   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-05-2015 13:08   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       1   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                     Sundargarh   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                                sundargarh   \n",
       "eventid                                                                          264303   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                            an armed Maoist cadre   \n",
       "objectcleanpp                                                        armed maoist cadre   \n",
       "objectcount                                                                           0   \n",
       "pid                                                                              104808   \n",
       "report_date                                                                     1/22/12   \n",
       "rid                                                                               53676   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              Meanwhile, the Security Force personnel, arres...   \n",
       "sid                                                                              264303   \n",
       "srid                                                                             661804   \n",
       "state                                                                                OR   \n",
       "state_full                                                                       Orissa   \n",
       "subject                                                  the Security Force personnel ,   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.998613   \n",
       "svmlabel2                                                                        maoist   \n",
       "svmlabel2prob                                                                  0.999966   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.999138   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                           arrested   \n",
       "\n",
       "                                                                                  27231  \\\n",
       "_unit_id                                                                      712482493   \n",
       "_golden                                                                           False   \n",
       "_unit_state                                                                   finalized   \n",
       "_trusted_judgments                                                                    1   \n",
       "_last_judgment_at                                                      05-05-2015 05:48   \n",
       "civilians                                                                             0   \n",
       "militants_terrorists_insurgents                                                       1   \n",
       "security_forces                                                                       0   \n",
       "accuracy                                                                              1   \n",
       "canddist                                                                      Ganderbal   \n",
       "civilians_gold                                                                      NaN   \n",
       "date                                                                                NaN   \n",
       "districtmatch                                                                 ganderbal   \n",
       "eventid                                                                          225666   \n",
       "militants_terrorists_insurgents_gold                                                NaN   \n",
       "object                                                  a Pakistani militant of the LeT   \n",
       "objectcleanpp                                                    pakistani militant let   \n",
       "objectcount                                                                           0   \n",
       "pid                                                                               89841   \n",
       "report_date                                                                  10-01-2010   \n",
       "rid                                                                               46222   \n",
       "security_forces_gold                                                                NaN   \n",
       "sentence                              In addition, a Pakistani militant of the LeT w...   \n",
       "sid                                                                              225666   \n",
       "srid                                                                             557571   \n",
       "state                                                                                JK   \n",
       "state_full                                                            Jammu and Kashmir   \n",
       "subject                                                                             NaN   \n",
       "svmlabel1                                                                     terrorist   \n",
       "svmlabel1prob                                                                  0.995912   \n",
       "svmlabel2                                                                  not-assigned   \n",
       "svmlabel2prob                                                                  0.999995   \n",
       "svmobjecttypelab                                                                 person   \n",
       "svmobjecttypeprob                                                              0.990061   \n",
       "total_number_of_people_gold                                                         NaN   \n",
       "verb                                                                             killed   \n",
       "\n",
       "                                                                                  27232  \n",
       "_unit_id                                                                      712482497  \n",
       "_golden                                                                           False  \n",
       "_unit_state                                                                   finalized  \n",
       "_trusted_judgments                                                                    1  \n",
       "_last_judgment_at                                                      05-06-2015 03:21  \n",
       "civilians                                                                             0  \n",
       "militants_terrorists_insurgents                                                       1  \n",
       "security_forces                                                                       0  \n",
       "accuracy                                                                              1  \n",
       "canddist                                                                        Latehar  \n",
       "civilians_gold                                                                      NaN  \n",
       "date                                                                                NaN  \n",
       "districtmatch                                                                   latehar  \n",
       "eventid                                                                          206819  \n",
       "militants_terrorists_insurgents_gold                                                NaN  \n",
       "object                                    Arun Yadav , a Maoist , from Tarwadih village  \n",
       "objectcleanpp                                                 arun yadav maoist village  \n",
       "objectcount                                                                           0  \n",
       "pid                                                                               82738  \n",
       "report_date                                                                     3/27/10  \n",
       "rid                                                                               42962  \n",
       "security_forces_gold                                                                NaN  \n",
       "sentence                              Separately, Arun Yadav, a Maoist, was arrested...  \n",
       "sid                                                                              206819  \n",
       "srid                                                                             507526  \n",
       "state                                                                                JH  \n",
       "state_full                                                                    Jharkhand  \n",
       "subject                                                                             NaN  \n",
       "svmlabel1                                                                     terrorist  \n",
       "svmlabel1prob                                                                  0.951037  \n",
       "svmlabel2                                                                        maoist  \n",
       "svmlabel2prob                                                                  0.999996  \n",
       "svmobjecttypelab                                                                 person  \n",
       "svmobjecttypeprob                                                              0.996419  \n",
       "total_number_of_people_gold                                                         NaN  \n",
       "verb                                                                           arrested  \n",
       "\n",
       "[36 rows x 27233 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropping _golden\n",
      "Dropping _unit_state\n",
      "Dropping accuracy\n",
      "Dropping civilians_gold\n",
      "Dropping militants_terrorists_insurgents_gold\n",
      "Dropping object\n",
      "Dropping security_forces_gold\n",
      "Dropping sid\n",
      "Dropping srid\n",
      "Dropping state\n",
      "Dropping svmlabel2\n",
      "Dropping svmlabel2prob\n",
      "Dropping svmobjecttypelab\n",
      "Dropping svmobjecttypeprob\n",
      "Dropping total_number_of_people_gold\n",
      "Dropping date\n",
      "_trusted_judgments\n",
      "objectcleanpp\n"
     ]
    }
   ],
   "source": [
    "#dropping _goden as this attribute contains same value for all of its records\n",
    "data.drop('_golden', axis = 1, inplace = True)\n",
    "print(\"Dropping _golden\")\n",
    "\n",
    "#dropping _unit_state as this attribute contains same value for all of its records\n",
    "data.drop('_unit_state',axis = 1, inplace = True)\n",
    "print(\"Dropping _unit_state\")\n",
    "\n",
    "#dropping _accuracy as this attribute does not contain any value for all of its records\n",
    "data.drop('accuracy',axis = 1, inplace = True)\n",
    "print(\"Dropping accuracy\")\n",
    "\n",
    "#dropping civilians_gold as this attribute contains same value for all of its records\n",
    "data.drop('civilians_gold',axis = 1, inplace = True)\n",
    "print(\"Dropping civilians_gold\")\n",
    "\n",
    "#dropping militants_terrorists_insurgents_gold as this attribute contains same value for all of its records\n",
    "data.drop('militants_terrorists_insurgents_gold',axis = 1, inplace = True)\n",
    "print(\"Dropping militants_terrorists_insurgents_gold\")\n",
    "\n",
    "#droppin object as it is a redundant attribute\n",
    "data.drop('object',axis = 1, inplace = True)\n",
    "print(\"Dropping object\")\n",
    "\n",
    "#dropping security_forces_gold as this attribute does not contain any value for all of its records\n",
    "data.drop('security_forces_gold',axis = 1, inplace = True)\n",
    "print(\"Dropping security_forces_gold\")\n",
    "\n",
    "#dropping sid as this attribute is not helpful possible prediction of future attacks\n",
    "data.drop('sid',axis = 1, inplace = True)\n",
    "print(\"Dropping sid\")\n",
    "\n",
    "#dropping srid as this attribute does not contain any value for all of its records\n",
    "data.drop('srid',axis = 1, inplace = True)\n",
    "print(\"Dropping srid\")\n",
    "\n",
    "#droppin state as it is a redundant attribute\n",
    "data.drop('state',axis = 1, inplace = True)\n",
    "print(\"Dropping state\")\n",
    "\n",
    "#dropping svmlabel2 as this attribute is not helpful possible prediction of future attacks\n",
    "data.drop('svmlabel2',axis = 1, inplace = True)\n",
    "print(\"Dropping svmlabel2\")\n",
    "\n",
    "#dropping svmlabel2prob as this attribute is not helpful possible prediction of future attacks\n",
    "data.drop('svmlabel2prob',axis = 1, inplace = True)\n",
    "print(\"Dropping svmlabel2prob\")\n",
    "\n",
    "#dropping svmobjecttypelab as this attribute contains same value for all of its records\n",
    "data.drop('svmobjecttypelab',axis = 1, inplace = True)\n",
    "print(\"Dropping svmobjecttypelab\")\n",
    "\n",
    "#dropping svmobjecttypeprob as this attribute is not helpful possible prediction of future attacks\n",
    "data.drop('svmobjecttypeprob',axis = 1, inplace = True)\n",
    "print(\"Dropping svmobjecttypeprob\")\n",
    "\n",
    "#dropping total_number_of_people_gold as this attribute does not contain any value for all of its records\n",
    "data.drop('total_number_of_people_gold',axis = 1, inplace = True)\n",
    "print(\"Dropping total_number_of_people_gold\")\n",
    "\n",
    "data.drop('date',axis = 1, inplace = True)\n",
    "print(\"Dropping date\")\n",
    "\n",
    "#dropping _trusted_judgments as this attribute contains same value for all of its records\n",
    "data.drop('_trusted_judgments',axis = 1, inplace = True)\n",
    "print(\"_trusted_judgments\")\n",
    "\n",
    "#dropping objectcleanpp as this attribute does nothelp for our prediction\n",
    "data.drop('objectcleanpp',axis = 1, inplace = True)\n",
    "print(\"objectcleanpp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>_unit_id</th>\n",
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       "      <td>05-06-2015 03:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>civilians</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>militants_terrorists_insurgents</th>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <th>security_forces</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>canddist</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Baramulla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kamrup</td>\n",
       "      <td>Karimnagar</td>\n",
       "      <td>Tinsukia</td>\n",
       "      <td>Churachandpur</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sibsagar</td>\n",
       "      <td>...</td>\n",
       "      <td>Imphal West</td>\n",
       "      <td>Dibrugarh</td>\n",
       "      <td>Palamu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Singhbhum</td>\n",
       "      <td>Patna</td>\n",
       "      <td>Sundargarh</td>\n",
       "      <td>Ganderbal</td>\n",
