Final_Prediction_Model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.cross_validation import train_test_split\n",
    "from sklearn.svm import SVR\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dfFinal = pd.read_csv('News_Final.csv')\n",
    "dfFb_Ec = pd.read_csv('Facebook_Economy.csv')\n",
    "dfFb_Ms = pd.read_csv('Facebook_Microsoft.csv')\n",
    "dfFb_Ob = pd.read_csv('Facebook_Obama.csv')\n",
    "dfFb_Pa = pd.read_csv('Facebook_Palestine.csv')\n",
    "dfGo_Pa = pd.read_csv('GooglePlus_Palestine.csv')\n",
    "dfGo_Ob = pd.read_csv('GooglePlus_Obama.csv')\n",
    "dfGo_Ms = pd.read_csv('GooglePlus_Microsoft.csv')\n",
    "dfGo_Ec = pd.read_csv('GooglePlus_Economy.csv')\n",
    "dfLd_Pa = pd.read_csv('LinkedIn_Palestine.csv')\n",
    "dfLd_Ob = pd.read_csv('LinkedIn_Obama.csv')\n",
    "dfLd_Ms = pd.read_csv('LinkedIn_Microsoft.csv')\n",
    "dfLd_Ec = pd.read_csv('LinkedIn_Economy.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
       "      <td>18828.0</td>\n",
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       "      <td>Nouriel Roubini, NYU professor and chairman at...</td>\n",
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       "      <td>-1</td>\n",
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       "      <th>3</th>\n",
       "      <td>27788.0</td>\n",
       "      <td>Finland GDP Expands In Q4</td>\n",
       "      <td>Finland's economy expanded marginally in the t...</td>\n",
       "      <td>RTT News</td>\n",
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       "      <th>4</th>\n",
       "      <td>27789.0</td>\n",
       "      <td>Tourism, govt spending buoys Thai economy in J...</td>\n",
       "      <td>Tourism and public spending continued to boost...</td>\n",
       "      <td>The Nation - Thailand&amp;#39;s English news</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.141084</td>\n",
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       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "      <th>5</th>\n",
       "      <td>27790.0</td>\n",
       "      <td>Intellitec Solutions to Host 13th Annual Sprin...</td>\n",
       "      <td>Over 100 attendees expected to see latest vers...</td>\n",
       "      <td>PRWeb</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 00:19:00</td>\n",
       "      <td>-0.075378</td>\n",
       "      <td>0.036773</td>\n",
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       "      <td>-1</td>\n",
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       "      <th>6</th>\n",
       "      <td>80690.0</td>\n",
       "      <td>Monday, 29 Feb 2016</td>\n",
       "      <td>RAMALLAH, February 25, 2016 (WAFA) - Palestine...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2016-02-28 14:03:00</td>\n",
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       "      <th>7</th>\n",
       "      <td>80762.0</td>\n",
       "      <td>Obama, stars pay a musical tribute to Ray Charles</td>\n",
       "      <td>First lady Michelle Obama speaks in the State ...</td>\n",
       "      <td>Coast Reporter</td>\n",
       "      <td>obama</td>\n",
       "      <td>2015-03-01 00:45:00</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.103003</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>80771.0</td>\n",
       "      <td>Fire claims more than 100-year-old barn in Han...</td>\n",
       "      <td>A Hancock County man lost a barn early Monday ...</td>\n",
       "      <td>WTHR Indianapolis</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2015-03-01 01:20:00</td>\n",
       "      <td>-0.173925</td>\n",
       "      <td>-0.050185</td>\n",
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       "      <td>-1</td>\n",
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       "      <th>9</th>\n",
       "      <td>27803.0</td>\n",
       "      <td>Microsoft's new Windows 10 ad targets Apple</td>\n",
       "      <td>New Delhi, Feb.29 : Technology giant Microsoft...</td>\n",
       "      <td>New Kerala</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 01:32:00</td>\n",
       "      <td>-0.059536</td>\n",
       "      <td>-0.081715</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>27813.0</td>\n",
       "      <td>Microsoft Project Centennial seen with “univer...</td>\n",
       "      <td>Microsoft may have burned off one bridge, but ...</td>\n",
       "      <td>SlashGear</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 02:14:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.002550</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>27812.0</td>\n",
       "      <td>Microsoft sneaks onto Android while Android sn...</td>\n",
       "      <td>The platform battles are back MWC16 +Analysis ...</td>\n",
       "      <td>The Register</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 02:15:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052670</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>27838.0</td>\n",
       "      <td>Greek economy grows 0.1 pct q/q in fourth quarter</td>\n",
       "      <td>Greece's economy expanded by 0.1 percent in la...</td>\n",
       "      <td>Reuters via Yahoo! Finance</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 02:16:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.375259</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>27811.0</td>\n",
       "      <td>Big data and the Internet of Things to add £32...</td>\n",
       "      <td>Big data analytics and the Internet of Things ...</td>\n",
       "      <td>Information Age</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 02:18:00</td>\n",
       "      <td>0.063205</td>\n",
       "      <td>0.038986</td>\n",
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       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>27814.0</td>\n",
       "      <td>HoloLens dev edition costs £2,000 with new Con...</td>\n",
       "      <td>Microsoft’s AR headset is being made available...</td>\n",
       "      <td>Metro</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 02:18:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.079434</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>27823.0</td>\n",
       "      <td>Microsoft Word for Mac 2016 review: A subtle y...</td>\n",
       "      <td>What is A + B? Welcome to our review of Word f...</td>\n",
       "      <td>Macworld UK</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 02:54:00</td>\n",
       "      <td>-0.023883</td>\n",
       "      <td>-0.032275</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>27827.0</td>\n",
       "      <td>Microsoft Band 2 gains appeal with lower price</td>\n",
       "      <td>The Microsoft Band 2 hit the market in late 20...</td>\n",
       "      <td>SlashGear</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 03:10:00</td>\n",
       "      <td>-0.070868</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>27828.0</td>\n",
       "      <td>Microsoft prepares to unleash Office 2016 full...</td>\n",
       "      <td>It seems that Microsoft is getting ready to pu...</td>\n",
       "      <td>TechRadar</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 03:10:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001367</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>27826.0</td>\n",
       "      <td>Greek economy shrank 0.3 percent last year but...</td>\n",
       "      <td>Greece's economy expanded slightly in the last...</td>\n",
       "      <td>Reuters via Yahoo! Finance</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 03:15:00</td>\n",
       "      <td>-0.085645</td>\n",
       "      <td>-0.099531</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>27839.0</td>\n",
       "      <td>Sweden's economy is on fire — but here's why t...</td>\n",
       "      <td>Sweden's economy is on a massive tear, but for...</td>\n",
       "      <td>Business Insider UK Finance via Yahoo Canada F...</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 03:15:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.014174</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>27840.0</td>\n",
       "      <td>The Microsoft Band 2 now costs just $175</td>\n",
       "      <td>The Microsoft Band 2 may have its problems, an...</td>\n",
       "      <td>Digital Trends via Yahoo! Sports</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 03:16:00</td>\n",
       "      <td>0.080799</td>\n",
       "      <td>-0.038613</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>27837.0</td>\n",
       "      <td>Greek economy shrank 0.3 percent last year but...</td>\n",
       "      <td>By George Georgiopoulos ATHENS (Reuters) - Gre...</td>\n",
       "      <td>Reuters via Yahoo! Finance</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 03:22:00</td>\n",
       "      <td>-0.085645</td>\n",
       "      <td>-0.120476</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>27853.0</td>\n",
       "      <td>China cuts reserve requirements in bid to boos...</td>\n",
       "      <td>China's central bank on Monday cut the proport...</td>\n",
       "      <td>AFP via Yahoo! India News</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 03:28:00</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>0.094658</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>27854.0</td>\n",
       "      <td>China cuts reserve requirements in bid to boos...</td>\n",
       "      <td>China's central bank on Monday cut the proport...</td>\n",
       "      <td>AFP via Yahoo! News</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 03:37:00</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>0.094658</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>80805.0</td>\n",
       "      <td>Obama encouraging young people to learn math, ...</td>\n",
       "      <td>President Barack Obama is launching a version ...</td>\n",
       "      <td>Associated Press via Yahoo! News</td>\n",
       "      <td>obama</td>\n",
       "      <td>2015-03-01 03:56:00</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>0.058465</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>27862.0</td>\n",
       "      <td>Jaitley opens coffers for rural India, unveils...</td>\n",
       "      <td>New Delhi, Feb 29 (IANS) Focusing on rural eco...</td>\n",
       "      <td>IANS via Yahoo Maktoob News</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 04:10:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.326718</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>80801.0</td>\n",