       "      <td>Latehar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>districtmatch</th>\n",
       "      <td>srinagar</td>\n",
       "      <td>baramulla</td>\n",
       "      <td>calcutta</td>\n",
       "      <td>kamrup</td>\n",
       "      <td>karimnagar</td>\n",
       "      <td>tinsukia</td>\n",
       "      <td>churachandpur</td>\n",
       "      <td>srinagar</td>\n",
       "      <td>jorhat</td>\n",
       "      <td>sibsagar</td>\n",
       "      <td>...</td>\n",
       "      <td>imphal west</td>\n",
       "      <td>dibrugarh</td>\n",
       "      <td>palamu</td>\n",
       "      <td>jammu</td>\n",
       "      <td>kulgam</td>\n",
       "      <td>west singhbhum</td>\n",
       "      <td>patna</td>\n",
       "      <td>sundargarh</td>\n",
       "      <td>ganderbal</td>\n",
       "      <td>latehar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eventid</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>94258</td>\n",
       "      <td>141700</td>\n",
       "      <td>247876</td>\n",
       "      <td>327015</td>\n",
       "      <td>60782</td>\n",
       "      <td>316428</td>\n",
       "      <td>40669</td>\n",
       "      <td>264303</td>\n",
       "      <td>225666</td>\n",
       "      <td>206819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>objectcount</th>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pid</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>41550</td>\n",
       "      <td>60515</td>\n",
       "      <td>98344</td>\n",
       "      <td>128984</td>\n",
       "      <td>25968</td>\n",
       "      <td>124822</td>\n",
       "      <td>17088</td>\n",
       "      <td>104808</td>\n",
       "      <td>89841</td>\n",
       "      <td>82738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>report_date</th>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-07-2000</td>\n",
       "      <td>03-08-2000</td>\n",
       "      <td>03-08-2000</td>\n",
       "      <td>03-09-2000</td>\n",
       "      <td>03-09-2000</td>\n",
       "      <td>03-12-2000</td>\n",
       "      <td>03-12-2000</td>\n",
       "      <td>...</td>\n",
       "      <td>04-11-2006</td>\n",
       "      <td>3/29/08</td>\n",
       "      <td>7/18/11</td>\n",
       "      <td>6/23/13</td>\n",
       "      <td>12/14/03</td>\n",
       "      <td>03-05-2013</td>\n",
       "      <td>9/19/02</td>\n",
       "      <td>1/22/12</td>\n",
       "      <td>10-01-2010</td>\n",
       "      <td>3/27/10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rid</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>24386</td>\n",
       "      <td>32929</td>\n",
       "      <td>50680</td>\n",
       "      <td>63923</td>\n",
       "      <td>15699</td>\n",
       "      <td>62135</td>\n",
       "      <td>9999</td>\n",
       "      <td>53676</td>\n",
       "      <td>46222</td>\n",
       "      <td>42962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sentence</th>\n",
       "      <td>In an encounter at Khurhama, on the outskirts ...</td>\n",
       "      <td>Seven other militants were killed in separate ...</td>\n",
       "      <td>A top Naga rebel and associate of National Soc...</td>\n",
       "      <td>Seven militants of the Garo National Front (GN...</td>\n",
       "      <td>In another incident, two suspected naxalites b...</td>\n",
       "      <td>One ULFA rebel was also killed in the incident...</td>\n",
       "      <td>In the exchange of fire at Parbung area, Chura...</td>\n",
       "      <td>Shah, arrested two years ago, gave the slip to...</td>\n",
       "      <td>Three suspected National Socialist Council of ...</td>\n",
       "      <td>Meanwhile, three people were also arrested in ...</td>\n",
       "      <td>...</td>\n",
       "      <td>Meanwhile, two People's Liberation Army (PLA) ...</td>\n",
       "      <td>A joint team of Assam Police and the Army arre...</td>\n",
       "      <td>Meanwhile, three Jharkhand Prastuti Committee ...</td>\n",
       "      <td>Two Jammu and Kashmir Policemen were killed af...</td>\n",
       "      <td>Meanwhile two Lashkar-e-Toiba (LeT) terrorists...</td>\n",
       "      <td>Four Communist Party of India-Maoist (CPI-Maoi...</td>\n",
       "      <td>Left-wing extremists&lt;fc&gt;&lt;be&gt;&lt;8d&gt;&lt;b3&gt;&lt;a4&gt;&lt;bc&gt;Na...</td>\n",
       "      <td>Meanwhile, the Security Force personnel, arres...</td>\n",
       "      <td>In addition, a Pakistani militant of the LeT w...</td>\n",
       "      <td>Separately, Arun Yadav, a Maoist, was arrested...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state_full</th>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assam</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assam</td>\n",
       "      <td>Manipur</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Manipur</td>\n",
       "      <td>Assam</td>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>Orissa</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>Jharkhand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subject</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A joint team of Assam Police and the Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left-wing extremists &lt; fc &gt; &lt; be &gt; &lt; 8d &gt; &lt; b3...</td>\n",
       "      <td>the Security Force personnel ,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmlabel1</th>\n",
       "      <td>security</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>civilian</td>\n",
       "      <td>civilian</td>\n",
       "      <td>civilian</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>civilian</td>\n",
       "      <td>...</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>security</td>\n",
       "      <td>civilian</td>\n",
       "      <td>security</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "      <td>terrorist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmlabel1prob</th>\n",
       "      <td>0.997059</td>\n",
       "      <td>0.979219</td>\n",
       "      <td>0.948564</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.85803</td>\n",
       "      <td>0.52263</td>\n",
       "      <td>0.844207</td>\n",
       "      <td>0.73045</td>\n",
       "      <td>0.999997</td>\n",
       "      <td>0.774559</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.775363</td>\n",
       "      <td>0.789876</td>\n",
       "      <td>0.443174</td>\n",
       "      <td>0.995415</td>\n",
       "      <td>1</td>\n",
       "      <td>0.996965</td>\n",
       "      <td>0.998613</td>\n",
       "      <td>0.995912</td>\n",
       "      <td>0.951037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verb</th>\n",
       "      <td>killed</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "      <td>surrendered</td>\n",
       "      <td>killed</td>\n",
       "      <td>killed</td>\n",
       "      <td>injured</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>...</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>arrested</td>\n",
       "      <td>killed</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "      <td>killed</td>\n",
       "      <td>arrested</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18 rows × 27233 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                             0      \\\n",
       "_unit_id                                                                 711601341   \n",
       "_last_judgment_at                                                     4/30/15 8:54   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  1   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                             srinagar   \n",
       "eventid                                                                          3   \n",
       "objectcount                                                                      4   \n",
       "pid                                                                              3   \n",
       "report_date                                                             03-07-2000   \n",
       "rid                                                                              2   \n",
       "sentence                         In an encounter at Khurhama, on the outskirts ...   \n",
       "state_full                                                       Jammu and Kashmir   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                 security   \n",
       "svmlabel1prob                                                             0.997059   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             1      \\\n",
       "_unit_id                                                                 711601342   \n",
       "_last_judgment_at                                                     4/30/15 9:41   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  7   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                 Baramulla   \n",
       "districtmatch                                                            baramulla   \n",
       "eventid                                                                          4   \n",
       "objectcount                                                                      7   \n",
       "pid                                                                              3   \n",
       "report_date                                                             03-07-2000   \n",
       "rid                                                                              2   \n",
       "sentence                         Seven other militants were killed in separate ...   \n",
       "state_full                                                       Jammu and Kashmir   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.979219   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             2      \\\n",
       "_unit_id                                                                 711601343   \n",
       "_last_judgment_at                                                     4/30/15 8:35   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                             calcutta   \n",
       "eventid                                                                         13   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                              7   \n",
       "report_date                                                             03-07-2000   \n",
       "rid                                                                              5   \n",
       "sentence                         A top Naga rebel and associate of National Soc...   \n",
       "state_full                                                                     NaN   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.948564   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             3      \\\n",
       "_unit_id                                                                 711601344   \n",
       "_last_judgment_at                                                     4/30/15 9:12   \n",
       "civilians                                                                      NaN   \n",
       "militants_terrorists_insurgents                                                  7   \n",
       "security_forces                                                                NaN   \n",
       "canddist                                                                    Kamrup   \n",
       "districtmatch                                                               kamrup   \n",
       "eventid                                                                         15   \n",
       "objectcount                                                                      7   \n",
       "pid                                                                              8   \n",
       "report_date                                                             03-07-2000   \n",
       "rid                                                                              6   \n",
       "sentence                         Seven militants of the Garo National Front (GN...   \n",
       "state_full                                                                   Assam   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.999999   \n",
       "verb                                                                   surrendered   \n",
       "\n",
       "                                                                             4      \\\n",
       "_unit_id                                                                 711601345   \n",
       "_last_judgment_at                                                     4/30/15 9:23   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  2   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                Karimnagar   \n",
       "districtmatch                                                           karimnagar   \n",
       "eventid                                                                         41   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                             21   \n",
       "report_date                                                             03-08-2000   \n",
       "rid                                                                             15   \n",
       "sentence                         In another incident, two suspected naxalites b...   \n",
       "state_full                                                                     NaN   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                              0.85803   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             5      \\\n",
       "_unit_id                                                                 711601346   \n",
       "_last_judgment_at                                                     4/30/15 8:36   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                  Tinsukia   \n",
       "districtmatch                                                             tinsukia   \n",
       "eventid                                                                         46   \n",
       "objectcount                                                                      1   \n",
       "pid                                                                             22   \n",
       "report_date                                                             03-08-2000   \n",
       "rid                                                                             16   \n",
       "sentence                         One ULFA rebel was also killed in the incident...   \n",
       "state_full                                                                   Assam   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                 civilian   \n",
       "svmlabel1prob                                                              0.52263   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             6      \\\n",
       "_unit_id                                                                 711601347   \n",
       "_last_judgment_at                                                     4/30/15 8:51   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  0   \n",
       "security_forces                                                                  1   \n",
       "canddist                                                             Churachandpur   \n",
       "districtmatch                                                        churachandpur   \n",
       "eventid                                                                         52   \n",
       "objectcount                                                                      1   \n",
       "pid                                                                             25   \n",
       "report_date                                                             03-09-2000   \n",
       "rid                                                                             18   \n",
       "sentence                         In the exchange of fire at Parbung area, Chura...   \n",
       "state_full                                                                 Manipur   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                 civilian   \n",
       "svmlabel1prob                                                             0.844207   \n",
       "verb                                                                       injured   \n",
       "\n",
       "                                                                             7      \\\n",
       "_unit_id                                                                 711601348   \n",
       "_last_judgment_at                                                     4/30/15 9:29   \n",
       "civilians                                                                        1   \n",
       "militants_terrorists_insurgents                                                  0   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                             srinagar   \n",
       "eventid                                                                         56   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                             27   \n",
       "report_date                                                             03-09-2000   \n",
       "rid                                                                             20   \n",
       "sentence                         Shah, arrested two years ago, gave the slip to...   \n",
       "state_full                                                                     NaN   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                 civilian   \n",
       "svmlabel1prob                                                              0.73045   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             8      \\\n",
       "_unit_id                                                                 711601349   \n",
       "_last_judgment_at                                                     4/30/15 8:55   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                               jorhat   \n",
       "eventid                                                                        123   \n",
       "objectcount                                                                      3   \n",
       "pid                                                                             57   \n",
       "report_date                                                             03-12-2000   \n",
       "rid                                                                             40   \n",
       "sentence                         Three suspected National Socialist Council of ...   \n",
       "state_full                                                                     NaN   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.999997   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             9      \\\n",
       "_unit_id                                                                 711601350   \n",
       "_last_judgment_at                                                     4/30/15 8:16   \n",
       "civilians                                                                        3   \n",
       "militants_terrorists_insurgents                                                  0   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                  Sibsagar   \n",
       "districtmatch                                                             sibsagar   \n",
       "eventid                                                                        124   \n",
       "objectcount                                                                      3   \n",
       "pid                                                                             57   \n",
       "report_date                                                             03-12-2000   \n",
       "rid                                                                             40   \n",
       "sentence                         Meanwhile, three people were also arrested in ...   \n",
       "state_full                                                                     NaN   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                 civilian   \n",
       "svmlabel1prob                                                             0.774559   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                       ...                          \\\n",
       "_unit_id                                               ...                           \n",
       "_last_judgment_at                                      ...                           \n",
       "civilians                                              ...                           \n",
       "militants_terrorists_insurgents                        ...                           \n",
       "security_forces                                        ...                           \n",
       "canddist                                               ...                           \n",
       "districtmatch                                          ...                           \n",
       "eventid                                                ...                           \n",
       "objectcount                                            ...                           \n",
       "pid                                                    ...                           \n",
       "report_date                                            ...                           \n",
       "rid                                                    ...                           \n",
       "sentence                                               ...                           \n",
       "state_full                                             ...                           \n",
       "subject                                                ...                           \n",
       "svmlabel1                                              ...                           \n",
       "svmlabel1prob                                          ...                           \n",
       "verb                                                   ...                           \n",
       "\n",
       "                                                                             27223  \\\n",
       "_unit_id                                                                 712482413   \n",
       "_last_judgment_at                                                 05-05-2015 03:56   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                               Imphal West   \n",
       "districtmatch                                                          imphal west   \n",
       "eventid                                                                      94258   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                          41550   \n",
       "report_date                                                             04-11-2006   \n",
       "rid                                                                          24386   \n",
       "sentence                         Meanwhile, two People's Liberation Army (PLA) ...   \n",
       "state_full                                                                 Manipur   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                                    1   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             27224  \\\n",
       "_unit_id                                                                 712482423   \n",
       "_last_judgment_at                                                 05-04-2015 18:36   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                 Dibrugarh   \n",
       "districtmatch                                                            dibrugarh   \n",
       "eventid                                                                     141700   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          60515   \n",
       "report_date                                                                3/29/08   \n",
       "rid                                                                          32929   \n",
       "sentence                         A joint team of Assam Police and the Army arre...   \n",
       "state_full                                                                   Assam   \n",
       "subject                                  A joint team of Assam Police and the Army   \n",
       "svmlabel1                                                                 security   \n",
       "svmlabel1prob                                                             0.775363   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             27225  \\\n",
       "_unit_id                                                                 712482442   \n",
       "_last_judgment_at                                                 05-05-2015 09:46   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                    Palamu   \n",
       "districtmatch                                                               palamu   \n",
       "eventid                                                                     247876   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          98344   \n",
       "report_date                                                                7/18/11   \n",
       "rid                                                                          50680   \n",
       "sentence                         Meanwhile, three Jharkhand Prastuti Committee ...   \n",
       "state_full                                                               Jharkhand   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                 civilian   \n",
       "svmlabel1prob                                                             0.789876   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             27226  \\\n",
       "_unit_id                                                                 712482447   \n",
       "_last_judgment_at                                                 05-06-2015 05:09   \n",
       "civilians                                                                      NaN   \n",
       "militants_terrorists_insurgents                                                NaN   \n",
       "security_forces                                                                  2   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                                jammu   \n",
       "eventid                                                                     327015   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                         128984   \n",
       "report_date                                                                6/23/13   \n",
       "rid                                                                          63923   \n",
       "sentence                         Two Jammu and Kashmir Policemen were killed af...   \n",
       "state_full                                                       Jammu and Kashmir   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                 security   \n",
       "svmlabel1prob                                                             0.443174   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             27227  \\\n",
       "_unit_id                                                                 712482461   \n",
       "_last_judgment_at                                                 05-06-2015 04:17   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  2   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                               kulgam   \n",
       "eventid                                                                      60782   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                          25968   \n",
       "report_date                                                               12/14/03   \n",
       "rid                                                                          15699   \n",
       "sentence                         Meanwhile two Lashkar-e-Toiba (LeT) terrorists...   \n",
       "state_full                                                       Jammu and Kashmir   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.995415   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             27228  \\\n",
       "_unit_id                                                                 712482465   \n",
       "_last_judgment_at                                                 05-05-2015 13:45   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  4   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                            West Singhbhum   \n",
       "districtmatch                                                       west singhbhum   \n",
       "eventid                                                                     316428   \n",
       "objectcount                                                                      4   \n",
       "pid                                                                         124822   \n",
       "report_date                                                             03-05-2013   \n",
       "rid                                                                          62135   \n",
       "sentence                         Four Communist Party of India-Maoist (CPI-Maoi...   \n",
       "state_full                                                               Jharkhand   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                                    1   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             27229  \\\n",
       "_unit_id                                                                 712482476   \n",
       "_last_judgment_at                                                 05-05-2015 06:23   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                     Patna   \n",
       "districtmatch                                                                patna   \n",