       "      <td>Obama Encouraging Young People to Learn Math, ...</td>\n",
       "      <td>President Barack Obama is launching a version of</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>obama</td>\n",
       "      <td>2015-03-01 04:18:00</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>-0.088388</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27868.0</td>\n",
       "      <td>Microsoft’s Other Mobile App Takeover: The Sto...</td>\n",
       "      <td>On February 2, Microsoft announced the acquisi...</td>\n",
       "      <td>Market Realist via Yahoo! Finance</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-03-01 05:07:00</td>\n",
       "      <td>-0.079057</td>\n",
       "      <td>0.083853</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>27874.0</td>\n",
       "      <td>Jaitley opens coffers for rural India, unveils...</td>\n",
       "      <td>New Delhi, Feb 29 (IANS) Focusing on rural eco...</td>\n",
       "      <td>IANS India Private Limited/Yahoo India News vi...</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 05:18:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.063752</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>27882.0</td>\n",
       "      <td>Jaitley opens coffers for rural India, unveils...</td>\n",
       "      <td>New Delhi, Feb 29 (IANS) Focusing on rural eco...</td>\n",
       "      <td>IANS India Private Limited/Yahoo India News vi...</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-03-01 05:18:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.063752</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93209</th>\n",
       "      <td>61838.0</td>\n",
       "      <td>Microsoft COO Kevin Turner has left the compan...</td>\n",
       "      <td>Citadel Securities announced Thursday morning ...</td>\n",
       "      <td>Business Insider</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2016-07-07 13:40:11</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.054554</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93210</th>\n",
       "      <td>104787.0</td>\n",
       "      <td>Poland Rushes Vote to Unblock Top Court Before...</td>\n",
       "      <td>The government was pressing to amend the rules...</td>\n",
       "      <td>ABC News</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 13:40:14</td>\n",
       "      <td>0.128468</td>\n",
       "      <td>0.251558</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93211</th>\n",
       "      <td>61840.0</td>\n",
       "      <td>Microsoft Cybersecurity Advocates for Coordina...</td>\n",
       "      <td>Overall, the Microsoft cybersecurity viewpoint...</td>\n",
       "      <td>Security Intelligence (blog)</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2016-07-07 13:43:12</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.023897</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93212</th>\n",
       "      <td>104784.0</td>\n",
       "      <td>Why Did Obama Do so Well at the Supreme Court?</td>\n",
       "      <td>The last week of the Supreme Court's last full...</td>\n",
       "      <td>New Republic</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 13:43:14</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.002083</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93213</th>\n",
       "      <td>104782.0</td>\n",
       "      <td>Ugandan President Repeatedly Refers To Israel ...</td>\n",
       "      <td>However, Netanyahu's emotional speech was marr...</td>\n",
       "      <td>The Inquisitr</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2016-07-07 13:45:21</td>\n",
       "      <td>-0.044194</td>\n",
       "      <td>-0.236585</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93214</th>\n",
       "      <td>61828.0</td>\n",
       "      <td>SA's economic outlook sours</td>\n",
       "      <td>Johannesburg - The International Monetary Fund...</td>\n",
       "      <td>Independent Online</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 13:53:08</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.148537</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93215</th>\n",
       "      <td>61825.0</td>\n",
       "      <td>Tracking Brexit - how referendum shock is affe...</td>\n",
       "      <td>LONDON, July 7 (Reuters) - Britain looks set f...</td>\n",
       "      <td>Daily Mail</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 13:56:06</td>\n",
       "      <td>-0.076736</td>\n",
       "      <td>-0.088378</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93216</th>\n",
       "      <td>61859.0</td>\n",
       "      <td>Bank of Japan cuts assessment of two regional ...</td>\n",
       "      <td>The Bank of Japan downgraded its economic asse...</td>\n",
       "      <td>The Japan Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 14:00:05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>-0.066625</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93217</th>\n",
       "      <td>61844.0</td>\n",
       "      <td>Italy may trigger collapse of European economy</td>\n",
       "      <td>In the past, the European Union's economy fell...</td>\n",
       "      <td>Pravda</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 14:00:08</td>\n",
       "      <td>-0.053545</td>\n",
       "      <td>-0.208514</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93218</th>\n",
       "      <td>104788.0</td>\n",
       "      <td>Despite Obama's new executive order, US drone ...</td>\n",
       "      <td>In 2013, President Obama promised to bring gre...</td>\n",
       "      <td>Washington Post</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 14:05:15</td>\n",
       "      <td>-0.229171</td>\n",
       "      <td>-0.163486</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93219</th>\n",
       "      <td>61836.0</td>\n",
       "      <td>WPP CEO Sorrell on Brexit, Advertising, Economy</td>\n",
       "      <td>WPP CEO Martin Sorrell discusses Brexit, adver...</td>\n",
       "      <td>Bloomberg</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 14:08:06</td>\n",
       "      <td>0.047246</td>\n",
       "      <td>0.027277</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93220</th>\n",
       "      <td>61846.0</td>\n",
       "      <td>Factbox: Tracking Brexit - how referendum shoc...</td>\n",
       "      <td>Official data showing how the decision is affe...</td>\n",
       "      <td>Reuters UK</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 14:20:05</td>\n",
       "      <td>-0.076736</td>\n",
       "      <td>-0.057410</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93221</th>\n",
       "      <td>61848.0</td>\n",
       "      <td>Poor playoff showing by Canadian NHL teams giv...</td>\n",
       "      <td>“Many Canadians travel city-to-city for playof...</td>\n",
       "      <td>Yahoo Canada Finance - Insight (blog)</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 14:20:08</td>\n",
       "      <td>-0.424931</td>\n",
       "      <td>0.019137</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93222</th>\n",
       "      <td>61866.0</td>\n",
       "      <td>Microsoft operating chief Kevin Turner is leav...</td>\n",
       "      <td>Kevin Turner, the former Walmart executive who...</td>\n",
       "      <td>Recode</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2016-07-07 14:20:11</td>\n",
       "      <td>0.037689</td>\n",
       "      <td>-0.052129</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93223</th>\n",
       "      <td>104797.0</td>\n",
       "      <td>Obama's final fight</td>\n",
       "      <td>That's what US President Barack Obama confront...</td>\n",
       "      <td>gulfnews.com</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 14:20:15</td>\n",
       "      <td>-0.505181</td>\n",
       "      <td>0.098752</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93224</th>\n",
       "      <td>61839.0</td>\n",
       "      <td>Microsoft set a new record by storing an OK Go...</td>\n",
       "      <td>Microsoft announced on Thursday that it has se...</td>\n",
       "      <td>Business Insider</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2016-07-07 14:27:11</td>\n",
       "      <td>-0.122161</td>\n",
       "      <td>0.118732</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93225</th>\n",
       "      <td>61845.0</td>\n",
       "      <td>Claims for jobless benefits fall, sign of U.S....</td>\n",
       "      <td>The modest level of unemployment benefits indi...</td>\n",
       "      <td>Columbus Dispatch</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 14:38:11</td>\n",
       "      <td>0.052625</td>\n",
       "      <td>-0.370349</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93226</th>\n",
       "      <td>61852.0</td>\n",
       "      <td>Tracking Brexit: How referendum shock is affec...</td>\n",
       "      <td>LONDON: Britain looks set for an economic slow...</td>\n",
       "      <td>Economic Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 14:40:05</td>\n",
       "      <td>-0.076736</td>\n",
       "      <td>-0.139646</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93227</th>\n",
       "      <td>61847.0</td>\n",
       "      <td>We've hit peak panic - but the economy is stil...</td>\n",
       "      <td>Business groups were quick to decry the risk t...</td>\n",
       "      <td>The Sydney Morning Herald</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 15:01:06</td>\n",
       "      <td>-0.042624</td>\n",
       "      <td>-0.065500</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93228</th>\n",
       "      <td>61853.0</td>\n",
       "      <td>UK economy heading for marked slowdown after s...</td>\n",
       "      <td>NIESR estimated Britain's economy expanded 0.6...</td>\n",
       "      <td>Reuters UK</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 15:05:06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.028677</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93229</th>\n",
       "      <td>61849.0</td>\n",
       "      <td>Read Microsoft's Cringeworthy Millennial-Bait ...</td>\n",
       "      <td>For any corporate recruiter thinking about add...</td>\n",
       "      <td>Fortune</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2016-07-07 15:06:11</td>\n",
       "      <td>0.051031</td>\n",
       "      <td>0.178885</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93230</th>\n",