       "eventid                                                                      40669   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          17088   \n",
       "report_date                                                                9/19/02   \n",
       "rid                                                                           9999   \n",
       "sentence                         Left-wing extremists<fc><be><8d><b3><a4><bc>Na...   \n",
       "state_full                                                                   Bihar   \n",
       "subject                          Left-wing extremists < fc > < be > < 8d > < b3...   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.996965   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             27230  \\\n",
       "_unit_id                                                                 712482485   \n",
       "_last_judgment_at                                                 05-05-2015 13:08   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                Sundargarh   \n",
       "districtmatch                                                           sundargarh   \n",
       "eventid                                                                     264303   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                         104808   \n",
       "report_date                                                                1/22/12   \n",
       "rid                                                                          53676   \n",
       "sentence                         Meanwhile, the Security Force personnel, arres...   \n",
       "state_full                                                                  Orissa   \n",
       "subject                                             the Security Force personnel ,   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.998613   \n",
       "verb                                                                      arrested   \n",
       "\n",
       "                                                                             27231  \\\n",
       "_unit_id                                                                 712482493   \n",
       "_last_judgment_at                                                 05-05-2015 05:48   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                 Ganderbal   \n",
       "districtmatch                                                            ganderbal   \n",
       "eventid                                                                     225666   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          89841   \n",
       "report_date                                                             10-01-2010   \n",
       "rid                                                                          46222   \n",
       "sentence                         In addition, a Pakistani militant of the LeT w...   \n",
       "state_full                                                       Jammu and Kashmir   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1                                                                terrorist   \n",
       "svmlabel1prob                                                             0.995912   \n",
       "verb                                                                        killed   \n",
       "\n",
       "                                                                             27232  \n",
       "_unit_id                                                                 712482497  \n",
       "_last_judgment_at                                                 05-06-2015 03:21  \n",
       "civilians                                                                        0  \n",
       "militants_terrorists_insurgents                                                  1  \n",
       "security_forces                                                                  0  \n",
       "canddist                                                                   Latehar  \n",
       "districtmatch                                                              latehar  \n",
       "eventid                                                                     206819  \n",
       "objectcount                                                                      0  \n",
       "pid                                                                          82738  \n",
       "report_date                                                                3/27/10  \n",
       "rid                                                                          42962  \n",
       "sentence                         Separately, Arun Yadav, a Maoist, was arrested...  \n",
       "state_full                                                               Jharkhand  \n",
       "subject                                                                        NaN  \n",
       "svmlabel1                                                                terrorist  \n",
       "svmlabel1prob                                                             0.951037  \n",
       "verb                                                                      arrested  \n",
       "\n",
       "[18 rows x 27233 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "date=data['report_date']\n",
    "import re\n",
    "#print (date.dtype)\n",
    "import datetime\n",
    "\n",
    "for var in date:\n",
    "    if(re.search(\"/\",str(var))):\n",
    "        var1=re.sub('/','-',str(var))\n",
    "        var2=datetime.datetime.strptime(var1, '%m-%d-%y').date()\n",
    "        data['report_date'].replace(var,var2,inplace=True)\n",
    "    else:\n",
    "        if(re.match(\"[0-9]{4}-[0-9]{2}-[0-9]{2}\",str(var))):\n",
    "            var=var\n",
    "        else:\n",
    "            var2=datetime.datetime.strptime(str(var), '%m-%d-%Y').strftime(\"%Y-%m-%d\")\n",
    "            data['report_date'].replace(var,var2,inplace=True)\n",
    "        \n",
    "        \n",
    "     \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#converting into Standard date format Y-M-D\n",
    "data['report_date'] = pd.to_datetime(data['report_date'], format='%Y-%m-%d')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "date2=data['_last_judgment_at']\n",
    "import re\n",
    "import datetime\n",
    "\n",
    "for var in date2:\n",
    "    if(re.search(\"/\",str(var))):\n",
    "        var1=re.sub('/','-',str(var))\n",
    "        var1=var1[0:7]\n",
    "        var2=datetime.datetime.strptime(var1, '%m-%d-%y').date()\n",
    "        data['_last_judgment_at'].replace(var,var2,inplace=True)\n",
    "    else:\n",
    "        if(re.match(\"[0-9]{4}-[0-9]{2}-[0-9]{2}\",str(var))):\n",
    "            var1=var\n",
    "        else:\n",
    "            var2=datetime.datetime.strptime(str(var)[0:10], '%m-%d-%Y').strftime(\"%Y-%m-%d\")\n",
    "            data['_last_judgment_at'].replace(var,var2,inplace=True)\n",
    "        \n",
    "        \n",
    "     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#converting into Standard date format Y-M-D\n",
    "data['_last_judgment_at'] = pd.to_datetime(data['_last_judgment_at'], format='%Y-%m-%d')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filling state_full column...\n",
      "Filling state_full column...completed\n"
     ]
    }
   ],
   "source": [
    "# Fill state_full column\n",
    "print(\"Filling state_full column...\")\n",
    "data['state_full'].fillna('NA', inplace=True)\n",
    "print(\"Filling state_full column...completed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#replacing similar data of the attribute\n",
    "replaceVerb=data['verb']\n",
    "import re\n",
    "\n",
    "for var in replaceVerb:\n",
    "    if(re.search(\"killing\",str(var)) or re.search(\"kill\",str(var))):\n",
    "        var2='killed'\n",
    "        data['verb'].replace(var,var2,inplace=True)\n",
    "    elif(re.search(\"arresting\",str(var)) or re.search(\"arrest\",str(var))):\n",
    "        var2='arrested'\n",
    "        data['verb'].replace(var,var2,inplace=True)\n",
    "    elif(re.search(\"surrender\",str(var)) or re.search(\"surrendering\",str(var))):\n",
    "        var2='surrendered'\n",
    "        data['verb'].replace(var,var2,inplace=True)\n",
    "    elif(re.search(\"injuring\",str(var)) or re.search(\"injure\",str(var))):\n",
    "        var2='injured'\n",
    "        data['verb'].replace(var,var2,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "One Hot Encoding categorical data...\n",
      "One Hot Encoding categorical data...completed\n"
     ]
    }
   ],
   "source": [
    "def convert_to_binary(df, column_to_convert):\n",
    "    categories = list(df[column_to_convert].drop_duplicates())\n",
    "\n",
    "    for category in categories:\n",
    "        cat_name = str(category).replace(\" \", \"_\").replace(\"(\", \"\").replace(\")\", \"\").replace(\"/\", \"_\").replace(\"-\", \"\").lower()\n",
    "        col_name = column_to_convert[:4] + '_' + cat_name[:10]\n",
    "        df[col_name] = 0\n",
    "        df.loc[(df[column_to_convert] == category), col_name] = 1\n",
    "\n",
    "    return df\n",
    "\n",
    "# One Hot Encoding\n",
    "print(\"One Hot Encoding categorical data...\")\n",
    "columns_to_convert = ['state_full','svmlabel1','verb']\n",
    "\n",
    "for column in columns_to_convert:\n",
    "    data = convert_to_binary(data,column)\n",
    "    data.drop(column, axis=1, inplace=True)\n",
    "print(\"One Hot Encoding categorical data...completed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.drop('verb_wounding',axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>canddist</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Baramulla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kamrup</td>\n",
       "      <td>Karimnagar</td>\n",
       "      <td>Tinsukia</td>\n",
       "      <td>Churachandpur</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sibsagar</td>\n",
       "      <td>...</td>\n",
       "      <td>Imphal West</td>\n",
       "      <td>Dibrugarh</td>\n",
       "      <td>Palamu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Singhbhum</td>\n",
       "      <td>Patna</td>\n",
       "      <td>Sundargarh</td>\n",
       "      <td>Ganderbal</td>\n",
       "      <td>Latehar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>districtmatch</th>\n",
       "      <td>srinagar</td>\n",
       "      <td>baramulla</td>\n",
       "      <td>calcutta</td>\n",
       "      <td>kamrup</td>\n",
       "      <td>karimnagar</td>\n",
       "      <td>tinsukia</td>\n",
       "      <td>churachandpur</td>\n",
       "      <td>srinagar</td>\n",
       "      <td>jorhat</td>\n",
       "      <td>sibsagar</td>\n",
       "      <td>...</td>\n",
       "      <td>imphal west</td>\n",
       "      <td>dibrugarh</td>\n",
       "      <td>palamu</td>\n",
       "      <td>jammu</td>\n",
       "      <td>kulgam</td>\n",
       "      <td>west singhbhum</td>\n",
       "      <td>patna</td>\n",
       "      <td>sundargarh</td>\n",
       "      <td>ganderbal</td>\n",
       "      <td>latehar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eventid</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>94258</td>\n",
       "      <td>141700</td>\n",
       "      <td>247876</td>\n",
       "      <td>327015</td>\n",
       "      <td>60782</td>\n",
       "      <td>316428</td>\n",
       "      <td>40669</td>\n",
       "      <td>264303</td>\n",
       "      <td>225666</td>\n",
       "      <td>206819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>objectcleanpp</th>\n",
       "      <td>militants and security forces personnel</td>\n",
       "      <td>other militants</td>\n",
       "      <td>top naga rebel and associate national socialis...</td>\n",
       "      <td>militants garo national front gnf underground ...</td>\n",
       "      <td>suspected naxalites belonging to pwg</td>\n",
       "      <td>ulfa rebel</td>\n",
       "      <td>district jawan</td>\n",
       "      <td>shah</td>\n",
       "      <td>suspected national socialist council nagaland ...</td>\n",
       "      <td>people</td>\n",
       "      <td>...</td>\n",
       "      <td>people liberation army pla cadres fc be bc ss ...</td>\n",
       "      <td>ulfa cadre pramulya boruah village police stat...</td>\n",
       "      <td>asfar ansari and ravindra bhuiyan</td>\n",
       "      <td>and policemen</td>\n",
       "      <td>lashkar toiba let terrorists</td>\n",
       "      <td>communist party india maoist cpi aoist cadres ...</td>\n",
       "      <td>supporter communist party india marxist lenini...</td>\n",
       "      <td>armed maoist cadre</td>\n",
       "      <td>pakistani militant let</td>\n",
       "      <td>arun yadav maoist village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>objectcount</th>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pid</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>41550</td>\n",
       "      <td>60515</td>\n",
       "      <td>98344</td>\n",
       "      <td>128984</td>\n",
       "      <td>25968</td>\n",
       "      <td>124822</td>\n",
       "      <td>17088</td>\n",
       "      <td>104808</td>\n",
       "      <td>89841</td>\n",
       "      <td>82738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>report_date</th>\n",
       "      <td>2000-03-07 00:00:00</td>\n",
       "      <td>2000-03-07 00:00:00</td>\n",
       "      <td>2000-03-07 00:00:00</td>\n",
       "      <td>2000-03-07 00:00:00</td>\n",
       "      <td>2000-03-08 00:00:00</td>\n",
       "      <td>2000-03-08 00:00:00</td>\n",
       "      <td>2000-03-09 00:00:00</td>\n",
       "      <td>2000-03-09 00:00:00</td>\n",
       "      <td>2000-03-12 00:00:00</td>\n",
       "      <td>2000-03-12 00:00:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2006-04-11 00:00:00</td>\n",
       "      <td>2008-03-29 00:00:00</td>\n",
       "      <td>2011-07-18 00:00:00</td>\n",
       "      <td>2013-06-23 00:00:00</td>\n",
       "      <td>2003-12-14 00:00:00</td>\n",
       "      <td>2013-03-05 00:00:00</td>\n",
       "      <td>2002-09-19 00:00:00</td>\n",
       "      <td>2012-01-22 00:00:00</td>\n",
       "      <td>2010-10-01 00:00:00</td>\n",
       "      <td>2010-03-27 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rid</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>24386</td>\n",
       "      <td>32929</td>\n",
       "      <td>50680</td>\n",
       "      <td>63923</td>\n",
       "      <td>15699</td>\n",
       "      <td>62135</td>\n",
       "      <td>9999</td>\n",
       "      <td>53676</td>\n",
       "      <td>46222</td>\n",
       "      <td>42962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sentence</th>\n",
       "      <td>In an encounter at Khurhama, on the outskirts ...</td>\n",
       "      <td>Seven other militants were killed in separate ...</td>\n",
       "      <td>A top Naga rebel and associate of National Soc...</td>\n",