       "      <td>61860.0</td>\n",
       "      <td>American Airlines' 787-9 with premium economy ...</td>\n",
       "      <td>The Fort Worth-based airline's first Boeing 78...</td>\n",
       "      <td>Fort Worth Star Telegram (blog)</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 15:11:10</td>\n",
       "      <td>0.075378</td>\n",
       "      <td>0.288825</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93231</th>\n",
       "      <td>61858.0</td>\n",
       "      <td>UK economy heading for marked slowdown after s...</td>\n",
       "      <td>LONDON, (Reuters) – Britain's economy looks se...</td>\n",
       "      <td>euronews</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 15:16:05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.196260</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93232</th>\n",
       "      <td>61863.0</td>\n",
       "      <td>UK economy heading for marked slowdown after Q...</td>\n",
       "      <td>LONDON, July 7 (Reuters) - Britain's economy l...</td>\n",
       "      <td>Daily Mail</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 15:20:05</td>\n",
       "      <td>0.037689</td>\n",
       "      <td>-0.191747</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93233</th>\n",
       "      <td>104799.0</td>\n",
       "      <td>Tournoi de foot solidaire pour la Palestine</td>\n",
       "      <td>Dans le cadre de la campagne annuelle de solid...</td>\n",
       "      <td>L'Humanité</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2016-07-07 15:20:27</td>\n",
       "      <td>-0.047246</td>\n",
       "      <td>-0.106600</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93234</th>\n",
       "      <td>61851.0</td>\n",
       "      <td>Stocks rise as investors key in on US economy ...</td>\n",
       "      <td>The June employment report is viewed as a cruc...</td>\n",
       "      <td>MarketWatch</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 15:31:05</td>\n",
       "      <td>0.104284</td>\n",
       "      <td>0.044943</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93235</th>\n",
       "      <td>61865.0</td>\n",
       "      <td>Russian PM proposes to use conservative and to...</td>\n",
       "      <td>In addition, establish stimulating economic po...</td>\n",
       "      <td>TASS</td>\n",
       "      <td>economy</td>\n",
       "      <td>2016-07-07 15:31:10</td>\n",
       "      <td>0.072194</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93236</th>\n",
       "      <td>104793.0</td>\n",
       "      <td>Palestinian Government Uses Foreign Aid To Pay...</td>\n",
       "      <td>The Palestinian government spends nearly $140 ...</td>\n",
       "      <td>Daily Caller</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2016-07-07 15:38:26</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>-0.139754</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93237</th>\n",
       "      <td>104794.0</td>\n",
       "      <td>Palestine Youth Orchestra prepares for first U...</td>\n",
       "      <td>Palestine Youth Orchestra prepares for first U...</td>\n",
       "      <td>Ahram Online</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2016-07-07 15:59:22</td>\n",
       "      <td>0.121534</td>\n",
       "      <td>0.092313</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93238</th>\n",
       "      <td>61870.0</td>\n",
       "      <td>Sausalito businesswoman wins $10000 in Microso...</td>\n",
       "      <td>Goldstein, the proprietor of the TG Travel Gro...</td>\n",
       "      <td>East Bay Times</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2016-07-07 16:16:11</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.054554</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93239 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         IDLink                                              Title  \\\n",
       "0       99248.0   Obama Lays Wreath at Arlington National Cemetery   \n",
       "1       10423.0        A Look at the Health of the Chinese Economy   \n",
       "2       18828.0   Nouriel Roubini: Global Economy Not Back to 2008   \n",
       "3       27788.0                          Finland GDP Expands In Q4   \n",
       "4       27789.0  Tourism, govt spending buoys Thai economy in J...   \n",
       "5       27790.0  Intellitec Solutions to Host 13th Annual Sprin...   \n",
       "6       80690.0                                Monday, 29 Feb 2016   \n",
       "7       80762.0  Obama, stars pay a musical tribute to Ray Charles   \n",
       "8       80771.0  Fire claims more than 100-year-old barn in Han...   \n",
       "9       27803.0        Microsoft's new Windows 10 ad targets Apple   \n",
       "10      27813.0  Microsoft Project Centennial seen with “univer...   \n",
       "11      27812.0  Microsoft sneaks onto Android while Android sn...   \n",
       "12      27838.0  Greek economy grows 0.1 pct q/q in fourth quarter   \n",
       "13      27811.0  Big data and the Internet of Things to add £32...   \n",
       "14      27814.0  HoloLens dev edition costs £2,000 with new Con...   \n",
       "15      27823.0  Microsoft Word for Mac 2016 review: A subtle y...   \n",
       "16      27827.0     Microsoft Band 2 gains appeal with lower price   \n",
       "17      27828.0  Microsoft prepares to unleash Office 2016 full...   \n",
       "18      27826.0  Greek economy shrank 0.3 percent last year but...   \n",
       "19      27839.0  Sweden's economy is on fire — but here's why t...   \n",
       "20      27840.0           The Microsoft Band 2 now costs just $175   \n",
       "21      27837.0  Greek economy shrank 0.3 percent last year but...   \n",
       "22      27853.0  China cuts reserve requirements in bid to boos...   \n",
       "23      27854.0  China cuts reserve requirements in bid to boos...   \n",
       "24      80805.0  Obama encouraging young people to learn math, ...   \n",
       "25      27862.0  Jaitley opens coffers for rural India, unveils...   \n",
       "26      80801.0  Obama Encouraging Young People to Learn Math, ...   \n",
       "27      27868.0  Microsoft’s Other Mobile App Takeover: The Sto...   \n",
       "28      27874.0  Jaitley opens coffers for rural India, unveils...   \n",
       "29      27882.0  Jaitley opens coffers for rural India, unveils...   \n",
       "...         ...                                                ...   \n",
       "93209   61838.0  Microsoft COO Kevin Turner has left the compan...   \n",
       "93210  104787.0  Poland Rushes Vote to Unblock Top Court Before...   \n",
       "93211   61840.0  Microsoft Cybersecurity Advocates for Coordina...   \n",
       "93212  104784.0     Why Did Obama Do so Well at the Supreme Court?   \n",
       "93213  104782.0  Ugandan President Repeatedly Refers To Israel ...   \n",
       "93214   61828.0                        SA's economic outlook sours   \n",
       "93215   61825.0  Tracking Brexit - how referendum shock is affe...   \n",
       "93216   61859.0  Bank of Japan cuts assessment of two regional ...   \n",
       "93217   61844.0     Italy may trigger collapse of European economy   \n",
       "93218  104788.0  Despite Obama's new executive order, US drone ...   \n",
       "93219   61836.0    WPP CEO Sorrell on Brexit, Advertising, Economy   \n",
       "93220   61846.0  Factbox: Tracking Brexit - how referendum shoc...   \n",
       "93221   61848.0  Poor playoff showing by Canadian NHL teams giv...   \n",
       "93222   61866.0  Microsoft operating chief Kevin Turner is leav...   \n",
       "93223  104797.0                                Obama's final fight   \n",
       "93224   61839.0  Microsoft set a new record by storing an OK Go...   \n",
       "93225   61845.0  Claims for jobless benefits fall, sign of U.S....   \n",
       "93226   61852.0  Tracking Brexit: How referendum shock is affec...   \n",
       "93227   61847.0  We've hit peak panic - but the economy is stil...   \n",
       "93228   61853.0  UK economy heading for marked slowdown after s...   \n",
       "93229   61849.0  Read Microsoft's Cringeworthy Millennial-Bait ...   \n",
       "93230   61860.0  American Airlines' 787-9 with premium economy ...   \n",
       "93231   61858.0  UK economy heading for marked slowdown after s...   \n",
       "93232   61863.0  UK economy heading for marked slowdown after Q...   \n",
       "93233  104799.0        Tournoi de foot solidaire pour la Palestine   \n",
       "93234   61851.0  Stocks rise as investors key in on US economy ...   \n",
       "93235   61865.0  Russian PM proposes to use conservative and to...   \n",
       "93236  104793.0  Palestinian Government Uses Foreign Aid To Pay...   \n",
       "93237  104794.0  Palestine Youth Orchestra prepares for first U...   \n",
       "93238   61870.0  Sausalito businesswoman wins $10000 in Microso...   \n",
       "\n",
       "                                                Headline  \\\n",
       "0      Obama Lays Wreath at Arlington National Cemete...   \n",
       "1      Tim Haywood, investment director business-unit...   \n",
       "2      Nouriel Roubini, NYU professor and chairman at...   \n",
       "3      Finland's economy expanded marginally in the t...   \n",
       "4      Tourism and public spending continued to boost...   \n",
       "5      Over 100 attendees expected to see latest vers...   \n",
       "6      RAMALLAH, February 25, 2016 (WAFA) - Palestine...   \n",
       "7      First lady Michelle Obama speaks in the State ...   \n",
       "8      A Hancock County man lost a barn early Monday ...   \n",
       "9      New Delhi, Feb.29 : Technology giant Microsoft...   \n",
       "10     Microsoft may have burned off one bridge, but ...   \n",
       "11     The platform battles are back MWC16 +Analysis ...   \n",
       "12     Greece's economy expanded by 0.1 percent in la...   \n",
       "13     Big data analytics and the Internet of Things ...   \n",
       "14     Microsoft’s AR headset is being made available...   \n",
       "15     What is A + B? Welcome to our review of Word f...   \n",
       "16     The Microsoft Band 2 hit the market in late 20...   \n",
       "17     It seems that Microsoft is getting ready to pu...   \n",
       "18     Greece's economy expanded slightly in the last...   \n",
       "19     Sweden's economy is on a massive tear, but for...   \n",
       "20     The Microsoft Band 2 may have its problems, an...   \n",
       "21     By George Georgiopoulos ATHENS (Reuters) - Gre...   \n",
       "22     China's central bank on Monday cut the proport...   \n",
       "23     China's central bank on Monday cut the proport...   \n",
       "24     President Barack Obama is launching a version ...   \n",
       "25     New Delhi, Feb 29 (IANS) Focusing on rural eco...   \n",
       "26     President Barack Obama is launching a version of    \n",
       "27     On February 2, Microsoft announced the acquisi...   \n",
       "28     New Delhi, Feb 29 (IANS) Focusing on rural eco...   \n",
       "29     New Delhi, Feb 29 (IANS) Focusing on rural eco...   \n",
       "...                                                  ...   \n",
       "93209  Citadel Securities announced Thursday morning ...   \n",
       "93210  The government was pressing to amend the rules...   \n",
       "93211  Overall, the Microsoft cybersecurity viewpoint...   \n",
       "93212  The last week of the Supreme Court's last full...   \n",
       "93213  However, Netanyahu's emotional speech was marr...   \n",
       "93214  Johannesburg - The International Monetary Fund...   \n",
       "93215  LONDON, July 7 (Reuters) - Britain looks set f...   \n",
       "93216  The Bank of Japan downgraded its economic asse...   \n",
       "93217  In the past, the European Union's economy fell...   \n",
       "93218  In 2013, President Obama promised to bring gre...   \n",
       "93219  WPP CEO Martin Sorrell discusses Brexit, adver...   \n",
       "93220  Official data showing how the decision is affe...   \n",
       "93221  “Many Canadians travel city-to-city for playof...   \n",
       "93222  Kevin Turner, the former Walmart executive who...   \n",
       "93223  That's what US President Barack Obama confront...   \n",
       "93224  Microsoft announced on Thursday that it has se...   \n",
       "93225  The modest level of unemployment benefits indi...   \n",
       "93226  LONDON: Britain looks set for an economic slow...   \n",
       "93227  Business groups were quick to decry the risk t...   \n",
       "93228  NIESR estimated Britain's economy expanded 0.6...   \n",
       "93229  For any corporate recruiter thinking about add...   \n",
       "93230  The Fort Worth-based airline's first Boeing 78...   \n",
       "93231  LONDON, (Reuters) – Britain's economy looks se...   \n",
       "93232  LONDON, July 7 (Reuters) - Britain's economy l...   \n",
       "93233  Dans le cadre de la campagne annuelle de solid...   \n",
       "93234  The June employment report is viewed as a cruc...   \n",
       "93235  In addition, establish stimulating economic po...   \n",
       "93236  The Palestinian government spends nearly $140 ...   \n",
       "93237  Palestine Youth Orchestra prepares for first U...   \n",
       "93238  Goldstein, the proprietor of the TG Travel Gro...   \n",
       "\n",
       "                                                  Source      Topic  \\\n",
       "0                                              USA TODAY      obama   \n",
       "1                                              Bloomberg    economy   \n",
       "2                                              Bloomberg    economy   \n",
       "3                                               RTT News    economy   \n",
       "4               The Nation - Thailand&#39;s English news    economy   \n",
       "5                                                  PRWeb  microsoft   \n",
       "6                                                    NaN  palestine   \n",
       "7                                         Coast Reporter      obama   \n",
       "8                                      WTHR Indianapolis  palestine   \n",
       "9                                             New Kerala  microsoft   \n",
       "10                                             SlashGear  microsoft   \n",
       "11                                          The Register  microsoft   \n",
       "12                            Reuters via Yahoo! Finance    economy   \n",
       "13                                       Information Age    economy   \n",
       "14                                                 Metro  microsoft   \n",
       "15                                           Macworld UK  microsoft   \n",
       "16                                             SlashGear  microsoft   \n",
       "17                                             TechRadar  microsoft   \n",
       "18                            Reuters via Yahoo! Finance    economy   \n",
       "19     Business Insider UK Finance via Yahoo Canada F...    economy   \n",
       "20                      Digital Trends via Yahoo! Sports  microsoft   \n",
       "21                            Reuters via Yahoo! Finance    economy   \n",
       "22                             AFP via Yahoo! India News    economy   \n",
       "23                                   AFP via Yahoo! News    economy   \n",
       "24                      Associated Press via Yahoo! News      obama   \n",
       "25                           IANS via Yahoo Maktoob News    economy   \n",
       "26                                        New York Times      obama   \n",
       "27                     Market Realist via Yahoo! Finance  microsoft   \n",
       "28     IANS India Private Limited/Yahoo India News vi...    economy   \n",
       "29     IANS India Private Limited/Yahoo India News vi...    economy   \n",
       "...                                                  ...        ...   \n",
       "93209                                   Business Insider  microsoft   \n",
       "93210                                           ABC News      obama   \n",
       "93211                       Security Intelligence (blog)  microsoft   \n",
       "93212                                       New Republic      obama   \n",
       "93213                                      The Inquisitr  palestine   \n",
       "93214                                 Independent Online    economy   \n",
       "93215                                         Daily Mail    economy   \n",
       "93216                                    The Japan Times    economy   \n",
       "93217                                             Pravda    economy   \n",
       "93218                                    Washington Post      obama   \n",
       "93219                                          Bloomberg    economy   \n",
       "93220                                         Reuters UK    economy   \n",
       "93221              Yahoo Canada Finance - Insight (blog)    economy   \n",
       "93222                                             Recode  microsoft   \n",
       "93223                                       gulfnews.com      obama   \n",
       "93224                                   Business Insider  microsoft   \n",
       "93225                                  Columbus Dispatch    economy   \n",
       "93226                                     Economic Times    economy   \n",
       "93227                          The Sydney Morning Herald    economy   \n",
       "93228                                         Reuters UK    economy   \n",
       "93229                                            Fortune  microsoft   \n",
       "93230                    Fort Worth Star Telegram (blog)    economy   \n",
       "93231                                           euronews    economy   \n",
       "93232                                         Daily Mail    economy   \n",
       "93233                                         L'Humanité  palestine   \n",
       "93234                                        MarketWatch    economy   \n",
       "93235                                               TASS    economy   \n",
       "93236                                       Daily Caller  palestine   \n",
       "93237                                       Ahram Online  palestine   \n",
       "93238                                     East Bay Times  microsoft   \n",
       "\n",
       "               PublishDate  SentimentTitle  SentimentHeadline  Facebook  \\\n",
       "0      2002-04-02 00:00:00        0.000000          -0.053300        -1   \n",
       "1      2008-09-20 00:00:00        0.208333          -0.156386        -1   \n",
       "2      2012-01-28 00:00:00       -0.425210           0.139754        -1   \n",
       "3      2015-03-01 00:06:00        0.000000           0.026064        -1   \n",
       "4      2015-03-01 00:11:00        0.000000           0.141084        -1   \n",
       "5      2015-03-01 00:19:00       -0.075378           0.036773        -1   \n",
       "6      2016-02-28 14:03:00        0.000000          -0.005906         0   \n",
       "7      2015-03-01 00:45:00        0.083333           0.103003        -1   \n",
       "8      2015-03-01 01:20:00       -0.173925          -0.050185        -1   \n",
       "9      2015-03-01 01:32:00       -0.059536          -0.081715        -1   \n",
       "10     2015-03-01 02:14:00        0.000000           0.002550        -1   \n",
       "11     2015-03-01 02:15:00        0.000000           0.052670        -1   \n",
       "12     2015-03-01 02:16:00        0.000000          -0.375259        -1   \n",
       "13     2015-03-01 02:18:00        0.063205           0.038986        -1   \n",
       "14     2015-03-01 02:18:00        0.000000           0.079434        -1   \n",
       "15     2015-03-01 02:54:00       -0.023883          -0.032275        -1   \n",
       "16     2015-03-01 03:10:00       -0.070868           0.000000        -1   \n",
       "17     2015-03-01 03:10:00        0.000000           0.001367        -1   \n",
       "18     2015-03-01 03:15:00       -0.085645          -0.099531        -1   \n",
       "19     2015-03-01 03:15:00        0.000000          -0.014174        -1   \n",
       "20     2015-03-01 03:16:00        0.080799          -0.038613        -1   \n",
       "21     2015-03-01 03:22:00       -0.085645          -0.120476        -1   \n",
       "22     2015-03-01 03:28:00        0.291667           0.094658        -1   \n",
       "23     2015-03-01 03:37:00        0.291667           0.094658        -1   \n",
       "24     2015-03-01 03:56:00        0.044194           0.058465        -1   \n",
       "25     2015-03-01 04:10:00        0.000000           0.326718        -1   \n",
       "26     2015-03-01 04:18:00        0.044194          -0.088388        -1   \n",
       "27     2015-03-01 05:07:00       -0.079057           0.083853        -1   \n",