       "      <td>Seven militants of the Garo National Front (GN...</td>\n",
       "      <td>In another incident, two suspected naxalites b...</td>\n",
       "      <td>One ULFA rebel was also killed in the incident...</td>\n",
       "      <td>In the exchange of fire at Parbung area, Chura...</td>\n",
       "      <td>Shah, arrested two years ago, gave the slip to...</td>\n",
       "      <td>Three suspected National Socialist Council of ...</td>\n",
       "      <td>Meanwhile, three people were also arrested in ...</td>\n",
       "      <td>...</td>\n",
       "      <td>Meanwhile, two People's Liberation Army (PLA) ...</td>\n",
       "      <td>A joint team of Assam Police and the Army arre...</td>\n",
       "      <td>Meanwhile, three Jharkhand Prastuti Committee ...</td>\n",
       "      <td>Two Jammu and Kashmir Policemen were killed af...</td>\n",
       "      <td>Meanwhile two Lashkar-e-Toiba (LeT) terrorists...</td>\n",
       "      <td>Four Communist Party of India-Maoist (CPI-Maoi...</td>\n",
       "      <td>Left-wing extremists&lt;fc&gt;&lt;be&gt;&lt;8d&gt;&lt;b3&gt;&lt;a4&gt;&lt;bc&gt;Na...</td>\n",
       "      <td>Meanwhile, the Security Force personnel, arres...</td>\n",
       "      <td>In addition, a Pakistani militant of the LeT w...</td>\n",
       "      <td>Separately, Arun Yadav, a Maoist, was arrested...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subject</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A joint team of Assam Police and the Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left-wing extremists &lt; fc &gt; &lt; be &gt; &lt; 8d &gt; &lt; b3...</td>\n",
       "      <td>the Security Force personnel ,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svmlabel1prob</th>\n",
       "      <td>0.997059</td>\n",
       "      <td>0.979219</td>\n",
       "      <td>0.948564</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.85803</td>\n",
       "      <td>0.52263</td>\n",
       "      <td>0.844207</td>\n",
       "      <td>0.73045</td>\n",
       "      <td>0.999997</td>\n",
       "      <td>0.774559</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.775363</td>\n",
       "      <td>0.789876</td>\n",
       "      <td>0.443174</td>\n",
       "      <td>0.995415</td>\n",
       "      <td>1</td>\n",
       "      <td>0.996965</td>\n",
       "      <td>0.998613</td>\n",
       "      <td>0.995912</td>\n",
       "      <td>0.951037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_jammu_and_</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_na</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_assam</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_manipur</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_bihar</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_maharashtr</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_tripura</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_andhra_pra</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_madhya_pra</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_punjab</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_west_benga</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_meghalaya</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_mizoram</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_nagaland</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_jharkhand</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_tamil_nadu</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_orissa</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_uttar_prad</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_rajasthan</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_gujarat</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_arunachal_</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_karnataka</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stat_kerala</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svml_security</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svml_terrorist</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svml_civilian</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svml_public</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svml_private</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verb_killed</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verb_arrested</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verb_surrendere</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verb_injured</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>verb_wounded</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 27233 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                             0      \\\n",
       "_unit_id                                                                 711601341   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  1   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                             srinagar   \n",
       "eventid                                                                          3   \n",
       "objectcleanpp                              militants and security forces personnel   \n",
       "objectcount                                                                      4   \n",
       "pid                                                                              3   \n",
       "report_date                                                    2000-03-07 00:00:00   \n",
       "rid                                                                              2   \n",
       "sentence                         In an encounter at Khurhama, on the outskirts ...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.997059   \n",
       "stat_jammu_and_                                                                  1   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    1   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             1      \\\n",
       "_unit_id                                                                 711601342   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  7   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                 Baramulla   \n",
       "districtmatch                                                            baramulla   \n",
       "eventid                                                                          4   \n",
       "objectcleanpp                                                      other militants   \n",
       "objectcount                                                                      7   \n",
       "pid                                                                              3   \n",
       "report_date                                                    2000-03-07 00:00:00   \n",
       "rid                                                                              2   \n",
       "sentence                         Seven other militants were killed in separate ...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.979219   \n",
       "stat_jammu_and_                                                                  1   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             2      \\\n",
       "_unit_id                                                                 711601343   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                             calcutta   \n",
       "eventid                                                                         13   \n",
       "objectcleanpp                    top naga rebel and associate national socialis...   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                              7   \n",
       "report_date                                                    2000-03-07 00:00:00   \n",
       "rid                                                                              5   \n",
       "sentence                         A top Naga rebel and associate of National Soc...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.948564   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          1   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             3      \\\n",
       "_unit_id                                                                 711601344   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                      NaN   \n",
       "militants_terrorists_insurgents                                                  7   \n",
       "security_forces                                                                NaN   \n",
       "canddist                                                                    Kamrup   \n",
       "districtmatch                                                               kamrup   \n",
       "eventid                                                                         15   \n",
       "objectcleanpp                    militants garo national front gnf underground ...   \n",
       "objectcount                                                                      7   \n",
       "pid                                                                              8   \n",
       "report_date                                                    2000-03-07 00:00:00   \n",
       "rid                                                                              6   \n",
       "sentence                         Seven militants of the Garo National Front (GN...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.999999   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       1   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  1   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             4      \\\n",
       "_unit_id                                                                 711601345   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  2   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                Karimnagar   \n",
       "districtmatch                                                           karimnagar   \n",
       "eventid                                                                         41   \n",
       "objectcleanpp                                 suspected naxalites belonging to pwg   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                             21   \n",
       "report_date                                                    2000-03-08 00:00:00   \n",
       "rid                                                                             15   \n",
       "sentence                         In another incident, two suspected naxalites b...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                              0.85803   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          1   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             5      \\\n",
       "_unit_id                                                                 711601346   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                  Tinsukia   \n",
       "districtmatch                                                             tinsukia   \n",
       "eventid                                                                         46   \n",
       "objectcleanpp                                                           ulfa rebel   \n",
       "objectcount                                                                      1   \n",
       "pid                                                                             22   \n",
       "report_date                                                    2000-03-08 00:00:00   \n",
       "rid                                                                             16   \n",
       "sentence                         One ULFA rebel was also killed in the incident...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                              0.52263   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       1   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    1   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             6      \\\n",
       "_unit_id                                                                 711601347   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  0   \n",
       "security_forces                                                                  1   \n",
       "canddist                                                             Churachandpur   \n",
       "districtmatch                                                        churachandpur   \n",
       "eventid                                                                         52   \n",
       "objectcleanpp                                                       district jawan   \n",
       "objectcount                                                                      1   \n",
       "pid                                                                             25   \n",
       "report_date                                                    2000-03-09 00:00:00   \n",
       "rid                                                                             18   \n",
       "sentence                         In the exchange of fire at Parbung area, Chura...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.844207   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     1   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    1   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     1   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             7      \\\n",
       "_unit_id                                                                 711601348   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        1   \n",
       "militants_terrorists_insurgents                                                  0   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                             srinagar   \n",
       "eventid                                                                         56   \n",
       "objectcleanpp                                                                 shah   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                             27   \n",
       "report_date                                                    2000-03-09 00:00:00   \n",
       "rid                                                                             20   \n",
       "sentence                         Shah, arrested two years ago, gave the slip to...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                              0.73045   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          1   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    1   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             8      \\\n",
       "_unit_id                                                                 711601349   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                               jorhat   \n",
       "eventid                                                                        123   \n",
       "objectcleanpp                    suspected national socialist council nagaland ...   \n",
       "objectcount                                                                      3   \n",
       "pid                                                                             57   \n",
       "report_date                                                    2000-03-12 00:00:00   \n",
       "rid                                                                             40   \n",
       "sentence                         Three suspected National Socialist Council of ...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.999997   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          1   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             9      \\\n",
       "_unit_id                                                                 711601350   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-04-30 00:00:00   \n",
       "civilians                                                                        3   \n",
       "militants_terrorists_insurgents                                                  0   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                  Sibsagar   \n",
       "districtmatch                                                             sibsagar   \n",
       "eventid                                                                        124   \n",
       "objectcleanpp                                                               people   \n",
       "objectcount                                                                      3   \n",
       "pid                                                                             57   \n",
       "report_date                                                    2000-03-12 00:00:00   \n",
       "rid                                                                             40   \n",
       "sentence                         Meanwhile, three people were also arrested in ...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.774559   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          1   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    1   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                       ...                          \\\n",
       "_unit_id                                               ...                           \n",
       "_trusted_judgments                                     ...                           \n",
       "_last_judgment_at                                      ...                           \n",
       "civilians                                              ...                           \n",
       "militants_terrorists_insurgents                        ...                           \n",
       "security_forces                                        ...                           \n",
       "canddist                                               ...                           \n",
       "districtmatch                                          ...                           \n",
       "eventid                                                ...                           \n",
       "objectcleanpp                                          ...                           \n",
       "objectcount                                            ...                           \n",
       "pid                                                    ...                           \n",
       "report_date                                            ...                           \n",
       "rid                                                    ...                           \n",
       "sentence                                               ...                           \n",
       "subject                                                ...                           \n",
       "svmlabel1prob                                          ...                           \n",
       "stat_jammu_and_                                        ...                           \n",
       "stat_na                                                ...                           \n",
       "stat_assam                                             ...                           \n",
       "stat_manipur                                           ...                           \n",
       "stat_bihar                                             ...                           \n",
       "stat_maharashtr                                        ...                           \n",
       "stat_tripura                                           ...                           \n",
       "stat_andhra_pra                                        ...                           \n",
       "stat_madhya_pra                                        ...                           \n",
       "stat_punjab                                            ...                           \n",
       "stat_west_benga                                        ...                           \n",
       "stat_meghalaya                                         ...                           \n",
       "stat_mizoram                                           ...                           \n",
       "stat_nagaland                                          ...                           \n",
       "stat_jharkhand                                         ...                           \n",
       "stat_tamil_nadu                                        ...                           \n",
       "stat_orissa                                            ...                           \n",
       "stat_uttar_prad                                        ...                           \n",
       "stat_rajasthan                                         ...                           \n",
       "stat_gujarat                                           ...                           \n",
       "stat_arunachal_                                        ...                           \n",
       "stat_karnataka                                         ...                           \n",
       "stat_kerala                                            ...                           \n",
       "svml_security                                          ...                           \n",
       "svml_terrorist                                         ...                           \n",
       "svml_civilian                                          ...                           \n",
       "svml_public                                            ...                           \n",
       "svml_private                                           ...                           \n",
       "verb_killed                                            ...                           \n",
       "verb_arrested                                          ...                           \n",
       "verb_surrendere                                        ...                           \n",
       "verb_injured                                           ...                           \n",
       "verb_wounded                                           ...                           \n",
       "\n",
       "                                                                             27223  \\\n",
       "_unit_id                                                                 712482413   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-05 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                               Imphal West   \n",
       "districtmatch                                                          imphal west   \n",
       "eventid                                                                      94258   \n",
       "objectcleanpp                    people liberation army pla cadres fc be bc ss ...   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                          41550   \n",
       "report_date                                                    2006-04-11 00:00:00   \n",
       "rid                                                                          24386   \n",
       "sentence                         Meanwhile, two People's Liberation Army (PLA) ...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                                    1   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     1   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27224  \\\n",
       "_unit_id                                                                 712482423   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-04 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                 Dibrugarh   \n",
       "districtmatch                                                            dibrugarh   \n",
       "eventid                                                                     141700   \n",
       "objectcleanpp                    ulfa cadre pramulya boruah village police stat...   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          60515   \n",
       "report_date                                                    2008-03-29 00:00:00   \n",
       "rid                                                                          32929   \n",
       "sentence                         A joint team of Assam Police and the Army arre...   \n",
       "subject                                  A joint team of Assam Police and the Army   \n",
       "svmlabel1prob                                                             0.775363   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       1   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    1   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27225  \\\n",
       "_unit_id                                                                 712482442   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-05 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  3   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                    Palamu   \n",
       "districtmatch                                                               palamu   \n",
       "eventid                                                                     247876   \n",
       "objectcleanpp                                    asfar ansari and ravindra bhuiyan   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          98344   \n",
       "report_date                                                    2011-07-18 00:00:00   \n",
       "rid                                                                          50680   \n",
       "sentence                         Meanwhile, three Jharkhand Prastuti Committee ...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.789876   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   1   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    1   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27226  \\\n",
       "_unit_id                                                                 712482447   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-06 00:00:00   \n",
       "civilians                                                                      NaN   \n",
       "militants_terrorists_insurgents                                                NaN   \n",
       "security_forces                                                                  2   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                                jammu   \n",
       "eventid                                                                     327015   \n",
       "objectcleanpp                                                        and policemen   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                         128984   \n",
       "report_date                                                    2013-06-23 00:00:00   \n",
       "rid                                                                          63923   \n",
       "sentence                         Two Jammu and Kashmir Policemen were killed af...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.443174   \n",
       "stat_jammu_and_                                                                  1   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    1   \n",
       "svml_terrorist                                                                   0   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27227  \\\n",
       "_unit_id                                                                 712482461   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-06 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  2   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                       NaN   \n",
       "districtmatch                                                               kulgam   \n",
       "eventid                                                                      60782   \n",
       "objectcleanpp                                         lashkar toiba let terrorists   \n",
       "objectcount                                                                      2   \n",
       "pid                                                                          25968   \n",
       "report_date                                                    2003-12-14 00:00:00   \n",
       "rid                                                                          15699   \n",
       "sentence                         Meanwhile two Lashkar-e-Toiba (LeT) terrorists...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.995415   \n",
       "stat_jammu_and_                                                                  1   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27228  \\\n",
       "_unit_id                                                                 712482465   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-05 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  4   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                            West Singhbhum   \n",
       "districtmatch                                                       west singhbhum   \n",
       "eventid                                                                     316428   \n",
       "objectcleanpp                    communist party india maoist cpi aoist cadres ...   \n",
       "objectcount                                                                      4   \n",
       "pid                                                                         124822   \n",
       "report_date                                                    2013-03-05 00:00:00   \n",
       "rid                                                                          62135   \n",
       "sentence                         Four Communist Party of India-Maoist (CPI-Maoi...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                                    1   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   1   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27229  \\\n",
       "_unit_id                                                                 712482476   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-05 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                     Patna   \n",