       "28     2015-03-01 05:18:00        0.000000           0.063752        -1   \n",
       "29     2015-03-01 05:18:00        0.000000           0.063752        -1   \n",
       "...                    ...             ...                ...       ...   \n",
       "93209  2016-07-07 13:40:11        0.000000          -0.054554        -1   \n",
       "93210  2016-07-07 13:40:14        0.128468           0.251558         2   \n",
       "93211  2016-07-07 13:43:12        0.000000          -0.023897        -1   \n",
       "93212  2016-07-07 13:43:14        0.000000          -0.002083         4   \n",
       "93213  2016-07-07 13:45:21       -0.044194          -0.236585         6   \n",
       "93214  2016-07-07 13:53:08        0.000000          -0.148537        -1   \n",
       "93215  2016-07-07 13:56:06       -0.076736          -0.088378        -1   \n",
       "93216  2016-07-07 14:00:05        0.125000          -0.066625        -1   \n",
       "93217  2016-07-07 14:00:08       -0.053545          -0.208514        -1   \n",
       "93218  2016-07-07 14:05:15       -0.229171          -0.163486         9   \n",
       "93219  2016-07-07 14:08:06        0.047246           0.027277        -1   \n",
       "93220  2016-07-07 14:20:05       -0.076736          -0.057410        -1   \n",
       "93221  2016-07-07 14:20:08       -0.424931           0.019137        -1   \n",
       "93222  2016-07-07 14:20:11        0.037689          -0.052129        -1   \n",
       "93223  2016-07-07 14:20:15       -0.505181           0.098752         0   \n",
       "93224  2016-07-07 14:27:11       -0.122161           0.118732        -1   \n",
       "93225  2016-07-07 14:38:11        0.052625          -0.370349        -1   \n",
       "93226  2016-07-07 14:40:05       -0.076736          -0.139646        -1   \n",
       "93227  2016-07-07 15:01:06       -0.042624          -0.065500        -1   \n",
       "93228  2016-07-07 15:05:06        0.000000          -0.028677        -1   \n",
       "93229  2016-07-07 15:06:11        0.051031           0.178885        -1   \n",
       "93230  2016-07-07 15:11:10        0.075378           0.288825        -1   \n",
       "93231  2016-07-07 15:16:05        0.000000          -0.196260        -1   \n",
       "93232  2016-07-07 15:20:05        0.037689          -0.191747        -1   \n",
       "93233  2016-07-07 15:20:27       -0.047246          -0.106600         4   \n",
       "93234  2016-07-07 15:31:05        0.104284           0.044943        -1   \n",
       "93235  2016-07-07 15:31:10        0.072194           0.000000        -1   \n",
       "93236  2016-07-07 15:38:26        0.291667          -0.139754         5   \n",
       "93237  2016-07-07 15:59:22        0.121534           0.092313         0   \n",
       "93238  2016-07-07 16:16:11        0.000000           0.054554        -1   \n",
       "\n",
       "       GooglePlus  LinkedIn  \n",
       "0              -1        -1  \n",
       "1              -1        -1  \n",
       "2              -1        -1  \n",
       "3              -1        -1  \n",
       "4              -1        -1  \n",
       "5              -1        -1  \n",
       "6               0         0  \n",
       "7              -1        -1  \n",
       "8              -1        -1  \n",
       "9              -1        -1  \n",
       "10             -1        -1  \n",
       "11             -1        -1  \n",
       "12             -1        -1  \n",
       "13             -1        -1  \n",
       "14             -1        -1  \n",
       "15             -1        -1  \n",
       "16             -1        -1  \n",
       "17             -1        -1  \n",
       "18             -1        -1  \n",
       "19             -1        -1  \n",
       "20             -1        -1  \n",
       "21             -1        -1  \n",
       "22             -1        -1  \n",
       "23             -1        -1  \n",
       "24             -1        -1  \n",
       "25             -1        -1  \n",
       "26             -1        -1  \n",
       "27             -1        -1  \n",
       "28             -1        -1  \n",
       "29             -1        -1  \n",
       "...           ...       ...  \n",
       "93209           3       101  \n",
       "93210           0         1  \n",
       "93211           3         2  \n",
       "93212           0         0  \n",
       "93213           1         1  \n",
       "93214           0         0  \n",
       "93215           0         0  \n",
       "93216           0         0  \n",
       "93217           1         0  \n",
       "93218           0         1  \n",
       "93219           0         0  \n",
       "93220           0         0  \n",
       "93221           0         0  \n",
       "93222           4        16  \n",
       "93223           0         0  \n",
       "93224           3        27  \n",
       "93225           0         0  \n",
       "93226           0         0  \n",
       "93227           1         0  \n",
       "93228           0         0  \n",
       "93229           0         6  \n",
       "93230           0         0  \n",
       "93231           0         0  \n",
       "93232           0         0  \n",
       "93233           0         0  \n",
       "93234           3         5  \n",
       "93235           0         1  \n",
       "93236           1         0  \n",
       "93237           0         0  \n",
       "93238           1         0  \n",
       "\n",
       "[93239 rows x 11 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Peek into data\n",
    "\n",
    "dfFinal\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#removing the items which was never shared or with share counts = 0\n",
    "df = dfFinal[(dfFinal.Facebook != -1) & (dfFinal.GooglePlus != -1) & (dfFinal.LinkedIn != -1) & (dfFinal.Facebook != 0) & (dfFinal.GooglePlus != 0) & (dfFinal.LinkedIn != 0)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "#removing time from publish date\n",
    "df['PublishDate'] = df['PublishDate'].astype('datetime64[ns]')\n",
    "df['DateOnly'] = df['PublishDate'].dt.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n",
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "#count number of days since Jan 1 1970. These columns would be used to form groups of 3 days\n",
    "df['DaysSince1'] = (pd.to_datetime(df['DateOnly']) - pd.datetime(1970,1,1)).dt.days\n",
    "df['DaysSince1'] = df['DaysSince1'].subtract(df['DaysSince1'].min()).add(1)\n",
    "df['DaysSince2'] = df['DaysSince1'] + 1\n",
    "df['DaysSince3'] = df['DaysSince1'] + 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    }
   ],
   "source": [
    "# Calculate rank of the news item within the 3 day window group\n",
    "\n",
    "loop_start = df['DaysSince1'].min()\n",
    "loop_end = df['DaysSince1'].max()\n",
    "print loop_start\n",
    "print loop_end\n",
    "rankDictionary = {}\n",
    "for x in range(loop_start, loop_end):\n",
    "    df_temp = df[(df.DaysSince1 == x) | (df.DaysSince2 == x) | (df.DaysSince3 == x)]\n",
    "    df_temp.sort_values(by='Facebook')# Made it ascending so that we rank them in reverse order #, ascending=False)\n",
    "    df_temp['GroupRanking'] = df_temp['Facebook'].rank(ascending=False)\n",
    "    for index, row in df_temp.iterrows():\n",
    "        if row['DaysSince1'] == x:\n",
    "            rankDictionary[row['IDLink']] = row['GroupRanking']\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "#Edit original Data frame to assign group rank\n",
    "\n",
    "def assignRank(row):\n",
    "    if row.IDLink in rankDictionary:\n",
    "        return rankDictionary[row.IDLink]\n",
    "    else:\n",
    "        return 1\n",
    "\n",
    "df['groupRank'] = df.apply (lambda row: assignRank (row),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IDLink</th>\n",
       "      <th>Title</th>\n",
       "      <th>Headline</th>\n",
       "      <th>Source</th>\n",
       "      <th>Topic</th>\n",
       "      <th>PublishDate</th>\n",
       "      <th>SentimentTitle</th>\n",
       "      <th>SentimentHeadline</th>\n",
       "      <th>Facebook</th>\n",
       "      <th>GooglePlus</th>\n",
       "      <th>LinkedIn</th>\n",
       "      <th>DateOnly</th>\n",
       "      <th>DaysSince1</th>\n",
       "      <th>DaysSince2</th>\n",
       "      <th>DaysSince3</th>\n",
       "      <th>groupRank</th>\n",
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       "      <th>736</th>\n",
       "      <td>292.0</td>\n",
       "      <td>Get ready for a ton of Fedspeak (DJIA, SPY, SP...</td>\n",
       "      <td>The US economy had a blockbuster October. US c...</td>\n",
       "      <td>Business Insider</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-08 13:07:00</td>\n",
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       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>328.0</td>\n",
       "      <td>Microsoft to play a big part in Digital India</td>\n",
       "      <td>Bhaskar Pramanik, Chairman, Microsoft India, s...</td>\n",
       "      <td>DNA India</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-08 16:47:00</td>\n",
       "      <td>-0.018326</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>476.0</td>\n",
       "      <td>Microsoft readies its next major Windows 10 Fa...</td>\n",
       "      <td>Microsoft is on the verge of issuing its first...</td>\n",
       "      <td>SiliconANGLE</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-08 21:50:00</td>\n",
       "      <td>0.004360</td>\n",
       "      <td>0.210430</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>15.0</td>\n",
       "      <td>Investing in our families is a vital part of t...</td>\n",
       "      <td>When governments measure national economies in...</td>\n",
       "      <td>Financial Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>0.037689</td>\n",
       "      <td>-0.042318</td>\n",
       "      <td>127</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>16.0</td>\n",
       "      <td>CBI downgrades UK growth forecasts over global...</td>\n",
       "      <td>The CBI has downgraded its forecasts for UK gr...</td>\n",
       "      <td>Financial Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.166667</td>\n",
       "      <td>-0.200000</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>25.0</td>\n",
       "      <td>Vietnam Growth Masks Weak Local Firms in 2-Spe...</td>\n",
       "      <td>Vietnam's export-driven economy is set to grow...</td>\n",