       "districtmatch                                                                patna   \n",
       "eventid                                                                      40669   \n",
       "objectcleanpp                    supporter communist party india marxist lenini...   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          17088   \n",
       "report_date                                                    2002-09-19 00:00:00   \n",
       "rid                                                                           9999   \n",
       "sentence                         Left-wing extremists<fc><be><8d><b3><a4><bc>Na...   \n",
       "subject                          Left-wing extremists < fc > < be > < 8d > < b3...   \n",
       "svmlabel1prob                                                             0.996965   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       1   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27230  \\\n",
       "_unit_id                                                                 712482485   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-05 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                Sundargarh   \n",
       "districtmatch                                                           sundargarh   \n",
       "eventid                                                                     264303   \n",
       "objectcleanpp                                                   armed maoist cadre   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                         104808   \n",
       "report_date                                                    2012-01-22 00:00:00   \n",
       "rid                                                                          53676   \n",
       "sentence                         Meanwhile, the Security Force personnel, arres...   \n",
       "subject                                             the Security Force personnel ,   \n",
       "svmlabel1prob                                                             0.998613   \n",
       "stat_jammu_and_                                                                  0   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      1   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      0   \n",
       "verb_arrested                                                                    1   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27231  \\\n",
       "_unit_id                                                                 712482493   \n",
       "_trusted_judgments                                                               1   \n",
       "_last_judgment_at                                              2015-05-05 00:00:00   \n",
       "civilians                                                                        0   \n",
       "militants_terrorists_insurgents                                                  1   \n",
       "security_forces                                                                  0   \n",
       "canddist                                                                 Ganderbal   \n",
       "districtmatch                                                            ganderbal   \n",
       "eventid                                                                     225666   \n",
       "objectcleanpp                                               pakistani militant let   \n",
       "objectcount                                                                      0   \n",
       "pid                                                                          89841   \n",
       "report_date                                                    2010-10-01 00:00:00   \n",
       "rid                                                                          46222   \n",
       "sentence                         In addition, a Pakistani militant of the LeT w...   \n",
       "subject                                                                        NaN   \n",
       "svmlabel1prob                                                             0.995912   \n",
       "stat_jammu_and_                                                                  1   \n",
       "stat_na                                                                          0   \n",
       "stat_assam                                                                       0   \n",
       "stat_manipur                                                                     0   \n",
       "stat_bihar                                                                       0   \n",
       "stat_maharashtr                                                                  0   \n",
       "stat_tripura                                                                     0   \n",
       "stat_andhra_pra                                                                  0   \n",
       "stat_madhya_pra                                                                  0   \n",
       "stat_punjab                                                                      0   \n",
       "stat_west_benga                                                                  0   \n",
       "stat_meghalaya                                                                   0   \n",
       "stat_mizoram                                                                     0   \n",
       "stat_nagaland                                                                    0   \n",
       "stat_jharkhand                                                                   0   \n",
       "stat_tamil_nadu                                                                  0   \n",
       "stat_orissa                                                                      0   \n",
       "stat_uttar_prad                                                                  0   \n",
       "stat_rajasthan                                                                   0   \n",
       "stat_gujarat                                                                     0   \n",
       "stat_arunachal_                                                                  0   \n",
       "stat_karnataka                                                                   0   \n",
       "stat_kerala                                                                      0   \n",
       "svml_security                                                                    0   \n",
       "svml_terrorist                                                                   1   \n",
       "svml_civilian                                                                    0   \n",
       "svml_public                                                                      0   \n",
       "svml_private                                                                     0   \n",
       "verb_killed                                                                      1   \n",
       "verb_arrested                                                                    0   \n",
       "verb_surrendere                                                                  0   \n",
       "verb_injured                                                                     0   \n",
       "verb_wounded                                                                     0   \n",
       "\n",
       "                                                                             27232  \n",
       "_unit_id                                                                 712482497  \n",
       "_trusted_judgments                                                               1  \n",
       "_last_judgment_at                                              2015-05-06 00:00:00  \n",
       "civilians                                                                        0  \n",
       "militants_terrorists_insurgents                                                  1  \n",
       "security_forces                                                                  0  \n",
       "canddist                                                                   Latehar  \n",
       "districtmatch                                                              latehar  \n",
       "eventid                                                                     206819  \n",
       "objectcleanpp                                            arun yadav maoist village  \n",
       "objectcount                                                                      0  \n",
       "pid                                                                          82738  \n",
       "report_date                                                    2010-03-27 00:00:00  \n",
       "rid                                                                          42962  \n",
       "sentence                         Separately, Arun Yadav, a Maoist, was arrested...  \n",
       "subject                                                                        NaN  \n",
       "svmlabel1prob                                                             0.951037  \n",
       "stat_jammu_and_                                                                  0  \n",
       "stat_na                                                                          0  \n",
       "stat_assam                                                                       0  \n",
       "stat_manipur                                                                     0  \n",
       "stat_bihar                                                                       0  \n",
       "stat_maharashtr                                                                  0  \n",
       "stat_tripura                                                                     0  \n",
       "stat_andhra_pra                                                                  0  \n",
       "stat_madhya_pra                                                                  0  \n",
       "stat_punjab                                                                      0  \n",
       "stat_west_benga                                                                  0  \n",
       "stat_meghalaya                                                                   0  \n",
       "stat_mizoram                                                                     0  \n",
       "stat_nagaland                                                                    0  \n",
       "stat_jharkhand                                                                   1  \n",
       "stat_tamil_nadu                                                                  0  \n",
       "stat_orissa                                                                      0  \n",
       "stat_uttar_prad                                                                  0  \n",
       "stat_rajasthan                                                                   0  \n",
       "stat_gujarat                                                                     0  \n",
       "stat_arunachal_                                                                  0  \n",
       "stat_karnataka                                                                   0  \n",
       "stat_kerala                                                                      0  \n",
       "svml_security                                                                    0  \n",
       "svml_terrorist                                                                   1  \n",
       "svml_civilian                                                                    0  \n",
       "svml_public                                                                      0  \n",
       "svml_private                                                                     0  \n",
       "verb_killed                                                                      0  \n",
       "verb_arrested                                                                    1  \n",
       "verb_surrendere                                                                  0  \n",
       "verb_injured                                                                     0  \n",
       "verb_wounded                                                                     0  \n",
       "\n",
       "[50 rows x 27233 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#to find total number of deaths based on verb Sentence \n",
    "killed=data['verb_killed'].sum()\n",
    "\n",
    "arrested=data['verb_arrested'].sum()\n",
    "\n",
    "surrendered=data['verb_surrendere'].sum()\n",
    "\n",
    "injured=data['verb_injured'].sum()\n",
    "\n",
    "wounded=data['verb_wounded'].sum()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hgZa9/10/wIKm6X+h07XgzZLwR64by//PXmwft/sx2aOzmfDrCXvcd1cQ7zLk\nmCEMOWbvC/ZGXTkqENwcXLL9P9vXDO8IOR44O2f8+SOpzLfLwf30UrqyA2cDsxLw2BkjnQM5BJwL\nvCEiHmBrdwcrpTpFZL2IXKiUejZ2ZnCwUmoZ8CFwMfA4cGlPTxxbDDJNbA6XNX9oxf6+EC3xjJDX\nY8fI7/nIxNoaDm95oK113spz8lrMI4febEvAHncRd2Sbd413savOtePMoWrYDRM4bOoQqq0iiX6/\nn48O5P2SzoGMUsorImcCbwG39+IulwL/FJGfE/2N/jSwjOjOBk+KyE/o3UW9YUBR1qjJIhZryo1L\nanuKTXlLWiCbSpkf+rxLngi45jT/cNhX7GOyL+nPVUTKUJFgc3Cl+xP3p44NPnX9AVRcdgJTyrJl\nIFtynsrMwlxmurwD+JyDSloGslKqCTgo9nkH0dkOALNjtz0KPBr7fGaX+60HvraXx1sPdN0l9+c9\nlHAAgKNsfEXcxWtJ4fA1J23Km8cwXI93tH/04YGy2HvhyKvs+bZ+uwhs+I12/zr/4o4FHZum2ozC\nWyZSfWIV1Q6rJGO8PIvodZq3kvDcg0JaBnIKOBTw2YqGVyS7EK13nL7tSem10BgMfvZAW+vctd8p\nzrLU5P7U1g8bjiqlVLg1/JnnU8/S4HK394oKxlx1BMeMz5M9B50H3rHoQO4zHchxiq3Om4zV3mHN\nLUqZHRq07hV6tw1oA/ewUqHX3Z0fv5Tlf6/t58PPtpc5Ju/vY5ph0xfYGFjiqnM1jvKGcn4xkYpz\nTmNSrk1Sad+6Y5NdQDrTgRy/EYAja9gBQ8Ri1f9+aWIgp7y1RiI7Hmpr/eCTE3I+C58y4np7jnW/\nlmtHXJHN3gbvJ66FrpbzhqkR11dx+CFFVFlk/8+2E6CWmYVZzHSl9UYAyaIDJX5jAYuteOSwZBei\n9Y5SpioOJn7Km1KKT/z+FbM629/ddF3pBNv4nB91nVsc12MZKhzcFvy0c3HnSucWPzdPYNw3Tubw\noVmS6vPes4BaYF6yC0lHOpDjNxEI2ApKywbiyZRpsG3WTdjyh1J2wS/xrv4A1wdPEm7dxPDL7iZr\nROVe79f58Ut4lr0JAvbSCkpOvxGxOWif+wj+dYtxlI2j5MybAfCsfBfT10nB4WcPxEsacJGgu9OG\nSmggB0zT+x9Xx4I55cb8zpvLv2Uvsvep2ZThM1p9a32LXQtcW6dnG0U3T2TysQdRbbdIv0+PS6Bj\n0YHcJzoPJVMeAAAfgklEQVSQ4zce8FpzhwzIGbJ70WzsQ0ejQj4AHCVjKT33Z7S+8bd93ifibqFz\n8SuUX/EPLPYsdr50J976eTgnTie0fS3l3/kbrf/7K6GdTdiKRuBd8RZlF/56IF5OUoi/1QskLJA3\nhUIbH2hrnVf/9QK3OiI/7g1HlVIqvDPc4F7hXh5e6fFdPZ6K703nuDG5sseCkTRxTLILSFc6kOPg\nrKy1AuXAVktOfsLPkCOdLfjXfUzB9Itwf/wSAPaSXp54mQYqEkJZbahIEGteMSAoM4JSCjMcRCxW\nOhe+QP5hZyGDeDjc4WsOJ+JxDaWM97yeT56OuOfs/HHZcfaR2V+JZ3witkPzYtcC17rxobDz9krG\nnXkaE502SYkVhfvh0J4P0fZm8L4LE6MEEIuzKMtiz074IoP2d+6n6PjvfH523Fu2/BIKjjiXLf/8\nNmJzkD3uUHLGHQZAzgHT2Pbo9WSPPQTJyiW0bQ1FR12SiPJThtPb//ttdhpG+6z2tg8XHGpbHji3\n/Gp7rq2453tFxXZo/qTzY1fbxeWM/EENR0wuoMoiydsnr5+VMrNwKDNdrckuJN3oQI7PMABH2biE\nnx37PluIJbeIrOETCGxcHtd9jYAHX2MdI69+CEtWLjtfvhPPynfJm3wChbUXUFh7AQCt//srhUdf\ninvZGwTWL8FeVkHRkRcn4uUkVZGvf7u81QcCax5sa5uz/qqhQ6zVzp9YezG3uOsOzYXNAevPKqm4\n+FSmD3HIYL04fCDwfrKLSDc6kOMzHMBWNCLhgRzcsgp/Yx2b1y5CGSFU0E/LK3+k5KxberxvoGkp\ntsJhWJ3Rv3ydE6cT3FJP3uQTPj8m1LwWpRT24lF0vDeLYRfdTsurfyHctgV78ciEva6BopT6/Ge