       "      <td>Bloomberg</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.236111</td>\n",
       "      <td>-0.029830</td>\n",
       "      <td>31</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>38.0</td>\n",
       "      <td>UK pay rises to stay low despite economic reco...</td>\n",
       "      <td>The likelihood of employers offering low wage ...</td>\n",
       "      <td>The Guardian</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.208333</td>\n",
       "      <td>-0.102290</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>74</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>42.0</td>\n",
       "      <td>Philippines economy thrives as young workers s...</td>\n",
       "      <td>The Philippines economy has traditionally been...</td>\n",
       "      <td>Financial Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.197642</td>\n",
       "      <td>-0.059101</td>\n",
       "      <td>88</td>\n",
       "      <td>6</td>\n",
       "      <td>58</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>64.0</td>\n",
       "      <td>China is on the brink of a major milestone, an...</td>\n",
       "      <td>This brings us to China, the world's second-la...</td>\n",
       "      <td>Business Insider</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>0.108253</td>\n",
       "      <td>0.118766</td>\n",
       "      <td>177</td>\n",
       "      <td>7</td>\n",
       "      <td>105</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>74.0</td>\n",
       "      <td>Shareholder short-termism is damaging</td>\n",
       "      <td>Here, then, is a compelling case that the econ...</td>\n",
       "      <td>Financial Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.097222</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>87.0</td>\n",
       "      <td>Cartoon: Heng on China's Economy</td>\n",
       "      <td>For continuing growth, some reforms might be n...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>0.055902</td>\n",
       "      <td>0.171005</td>\n",
       "      <td>129</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>116.0</td>\n",
       "      <td>Microsoft Analytics, Intel IoT, Spokeo Vs. Rob...</td>\n",
       "      <td>Microsoft updated its CRM and SQL offerings an...</td>\n",
       "      <td>InformationWeek</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>0.037881</td>\n",
       "      <td>0.225037</td>\n",
       "      <td>49</td>\n",
       "      <td>16</td>\n",
       "      <td>57</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>119.0</td>\n",
       "      <td>Microsoft adds new tools for reporting spammy ...</td>\n",
       "      <td>If you spend enough time browsing the Windows ...</td>\n",
       "      <td>PCWorld</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.046117</td>\n",
       "      <td>-0.012500</td>\n",
       "      <td>54</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>125.0</td>\n",
       "      <td>How to get over not getting a Microsoft Surfac...</td>\n",
       "      <td>You'd think they'd know you want a Microsoft S...</td>\n",
       "      <td>CNET</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.414578</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>151</td>\n",
       "      <td>55</td>\n",
       "      <td>370</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>135.0</td>\n",
       "      <td>Sony Goes on the Offensive Versus Microsoft's ...</td>\n",
       "      <td>The last generation of the console wars includ...</td>\n",
       "      <td>Motley Fool</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.113067</td>\n",
       "      <td>-0.184786</td>\n",
       "      <td>15</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>499.0</td>\n",
       "      <td>European Business Travel Set To Rise, Bolsteri...</td>\n",
       "      <td>The European economic outlook got a boost this...</td>\n",
       "      <td>International Business Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>0.027083</td>\n",
       "      <td>-0.033666</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>54</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>46.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>715.0</td>\n",
       "      <td>NDA Defeat in Bihar No Setback to Economy: Aru...</td>\n",
       "      <td>&amp;quot;I don't see (Bihar election outcome) as ...</td>\n",
       "      <td>NDTV</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 00:00:00</td>\n",
       "      <td>-0.032940</td>\n",
       "      <td>-0.121488</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>92.0</td>\n",
       "      <td>How Your E-commerce Business Can Prosper in a ...</td>\n",
       "      <td>You would think that major economic institutio...</td>\n",
       "      <td>Business 2 Community</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 02:40:15</td>\n",
       "      <td>-0.158114</td>\n",
       "      <td>0.106864</td>\n",
       "      <td>28</td>\n",
       "      <td>10</td>\n",
       "      <td>104</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>214.0</td>\n",
       "      <td>OECD upgrades Irish GDP forecasts for 2015/2016</td>\n",
       "      <td>Irish economy to expand by 5.6% in 2015 and 4....</td>\n",
       "      <td>The Irish Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 03:23:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.144859</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>61</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>124.0</td>\n",
       "      <td>Why Microsoft Needs to Resurrect MechAssault f...</td>\n",
       "      <td>A year after the original Xbox hit markets, Mi...</td>\n",
       "      <td>Twinfinite</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 05:40:17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.021468</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>53.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>89.0</td>\n",
       "      <td>A fresh idea for incubating creative economy t...</td>\n",
       "      <td>But when it comes to the creative economy \"\"\" ...</td>\n",
       "      <td>Albany Times Union</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 06:40:14</td>\n",
       "      <td>-0.050252</td>\n",
       "      <td>-0.027951</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>58.0</td>\n",
       "      <td>Economic myths are a bipartisan affair</td>\n",
       "      <td>Many observers have been amused by the boastin...</td>\n",
       "      <td>Al Jazeera America</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 07:40:13</td>\n",
       "      <td>-0.102062</td>\n",
       "      <td>-0.300050</td>\n",
       "      <td>96</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>77.0</td>\n",
       "      <td>Greece given new deadline to hit bailout miles...</td>\n",
       "      <td>Ministers will also get an update on the econo...</td>\n",
       "      <td>The Guardian</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 09:40:14</td>\n",
       "      <td>-0.034548</td>\n",
       "      <td>0.008514</td>\n",
       "      <td>54</td>\n",
       "      <td>10</td>\n",
       "      <td>34</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>866.0</td>\n",
       "      <td>Microsoft to acquire data protection firm Secu...</td>\n",
       "      <td>Microsoft announced Monday that it has made a...</td>\n",
       "      <td>PC World</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 11:04:00</td>\n",
       "      <td>-0.003683</td>\n",
       "      <td>0.123031</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Despite China Slowdown, Global Economy Expecte...</td>\n",
       "      <td>Global trade and economic activity--held back ...</td>\n",
       "      <td>International Business Times</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 11:40:10</td>\n",
       "      <td>0.077340</td>\n",
       "      <td>-0.079204</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>51.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>90.0</td>\n",
       "      <td>US Economy May Have Longer Runway</td>\n",
       "      <td>And Dave Wharmby, a managing director of Corne...</td>\n",
       "      <td>GlobeSt.com</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 11:40:14</td>\n",
       "      <td>-0.178609</td>\n",
       "      <td>0.086613</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>46.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>122.0</td>\n",
       "      <td>We shouldn't have to fear Apple and Microsoft ...</td>\n",
       "      <td>Microsoft, on the other hand, continually trie...</td>\n",
       "      <td>InfoWorld</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 11:40:17</td>\n",
       "      <td>0.270833</td>\n",
       "      <td>0.122748</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>165.0</td>\n",
       "      <td>Microsoft promotes Gutierrez to replace Brad S...</td>\n",
       "      <td>It takes just 5 minutes to register. Answer a ...</td>\n",
       "      <td>The Lawyer</td>\n",
       "      <td>microsoft</td>\n",
       "      <td>2015-11-09 11:40:19</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>0.109785</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>9.0</td>\n",
       "      <td>Egypt's Economy: The Next Casualty Of The Metr...</td>\n",
       "      <td>It's not grabbing the most headlines, for obvi...</td>\n",
       "      <td>Fortune</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 12:40:10</td>\n",
       "      <td>-0.156250</td>\n",
       "      <td>-0.025516</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>39.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>13.0</td>\n",
       "      <td>Five reasons to be concerned about Washington'...</td>\n",
       "      <td>But Brookings experts are concerned in particu...</td>\n",
       "      <td>Washington Post</td>\n",
       "      <td>economy</td>\n",
       "      <td>2015-11-09 12:40:10</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>0.052129</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92835</th>\n",
       "      <td>104621.0</td>\n",
       "      <td>Barack Obama's Final Fight</td>\n",
       "      <td>That's what Barack Obama confronts right now, ...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 08:22:14</td>\n",
       "      <td>-0.437500</td>\n",
       "      <td>0.096581</td>\n",
       "      <td>707</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92841</th>\n",
       "      <td>104660.0</td>\n",