7\n2L99f1tLAhBSKvhKp2vha/nBeW2/HH6BvcQxqaf7dN2h+bg8c+jNlRx85CFU2ywyoPOik6AaHchx\n04Ecn0rAb83JT/gY35DjLmfIcZcDENi4nM6FL/YqjAFsBaWEtjZghgOILYvAhmU4hn95NkbH+49T\n/NUfgBkBFevbLoKKDI7po6YZLgRQpmEOCbQVdLcfXW/siIS3P9jW9v6yrzo3GSeMuMmeZdn7fkrs\nuUPztQdQ8Z2jOXGkU3q/qV36OzDZBaQjHcjxGQt4JcuZtH3ZfGs+ou2tf2H4Xex47lc4ysYx7KLb\nibhbaX39rwy78FdklU/COekotj16I2Kx4Bh2APmHfK3LY8zHMXwCtvyhADjKxrP1oWuxl1XgKBuf\nrJfWv8xIAUAk2OmyCnvvT9kLSim10O9b/m9Px5yt15fV2CqyL9zX1GIzaLr9Tf7FHQs6mqqNSN7v\nYzs0Z3+xQ3MmqU52AelIB3IvxVpuFgNbLfbsAQ3k7DEHkz0m2sLWOfFInBOP3OMYW/5Qhl34q8+/\nLjrmUoqO2XsnUefE6TgnftFLaciJVzCEK/q56uRSyswDEH+rD/oWyD7T9Dzd0f7R3HGqznPpyO/a\nC217XZQRbg+v96zyLHUv7nGH5kyiz5D7QAdy7+UQbXJvij2rX8YktcRRynACOHzbI325f1Mo1HR/\nW+t7DZcWhuWwvFttNsuXLgx+vkPzQtfqkragfWYlFRf2bofmTDGKmYUOZrpSemPZVKMDufdyie0q\nIraslN5KXgMxTSdAXpxT3gylIu943IufFe+7LbeWnWofkXVY1+9HPJFm3xrfYledq/nUIrPspkqm\nHHFYXDs0Z5JSYEuyi0gnOpB7Lw9QiIjYHPoMOcWJMnMAiny97/LWYRitj7a1fbDwK/b64JnlV9ud\n1iIAZSoj1Bxa1bm081PrWl/4Bwfs1w7NmaQMHchx0YHce3kA1rxiZ4aPDaY+ZdrBtAEM9Tf36pfn\nioC//uH2tnc3fL9khHWi88dWi1jMgOnyrfctdi1wbTxYIvl3T2TiKV/rlx2aM8WA9HsZTHQg914e\nYLHmDtFvxlSnVKHFNPymGYkUBtsL6Ob3Z9A0Ay91uha8URx6v/36Ef9nK7YfEG4Lr/Ou9H7iXdrZ\n+e0xjLlmKv29Q3Om0OPpcdKB3Hv5AGK1p2IPWu1LVIFFmT4j4Oq0iOxzSfO2cHjrA22t8z6dkdcc\nOWLIdaFtwY0tb7X+e0RnKOtnlYw972tMzLfv+/5aj/QZcpx0IPdeMRBGLIOl38CgJZBnURGfxd/i\n39v3TaXUfJ9vyeP+jjmbLx0yLBAyvuKetfXNs0pU/g2VHHbYEKoGYIfmTKDPkOOkf+h6zwGYiEWf\nIac4UabDptROh2/7Hl3evKbR+Xh7+0cLjMBrayZYxjrr2stumIBx+YkcVZot6b9mPLWUJLuAdKMD\nufcEUHocMfWJMq0WcOd7t3/p/9VnweDah9pa59YXmh+Oq+SkpytV9fGlSduhORMM9n4d/U4Hcu9F\nz4zFogM5+VzdfVOUYbNh6SjybcsCiCgVfsPt/vgtX+crj3xbtmXlyA1Ds0T37E08PbwXJx3IvWch\nNg852YVkMqVUq4j8a1/fFzNiF2VgweIt9jfntUUiO2eHWxd984xI240j5EabZdC2u0xF+r0SJx3I\nvWcBEIu+qJdURvi3TX88t2Nf37aYoXyLGfFaQwHlUqGdo4/vMH83klNTdIfmwU6/V+KkA7n3hNjS\naS05zHBgi8WefW93x1jMSL7FDIVOO2Tn8V87yjJOn6QllQ7kOOlA7j0LoMyQf3A0DE5DKhK+qelP\n53fbLMiOf1SB3Vdy4VS9rDkF6ECOkw7k3hNATF9nfBvcaf3CDHoXb7rn4me7O2bGJLujLI+cm2od\nnoJsW9ZA1abtk/7zJE76N1jvuQGr4XftdbGBljhKKYVYruzFoceMLZKRx46zHpTworTe0K0346QD\nufdcgN30u4NKmWayi8kkZsDz0sa7L/iku2NmTLIXABdee7hjss2iV9mliLZkF5BudCD3notdc5GN\nSCC5pWQOZRpBiyP72l4cevrh5ZYRVSWWyQkvSustHchx0oHce35isyxUJKzHkQeIGfTeu+Guc7rt\nMj9jkr0cOPW7hzkO1dPEU4oO5DjpQO49P2ACKCOkx5EHgIqE2qw5Bb/o7pgZk+wCXHBOlW3UiHyL\nnlmRWnQgx0kHcu99HsJmOOhNZiGZwgwHf9Z05xk9/fKb5LBy+AUH2qcNSFFaPHQgx0kHcu99Pkxh\n+jv1D1qCmSH/GmtO/v3dHTNjkt0KXHrFofaKgizp087SWkLp90mcdCD3no/YvErD09aS5FoGP9P4\nftOdZ/S0MvKIUqdMOGm87fABqUmLl36fxEkHcu91AgZgjbia9Q9aApkBz5yNf7none6OmTHJngNc\n8v3DHZMcVtGLQFKPATQlu4h0owO5l3yNdSawFcgJt2zUgZwgyjQNbI6renHoydUllpGHjrAckvCi\ntL5oYqZrjw0CtO7pQI7PRsBpeNv9KqJnWiSCGfTO2vjHcz/r7pgZk+xDgRlXT3McbBHRP8OpqSHZ\nBaQj/cMcnw1ADoAZ8Oqz5H6mjLDXmpN/cy8OPefEcdbycUMsExJelNZXa5JdQDrSgRyfHcTmIhv+\nTh3I/cwM+X/bdOcZ++x1DDBjkn2cRTjmmwfbpw5UXVqf6EDuAx3I8fk8hA1Pa3MyCxlszHBgizWn\n4K7ujpkxyW4BLr60xj5mqNOid/5IbTqQ+0AHcnxaiU19CzWv3ZjkWgYVFQnf1HTnGd32OgYOznMw\n+YyJeppbGtCB3Ac6kOPga6wLATsBZ3Brw3ZlRHR7wX7Q217HwDeumeaY4LRL3gCVpvVNGzNdm5Jd\nRDrSgRy/FUAhylSGt13/0O2neHodjymU0dNHW/XYcepbmOwC0pUO5PjVA3aASMf2DUmuJe3pXseD\n0oJkF5CudCDH7/MQDu1YpwN5P+hex4NWXbILSFc6kOPXSnQZdXZwS/0WZRo9XYjS9kH3Oh58lFIG\n8FGy60hXOpDj5GusU8TGkVUkZBg+15Zk15SOdK/jwUlEljLT1ZnsOtKVDuS+WQlkAUTaNne7zFfb\nO93reNCal+wC0pkO5L75fOzYv37JqmQWko50r+NBbU6yC0hnOpD7ppnopqc54ZYNbYbfrVftxUP3\nOh6UlFJe4O1k15HOdCD3QawV5wfAUIBwywZ9ltxLutfx4CUirzPTpXdk3w86kPvuE2L/fv6mpTqQ\ne0H3Oh70Xkp2AelOB3LfbQDcQHZ4x7oWI+DZmeyCUl0cvY7P1r2O04tSKgL8N9l1pDv9A99HsWGL\n9/l82GKjPkvuRpy9jkfoXsdp5z1murptnar1TAfy/lkCWAECTUtWJrmWlKZ7HQ9uIqKHK/qBDuT9\n0wR4gOxQ89qdhrd9c5LrSUlx9Dq+RPc6Tj9KKRN4Mdl1DAY6kPeDr7HOoMtsi8DmVR8nt6LUpHsd\nD24K3mCmXrHaH3Qg77/5gA3A1/DBKr356ZfF2ev4AN3rOP1YRP6V7BoGCx3I+28zsA4YosLBSGhn\n05JkF5Qq4ux1PEb3Ok4/EVM1o2dX9BsdyPsp1mzof0ABgLd+3kKlVE+r0DJCnL2OD9S9jtOPRbif\nmS4j2XUMFjqQ+8cKwA9kRdq3uiId2zJ+CpzudTz4KaVMi8iDya5jMNGB3A98jXVBomfJw2JfZ/yO\nCXH0Ov6q7nWcngzF28x06c1++5EO5P7zAaAAa3DTis0Rd+v6ZBeULHH0Or7wnCrbyHTsdRyIKI54\nwMMh93mY/A8Pv3w32sJh2XaD6Q95qfmnh7Oe8tEZ3PfolWEqDv2XhzOf9H1+20/eCnDwPz1c9uIX\n14YfXx7iLwuCiXsxfWSzyF+TXcNgowO5n/ga69qBD4mdJXvr3+u2gc5gFkev42np2us4ywpzvpXL\nsqvzWHpVLq+vjbBgc4TvvuLnzpOyWHFNHudW2bjrw30H6T11IapLvngLugKKT7YbLL8mD4cVVjQb\n+MOKR5aGufZwx0C8rF4LRtQqZrpeTXYdg40O5P71BtENUC3BTZ9uCXdsb0h2QQMtjl7H30jnXsci\nQp4jOswSNiFsgABrWk2OHWsF4JTxNp6v3/v0682dJq82RvjuYV8ErUWij6OUwhdW2K3wx49CXHeE\nA7s1tYZ0bBZuS3YNg5EO5H7ka6zbQnToYjiAd+WcORk346L3vY4PSPdex4apmHKfh7K73Jwy3kbt\nKBuTS6283BAN4WdXhdnUae71vje+HuAPJ2dj6ZKz+VnC6ZU2Dv2XlxF5FgqzhLotBudU2Qfi5fRa\nIKIarRbRK/MSQAdy/3uF6EIRa2j7ZzsibVtWJLuggZJpvY6tFmHp1Xls/mE+C7cafLrD4OGzs/nH\nxyGm3u/BHQTHXs5s/7smTFmuMLXcusf3fnxUFkuvzuNPX83mtneD/PqELB78JMTXn/Xxm3mpMY5s\nEX7OTFdmnWgMEB3I/czXWLcDeAsYAeBZ8dZcpcy9nyYNIpnc67goWzihwsbrn0WoKrHy5jdzWXxl\nHpfU2DhgyJ6B/OFGg9kNESr+4ubi5/zMWR/hGy98ech9yTYDpWDSUAvPrgrznwudrG03aWxN7pTf\nQEStc1il25WXWt/pQE6M14nOuLCHWze1h3du6HZxxGCQab2Od3pNOgLRk0R/WPHWughVJRZ2eKO/\ne02l+M28EFdP2/Ni3O9OzmbzD/NpujGfpy/I4cRxNh4/L+dLx9z2bpDbT8wibIIR+3VuAXzhhL6s\nHlmE2/TZceKk9ZsiVcVmXLxG7CzZvfS1uSoSHrQ9LjKx1/E2j+KEWV4O/qeHwx/wcsp4G2dOtPPU\nijAT7/VQ9Tcv5fnCt6dEx3+3uk1Of8LXw6NGvbQ6zLRyC+X5FoqyhSnDrdT800PAUBwyfM9hjoHi\nD6sGh1WeTloBGUAy7ZrTQHFW1uYDdwHtQDCv5pQpzonTz05yWQlh+Dt/tumeS37X3TGxXse/fGhG\n9td0e830o5TCG+bYvDs63092LYOZPkNOEF9jnRt4li/GkpdG3K1NSS0qAXSv48zQ4lOv6TBOPB3I\nifUe0Sb2JQDuT/77ijKNnvoCpxXd63jwCxkqmGWTK5JdRybQgZxAvsa6CPAIkAvYwi0b2oKbV76X\n5LL6je51nBna/OoPBb/r3J7sOjKBDuQE8zXWbQBeBcoBOhe/8pHhd+9IblX7T/c6zgzuoNo8PM/y\n62TXkSl0IA+M/wJtQCGmYXqWvzk73Vfw6V7Hg1/0Qp66kpmuQTXMlsp0IA8AX2NdAHgYKAYswc0r\ntwQ3r5yb3Kr6Tvc6zgxb3OrZ4X90/y/ZdWQSHcgDpx54HxgJ0LnwhXmRzp3dLqRIVbrX8eDX5lc7\nWnzq8mTXkWl0IA+Q2FZPTxOdlzwEwDX/mRfNcKAzqYXFKRN6HWe6iKmM1S3GpVPu8/RuJYvWb3Qg\nDyBfY50H+DuQDzgMT5vPs/T159Kp10Um9DrOdA0t5oNHPuR9O9l1ZCIdyAPM11i3HngMGAVIYOPy\nTYENy9OimX2m9DrOZNvc5mfLm83eXB/QEkAHcnLMBT4iNp7sXjz7o3BHc+o3s8+gXseZKBBRwYZW\n89xLnvfpXaSTRAdyEsTGkx8DWonOvMD10ZMvGoHUnZ+cab2OM41hKlW32bjh+Ee9nya7lkymAzlJ\nfI11XqLjyblAtul3B10fPPW4GUq9i3yZ3Os4U3y0yXjyT/ND3Q5HaYmnAzmJfI11G4EHia7is0Vc\n292dC59/XEXCgSSX9iWZ1us40yxvNhbf9VHou7Mbwmm9WGkw0G+cJPM11s0HngHGAJZQ89qd7qWv\nPZUqTYgysddxJtnkMrc8ujR85uyG1DoJyFQ6kFPDa0R3rB4LSGDDso3eVe89nwrLq82Q/7dNd57R\n0d0xsV7Hx3zzYLvuV5FGOgLK/eLq8Dl3zw/qxkEpQgdyCuiyaKSO6JkyvoYPVvvXLUrqslXd63jw\n8odV6JWG8Pev/19gUbJr0b6gAzlF+BrrDOAhYA2x6XCepf/72N+05M2kFWVEbtS9jgefYESFn1gR\n/uWzqyJPJLsW7ct0IKcQX2NdEPgbsAMYBuBe/Mp8X2PdKwM9fGEGvYs3/uWi57o7Rvc6Tj8hQ0Ue\nXhL+x+yGyF36Il7q0YGcYmJbP90NdALDATzL3/jE1/DBiwO1xFr3Oh6cIqYyHl0afvh/n0Vund0Q\n1os/UpAO5BTka6xrBX4H7CQ2fOFd+e4K78p3/6NMM+FvJN3rePAxTGX+e1n48f+uidykZ1SkLh3I\nKcrXWNcB/AHYCIwG8DV82OBZ/saTyjTCiXpe3et48DFMpZ5cEf7PS6sj185uCOsObilMB3IKiw1f\n/Inohb4xAP61H69zL37lMRUJJeSNZQZ9utfxIBI2VOSRpeFnnl0VuWp2Q9ib7Hq07ulATnG+xjof\ncA+wnF3zlDcu39Q+79/3G77OboMzXtFex/m61/Eg4Q+r4D11oSdnN0Sumd0QTrkl+dqedCCngdgW\nUP8AFgIVgC3SvtXV9vZ9D4fbNq/or+fRvY4Hj86g8tz5QfCReRuMG2c3hLtd2KOlDh3IacLXWBcC\n7geeIzqm7FThQKT93Ydf8DctfXN/p8XpXseDxza32frzOYF7lmw3fzS7Idye7Hq03tOBnEZ8jXWG\nr7HuFeDPQCFQAuBePHu+Z+n/HleRcE9nt/umzGt0r+P019BibL717cAdTR3q9tkNYU+y69HiowM5\nDfka65YCvwa8RHcewb9u0bqO9x+73/B2bIn38cyAZ87GP399TnfH6F7Hqc1USr3+WXjprW8Hf9Ie\n4J7ZDeFgsmsSkSkicnof7jdXRDJySEwHcpryNdZtAW4HPgXGAdZw2+aO1jf+9lBg4/J3ejtfWfc6\nTn++sPLePT/01j8+Dt9iKJ7qr0UfImLt7utemALEHciZTAdyGottmnov8DLRceUilKk6P37pA9f8\nZ+43/J09dvHSvY7T20aXufWHbwSenbfBuHl2Q/ideJZDi8hLIrJYRFaKyJWx2zwi8icRWQZMF5Em\nEfm9iHwCXCgiB4jI67H7vS8iVbH7XSgin4rIMhGZJyIOon/FXSQiS0XkIhHJFZGHRWShiCwRkbNj\n980RkadFpF5EXgRy+v0fKk3oFVZpLtaU6AVnZe2nwJVE5ytvDm1v3NH6xt8eKJh2zrFZI6uOEbHs\nEaS613H6UkrxbpOx/G8LQ89GTO6b3RBu6cPDfEcp1SYiOcDHIvI80R1s6pRSNwPE5pm3KqUOi339\nDnC1UqpRRGqJzv45EfgF8FWl1BYRKVJKhUTkF8A0pdQPYve9A5ijlPqOiBQBC0XkbeAqwKeUqhaR\ng4FuV4kOZjqQBwlfY90aZ2XtL4DzgFOAVoxIZ2fdc3OzRlY35E057Vxrdl5p1/uYIf9vN91zju51\nnGY8IeV+8JNQ3Zz1xv3AS7Mbwn1duXm9iJwb+3w0UAkYwPO7HfcMgIjkAUcCz3ZZELTresKHwKMi\n8h/ghX0836nADBG5JfZ1NtETiGOBvwIopZaLyPI+vp60pwN5EIktInncWVn7CfA9ohf8tga31G8L\nbm+8L3/KabXZow86Tqz2LN3rOP2YSqlFW82Vf60LLuwMcu/shvDSvj6WiBwPnAxMV0r5RGQu0YAM\nKKV2H4PetcLPAnQopabs/nhKqatjZ8xnAItFZG+/wAU4Xyn1pR3W9WrPL+jxwEHI11i3CrgN+Ijo\n6r5CjIjpXvzK/La3//VAsHntKmVEbtC9jtNHm1+13PlB6H+/mRd8tjPIT/cnjGMKgfZYGFcBX+np\nDkqpTmC9iFwIIFGHxD4/QClVp5T6BdGmWKMBN5Df5SHeAK6TWAKLyKGx2+cB/xe77SDg4P18bWlL\nUmCXIC1BnJW1AkwGLgPKgG3ACOBhX2PdvO7uG+t1fMePjnQcfcxYW23Ci9X2yjCVMbfJWPLPRaEV\nIYOngHdnN4T3e79FEckCXiK68rMBKAJmAv9VSuV1Oa6J6DhwS+zrccA/if4c2YGnlVK/FpEXiA55\nCPAOcCMwhGgI24l2L5wN/IXosIcFWK+UOjM2hv0IcAhQT7TD4bVKqYzbzUQHcgZwVtY6iI7TXQi0\nAr/wNdZ1+6aeMcl+0phCueovX8s+V7fXTI5NLnPDPz4OLV250/wA+PfshvCOZNekJZZ+o2WA2LLr\nt52VtYsA1YswLgAuPLDUakZMQjaL/jkZSC0+c9sTy8NL31lvbAD+DdTNbggPyOYEWnLpM2RtDzMm\n2S8mOlNjU3GOZF011X7U4SOt0/WZcmJ1BlX7y6vDi55bFdmqYD7wjG4MlFl0IGt7mDHJfgtQAzQD\nPoCKIsn/5sGO6YcMt0x1WMWR1AIHGX9Yed9aF/l41tLwprBJPfCf2Q3htcmuSxt4OpC1PcyYZLcB\ntcBFRK+SbweCACVOyb7sEPvhtSOttTl2yU1imWmvI6Ba5zZFljz9abjZF2Yj8BTwqd58NHPpQNb2\nKdZQ6DhgBtE5qq3E5qQ67di+cbB9yrFjbUfqVpzx2dxprnutMbLk1TURt4IO4Glgkd54VNOBrPVo\nxiR7NtEz5rOBYqAdcAFYBLnwQFvV0WNsh40ulAMsepb/XhmmMla3mCv+szJcv2S7GQTaiE4DW5AK\nndm01KADWeu12FDGIcC5RFcBeoieNSuAsYWSd06V/eDDRlinDMmR0n0/UmZQSrHdozYu2mqseKE+\n0tLqVxDdH/FVokMT+oxY+xIdyFrcYkuqq4AzgWqigfz5cAbA0WOs5aeMtx1SXWqpybZJRnXvavOb\nzUu3myteXh1eu75D7boA+hHwNrBBjxFr+6IDWdsvMybZS4GpRPsiDAXCRJfOhgHsFizHV1hHHz7S\nOmHiUEtlcc7g64lhKqVafGprY6u59s21kTVLtpsQnePfCswhOizRltQitbSgA1nrF7Gz5vFEl8Ue\nTXS5bIDoWOnn3cjGFUn+SeNtlQeVWStHFcj4dJ1C1xlUbU0d5rrlzca6d9cbm3f6VD7REPYC7wGL\n0GfDWpx0IGv9LnYR8EDgMKJnz7tCt4NowxkgevY8rdxadlCZZWRFkaW8PF/Kh+RIWao1wY+YKtzm\nVzu2e9T2pg5z6/sbjHUNraYi2qBHEf2Fs4DoYo61/dFrQstMOpC1hIrtVD2G6FhzLdEuYBANMTfR\nM8rPfwjzHNimlVuHH1hqKR+ZbykrypaigiwpynNQZLXEvYVQXEylTG+IzvaAatnqNrc3dajtq3Ya\nzcubzVZT4STagMcaq3cd0bPgNcAmHcJaf9CBrA2oGZPsRcAEYFLsY2TsWxaiQxxuwE+XkIZoC7Gx\nRZI/rshSNLLAUlTqlMIcO1lZVnFk2XBkWSXLbsXhiH2AiGGqSMQkYigMwyT2uTJCBmFPSHk7Anja\n/KZ7h1e5N3SYrvUdym0qLER3zcgjOgShYk/fDCwGVgFNsxvCvoT/Y2kZRweyllQzJtmziLZyLAcm\nEp29UUY0CBXRoFZEVwoGYv+NEN3Zoi8sRIdQHER3u8gmGrhm7L8GsBFoBNYTXaXYrOcKawNBB7KW\ncmZMstuJjs8WxT6GEj2THg6UAk6igbortGG3M+ouZLfPI0QXtbTFPrYCLUTHt9uAFj0/WEsWHcha\nWorN6nDs9pHFF6G76yw6sttHSM980FKVDmRN07QUkVLTizRN0zKZDmRN07QUoQNZ0zQtRehA1jRN\nSxE6kDVN01KEDmRN07QUoQNZ0zQtRehA1jRNSxE6kDVN01KEDmRN07QUoQNZ0zQtRehA1jRNSxE6\nkDVN01KEDmRN07QUoQNZ0zQtRehA1jRNSxE6kDVN01KEDmRN07QU8f8BpZltj6wSP94AAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21d71df8438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pie chart\n",
    "labels = 'killed','arrested', 'surrendered', 'injured' ,'wounded'\n",
    "sizes = [killed,arrested,surrendered,injured,wounded]\n",
    "explode = (0.1, 0, 0.1, 0, 0)  \n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes, explode =explode ,labels=labels, autopct='%1.1f%%',\n",
    "        shadow=True, startangle=90)\n",
    "ax1.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#to find total number of deaths based on profession \n",
    "security=data['svml_security'].sum()\n",
    "\n",
    "terrorist=data['svml_terrorist'].sum()\n",
    "\n",
    "civilian=data['svml_civilian'].sum()\n",
    "\n",
    "public=data['svml_public'].sum()\n",
    "\n",
    "private=data['svml_private'].sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3bfxX8Lbtss2RzL2jnYEhFhKohAxGUr1421ZO3LSR49PTmZpqdCOf09jIRVu3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\nRVEShErIiqIoCUIlZEVRlATx/1fn9x+JBINrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21d6e3a2fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pie chart\n",
    "labels = 'security','public', 'terrorist', 'civilian' ,'private'\n",
    "sizes = [security,public,terrorist,civilian,private]\n",
    "explode = (0, 0, 0.2, 0.1, 0)  \n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(sizes, explode =explode ,labels=labels, autopct='%1.1f%%',\n",
    "        shadow=True, startangle=90)\n",
    "ax1.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filling civilians column...\n",
      "Filling civilians column...completed\n"
     ]
    }
   ],
   "source": [
    "# Fill civilians column\n",
    "print(\"Filling civilians column...\")\n",
    "data['civilians'].fillna(-1, inplace=True)\n",
    "print(\"Filling civilians column...completed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filling militants_terrorists_insurgents column...\n",
      "Filling militants_terrorists_insurgents column...completed\n"
     ]
    }
   ],
   "source": [
    "# Fill militants_terrorists_insurgents column\n",
    "print(\"Filling militants_terrorists_insurgents column...\")\n",
    "data['militants_terrorists_insurgents'].fillna(-1, inplace=True)\n",
    "print(\"Filling militants_terrorists_insurgents column...completed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filling security_forces column...\n",
      "Filling security_forces column...completed\n"
     ]
    }
   ],
   "source": [
    "# Fill security_forces column\n",
    "print(\"Filling security_forces column...\")\n",
    "data['security_forces'].fillna(-1, inplace=True)\n",
    "print(\"Filling security_forces column...completed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filling subject column...\n",
      "Filling Subject column...completed\n"
     ]
    }
   ],
   "source": [
    "# Fill Subject column\n",
    "print(\"Filling subject column...\")\n",
    "data['subject'].fillna('unknown', inplace=True)\n",
    "print(\"Filling Subject column...completed\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27233"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27233"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        30\n",
       "1        30\n",
       "2        30\n",
       "3        30\n",
       "4        30\n",
       "5        30\n",
       "6        30\n",
       "7        30\n",
       "8        30\n",
       "9        30\n",
       "10       30\n",
       "11       30\n",
       "12       30\n",
       "13       30\n",
       "14       30\n",
       "15       30\n",
       "16       30\n",
       "17       30\n",
       "18       30\n",
       "19       30\n",
       "20       30\n",
       "21       30\n",
       "22       30\n",
       "23       30\n",
       "24       30\n",
       "25       30\n",
       "26       30\n",
       "27       30\n",
       "28       30\n",
       "29       30\n",
       "         ..\n",
       "27203     4\n",
       "27204     6\n",
       "27205     5\n",
       "27206     4\n",
       "27207     5\n",
       "27208     5\n",
       "27209     5\n",
       "27210     5\n",
       "27211     6\n",
       "27212     4\n",
       "27213     5\n",
       "27214     6\n",
       "27215     4\n",
       "27216     4\n",
       "27217     4\n",
       "27218     6\n",
       "27219     5\n",
       "27220     4\n",
       "27221     4\n",
       "27222     5\n",
       "27223     5\n",
       "27224     4\n",
       "27225     5\n",
       "27226     6\n",
       "27227     6\n",
       "27228     5\n",
       "27229     5\n",
       "27230     5\n",
       "27231     5\n",
       "27232     6\n",
       "Name: _last_judgment_at, Length: 27233, dtype: int64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "for date2 in data['report_date']:\n",
    "    month=date2.dt.month\n",
    "    date=date2.dt.day\n",
    "    \n",
    "    "
   ]
  }
 ],
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