       "      <td>Obama slows Afghanistan drawdown</td>\n",
       "      <td>President Barack Obama will give remarks Wedne...</td>\n",
       "      <td>CNN</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 08:38:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009341</td>\n",
       "      <td>648</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>18.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92842</th>\n",
       "      <td>104622.0</td>\n",
       "      <td>Can Obama Pardon Millions of Immigrants?</td>\n",
       "      <td>WHEN the history of President Obama's legacy o...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 08:40:14</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.051031</td>\n",
       "      <td>706</td>\n",
       "      <td>13</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92860</th>\n",
       "      <td>104626.0</td>\n",
       "      <td>Don't block Obama's flood rule</td>\n",
       "      <td>President Barack Obama took steps to address t...</td>\n",
       "      <td>Politico</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 10:59:13</td>\n",
       "      <td>0.433238</td>\n",
       "      <td>-0.219375</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>86.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92883</th>\n",
       "      <td>104783.0</td>\n",
       "      <td>Obama announces more US troops will stay in Af...</td>\n",
       "      <td>President Obama announced Wednesday that he wi...</td>\n",
       "      <td>Fox News</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 12:00:00</td>\n",
       "      <td>-0.043750</td>\n",
       "      <td>-0.252413</td>\n",
       "      <td>338</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92900</th>\n",
       "      <td>104640.0</td>\n",
       "      <td>Obama's top scientist talks shrinking budgets,...</td>\n",
       "      <td>With Obama due to leave the White House in Jan...</td>\n",
       "      <td>Nature.com</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 13:00:13</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030185</td>\n",
       "      <td>95</td>\n",
       "      <td>10</td>\n",
       "      <td>21</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92930</th>\n",
       "      <td>104664.0</td>\n",
       "      <td>Obama Administration Eases Restrictions On Doc...</td>\n",
       "      <td>The Obama administration is making it easier f...</td>\n",
       "      <td>NPR</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 14:40:15</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>0.063465</td>\n",
       "      <td>249</td>\n",
       "      <td>6</td>\n",
       "      <td>29</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92945</th>\n",
       "      <td>104643.0</td>\n",
       "      <td>Obama to speak on Afghanistan Wednesday morning</td>\n",
       "      <td>(CNN) UPDATE: 10:30 a.m. - President Barack Ob...</td>\n",
       "      <td>CNN</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 15:37:13</td>\n",
       "      <td>0.047246</td>\n",
       "      <td>-0.081477</td>\n",
       "      <td>648</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>18.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92952</th>\n",
       "      <td>104652.0</td>\n",
       "      <td>Obama: 8400 troops to remain in Afghanistan</td>\n",
       "      <td>WASHINGTON — About 8,400 U.S. troops will rema...</td>\n",
       "      <td>USA TODAY</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 15:55:14</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111803</td>\n",
       "      <td>126</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92976</th>\n",
       "      <td>104665.0</td>\n",
       "      <td>President Obama Keeping More US Troops in Afgh...</td>\n",
       "      <td>“The narrow missions assigned to our forces wi...</td>\n",
       "      <td>ABC News</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 17:00:15</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>-0.029182</td>\n",
       "      <td>105</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92982</th>\n",
       "      <td>104668.0</td>\n",
       "      <td>Obama Puts Sanctions on North Korean Leaders f...</td>\n",
       "      <td>WASHINGTON — The Obama administration on Wedne...</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 17:20:13</td>\n",
       "      <td>0.039528</td>\n",
       "      <td>0.114708</td>\n",
       "      <td>151</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92983</th>\n",
       "      <td>104684.0</td>\n",
       "      <td>Clinton in the Queen City</td>\n",
       "      <td>Obama was folksy and loose, jacketless and wit...</td>\n",
       "      <td>The Atlantic</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 17:20:14</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.176259</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92988</th>\n",
       "      <td>104753.0</td>\n",
       "      <td>Eid 2016: Barack Obama condemns rise in Islamo...</td>\n",
       "      <td>President Barack Obama has extended a heartfel...</td>\n",
       "      <td>The Independent</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 17:40:14</td>\n",
       "      <td>0.039333</td>\n",
       "      <td>0.027670</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>82.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92989</th>\n",
       "      <td>104669.0</td>\n",
       "      <td>Obama to leave about 8400 troops in Afghanistan</td>\n",
       "      <td>United States President Barack Obama has annou...</td>\n",
       "      <td>Aljazeera.com</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 17:51:13</td>\n",
       "      <td>0.141737</td>\n",
       "      <td>-0.027277</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92998</th>\n",
       "      <td>104738.0</td>\n",
       "      <td>A visit from Michelle Obama seems to improve s...</td>\n",
       "      <td>TEENAGE girls are hard to impress. Unless you ...</td>\n",
       "      <td>The Economist</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 18:20:13</td>\n",
       "      <td>-0.037689</td>\n",
       "      <td>0.053529</td>\n",
       "      <td>51</td>\n",
       "      <td>6</td>\n",
       "      <td>306</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93003</th>\n",
       "      <td>104685.0</td>\n",
       "      <td>Does Sasha Obama tweet? Probably. Will the med...</td>\n",
       "      <td>President Obama is having a banner dad week. F...</td>\n",
       "      <td>Washington Post</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 18:40:14</td>\n",
       "      <td>0.038851</td>\n",
       "      <td>0.103096</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93008</th>\n",
       "      <td>104682.0</td>\n",
       "      <td>Russia and US agree on 'closer military cooper...</td>\n",
       "      <td>The Kremlin says that both Russia and the US a...</td>\n",
       "      <td>RT</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 19:24:21</td>\n",
       "      <td>0.150756</td>\n",
       "      <td>0.138989</td>\n",
       "      <td>371</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93019</th>\n",
       "      <td>104681.0</td>\n",
       "      <td>How the Obama Administration Is Escalating the...</td>\n",
       "      <td>The Obama administration on Wednesday announce...</td>\n",
       "      <td>Fortune</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 20:01:15</td>\n",
       "      <td>0.039528</td>\n",
       "      <td>-0.040626</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93028</th>\n",
       "      <td>104705.0</td>\n",
       "      <td>New Islamic bank to set up shop in West Bank, ...</td>\n",
       "      <td>GAZA CITY, Gaza Strip — The market share of Is...</td>\n",
       "      <td>Al-Monitor</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2016-07-06 20:40:24</td>\n",
       "      <td>0.144474</td>\n",
       "      <td>-0.139734</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93033</th>\n",
       "      <td>104694.0</td>\n",
       "      <td>Hacked Former NATO General Defends Plotting to...</td>\n",
       "      <td>Former NATO Commander Philip Breedlove defende...</td>\n",
       "      <td>The Intercept</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 21:00:13</td>\n",
       "      <td>-0.069175</td>\n",
       "      <td>0.028677</td>\n",
       "      <td>171</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93048</th>\n",
       "      <td>104727.0</td>\n",
       "      <td>Obama Justice Department Asks Federal Judge to...</td>\n",
       "      <td>RALEIGH, N.C. (AP) — The U.S. Justice Departme...</td>\n",
       "      <td>TheBlaze.com</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 22:00:15</td>\n",
       "      <td>-0.148232</td>\n",
       "      <td>-0.002835</td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93063</th>\n",
       "      <td>104798.0</td>\n",
       "      <td>Obama administration proposes new rules for K-...</td>\n",
       "      <td>But it almost certainly won't be the Obama adm...</td>\n",
       "      <td>Washington Post</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-06 23:20:16</td>\n",
       "      <td>0.036828</td>\n",
       "      <td>-0.109109</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-06</td>\n",
       "      <td>242</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93073</th>\n",
       "      <td>104728.0</td>\n",
       "      <td>Brexit Has Nothing on Obama's Global Amexit</td>\n",
       "      <td>This “Amexit” is not simply defined by the Oba...</td>\n",
       "      <td>Wall Street Journal</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 00:20:14</td>\n",
       "      <td>0.047246</td>\n",
       "      <td>-0.110049</td>\n",
       "      <td>78</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93081</th>\n",
       "      <td>104725.0</td>\n",
       "      <td>Brexit and Russia Make President Obama's Last ...</td>\n",
       "      <td>On July 8, when President Barack Obama arrives...</td>\n",
       "      <td>TIME</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 00:40:14</td>\n",
       "      <td>-0.042295</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93084</th>\n",
       "      <td>104724.0</td>\n",
       "      <td>Obama Seeks To Make Mark On Genetic Medicine</td>\n",
       "      <td>President Barack Obama seems intent on making ...</td>\n",
       "      <td>Forbes</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 01:05:13</td>\n",
       "      <td>0.280486</td>\n",
       "      <td>0.221547</td>\n",
       "      <td>83</td>\n",
       "      <td>7</td>\n",
       "      <td>86</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93102</th>\n",
       "      <td>104737.0</td>\n",
       "      <td>Bill O'Reilly Says Obama's 'Emotional Attachme...</td>\n",
       "      <td>Fox News host Bill O'Reilly blasted President ...</td>\n",
       "      <td>TheBlaze.com</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 03:20:13</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.146742</td>\n",
       "      <td>273</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93114</th>\n",
       "      <td>104789.0</td>\n",
       "      <td>Does Sasha Obama Tweet? Probably</td>\n",
       "      <td>The birthday song didn't have the viral legs o...</td>\n",
       "      <td>NDTV</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 04:40:15</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.191366</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93121</th>\n",
       "      <td>104744.0</td>\n",
       "      <td>Bill O'Reilly reveals unseen photos of Barack ...</td>\n",
       "      <td>Bill O'Reilly has hit out at Barack Obama by c...</td>\n",
       "      <td>Daily Mail</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 05:20:14</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.354438</td>\n",
       "      <td>3432</td>\n",
       "      <td>68</td>\n",
       "      <td>54</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93192</th>\n",
       "      <td>104777.0</td>\n",
       "      <td>REVEALED: AMAZING pics of Obama in full Muslim...</td>\n",
       "      <td>NEVER before seen photos have emerged of US pr...</td>\n",
       "      <td>Express.co.uk</td>\n",
       "      <td>obama</td>\n",
       "      <td>2016-07-07 12:40:13</td>\n",
       "      <td>0.284028</td>\n",
       "      <td>-0.132288</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93213</th>\n",
       "      <td>104782.0</td>\n",
       "      <td>Ugandan President Repeatedly Refers To Israel ...</td>\n",
       "      <td>However, Netanyahu's emotional speech was marr...</td>\n",
       "      <td>The Inquisitr</td>\n",
       "      <td>palestine</td>\n",
       "      <td>2016-07-07 13:45:21</td>\n",
       "      <td>-0.044194</td>\n",
       "      <td>-0.236585</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-07-07</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>245</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23328 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         IDLink                                              Title  \\\n",
       "736       292.0  Get ready for a ton of Fedspeak (DJIA, SPY, SP...   \n",
       "738       328.0      Microsoft to play a big part in Digital India   \n",
       "742       476.0  Microsoft readies its next major Windows 10 Fa...   \n",
       "746        15.0  Investing in our families is a vital part of t...   \n",
       "747        16.0  CBI downgrades UK growth forecasts over global...   \n",
       "748        25.0  Vietnam Growth Masks Weak Local Firms in 2-Spe...   \n",
       "751        38.0  UK pay rises to stay low despite economic reco...   \n",
       "753        42.0  Philippines economy thrives as young workers s...   \n",
       "754        64.0  China is on the brink of a major milestone, an...   \n",
       "755        74.0              Shareholder short-termism is damaging   \n",
       "758        87.0                   Cartoon: Heng on China's Economy   \n",
       "759       116.0  Microsoft Analytics, Intel IoT, Spokeo Vs. Rob...   \n",
       "760       119.0  Microsoft adds new tools for reporting spammy ...   \n",
       "761       125.0  How to get over not getting a Microsoft Surfac...   \n",
       "764       135.0  Sony Goes on the Offensive Versus Microsoft's ...   \n",
       "769       499.0  European Business Travel Set To Rise, Bolsteri...   \n",
       "776       715.0  NDA Defeat in Bihar No Setback to Economy: Aru...   \n",
       "799        92.0  How Your E-commerce Business Can Prosper in a ...   \n",
       "802       214.0    OECD upgrades Irish GDP forecasts for 2015/2016   \n",
       "811       124.0  Why Microsoft Needs to Resurrect MechAssault f...   \n",
       "817        89.0  A fresh idea for incubating creative economy t...   \n",
       "825        58.0             Economic myths are a bipartisan affair   \n",
       "835        77.0  Greece given new deadline to hit bailout miles...   \n",
       "839       866.0  Microsoft to acquire data protection firm Secu...   \n",
       "841         4.0  Despite China Slowdown, Global Economy Expecte...   \n",
       "845        90.0                  US Economy May Have Longer Runway   \n",
       "847       122.0  We shouldn't have to fear Apple and Microsoft ...   \n",
       "849       165.0  Microsoft promotes Gutierrez to replace Brad S...   \n",
       "852         9.0  Egypt's Economy: The Next Casualty Of The Metr...   \n",
       "853        13.0  Five reasons to be concerned about Washington'...   \n",
       "...         ...                                                ...   \n",
       "92835  104621.0                         Barack Obama's Final Fight   \n",
       "92841  104660.0                   Obama slows Afghanistan drawdown   \n",
       "92842  104622.0           Can Obama Pardon Millions of Immigrants?   \n",
       "92860  104626.0                     Don't block Obama's flood rule   \n",
       "92883  104783.0  Obama announces more US troops will stay in Af...   \n",
       "92900  104640.0  Obama's top scientist talks shrinking budgets,...   \n",
       "92930  104664.0  Obama Administration Eases Restrictions On Doc...   \n",
       "92945  104643.0    Obama to speak on Afghanistan Wednesday morning   \n",
       "92952  104652.0        Obama: 8400 troops to remain in Afghanistan   \n",
       "92976  104665.0  President Obama Keeping More US Troops in Afgh...   \n",
       "92982  104668.0  Obama Puts Sanctions on North Korean Leaders f...   \n",
       "92983  104684.0                          Clinton in the Queen City   \n",
       "92988  104753.0  Eid 2016: Barack Obama condemns rise in Islamo...   \n",
       "92989  104669.0    Obama to leave about 8400 troops in Afghanistan   \n",
       "92998  104738.0  A visit from Michelle Obama seems to improve s...   \n",
       "93003  104685.0  Does Sasha Obama tweet? Probably. Will the med...   \n",
       "93008  104682.0  Russia and US agree on 'closer military cooper...   \n",
       "93019  104681.0  How the Obama Administration Is Escalating the...   \n",
       "93028  104705.0  New Islamic bank to set up shop in West Bank, ...   \n",
       "93033  104694.0  Hacked Former NATO General Defends Plotting to...   \n",
       "93048  104727.0  Obama Justice Department Asks Federal Judge to...   \n",
       "93063  104798.0  Obama administration proposes new rules for K-...   \n",
       "93073  104728.0        Brexit Has Nothing on Obama's Global Amexit   \n",
       "93081  104725.0  Brexit and Russia Make President Obama's Last ...   \n",
       "93084  104724.0       Obama Seeks To Make Mark On Genetic Medicine   \n",
       "93102  104737.0  Bill O'Reilly Says Obama's 'Emotional Attachme...   \n",
       "93114  104789.0                   Does Sasha Obama Tweet? Probably   \n",
       "93121  104744.0  Bill O'Reilly reveals unseen photos of Barack ...   \n",
       "93192  104777.0  REVEALED: AMAZING pics of Obama in full Muslim...   \n",
       "93213  104782.0  Ugandan President Repeatedly Refers To Israel ...   \n",
       "\n",
       "                                                Headline  \\\n",
       "736    The US economy had a blockbuster October. US c...   \n",
       "738    Bhaskar Pramanik, Chairman, Microsoft India, s...   \n",
       "742    Microsoft is on the verge of issuing its first...   \n",
       "746    When governments measure national economies in...   \n",
       "747    The CBI has downgraded its forecasts for UK gr...   \n",
       "748    Vietnam's export-driven economy is set to grow...   \n",
       "751    The likelihood of employers offering low wage ...   \n",
       "753    The Philippines economy has traditionally been...   \n",
       "754    This brings us to China, the world's second-la...   \n",
       "755    Here, then, is a compelling case that the econ...   \n",
       "758    For continuing growth, some reforms might be n...   \n",
       "759    Microsoft updated its CRM and SQL offerings an...   \n",
       "760    If you spend enough time browsing the Windows ...   \n",
       "761    You'd think they'd know you want a Microsoft S...   \n",
       "764    The last generation of the console wars includ...   \n",
       "769    The European economic outlook got a boost this...   \n",
       "776    &quot;I don't see (Bihar election outcome) as ...   \n",
       "799    You would think that major economic institutio...   \n",
       "802    Irish economy to expand by 5.6% in 2015 and 4....   \n",
       "811    A year after the original Xbox hit markets, Mi...   \n",
       "817    But when it comes to the creative economy \"\"\" ...   \n",
       "825    Many observers have been amused by the boastin...   \n",
       "835    Ministers will also get an update on the econo...   \n",
       "839     Microsoft announced Monday that it has made a...   \n",
       "841    Global trade and economic activity--held back ...   \n",
       "845    And Dave Wharmby, a managing director of Corne...   \n",
       "847    Microsoft, on the other hand, continually trie...   \n",
       "849    It takes just 5 minutes to register. Answer a ...   \n",
       "852    It's not grabbing the most headlines, for obvi...   \n",
       "853    But Brookings experts are concerned in particu...   \n",
       "...                                                  ...   \n",
       "92835  That's what Barack Obama confronts right now, ...   \n",
       "92841  President Barack Obama will give remarks Wedne...   \n",
       "92842  WHEN the history of President Obama's legacy o...   \n",
       "92860  President Barack Obama took steps to address t...   \n",
       "92883  President Obama announced Wednesday that he wi...   \n",
       "92900  With Obama due to leave the White House in Jan...   \n",
       "92930  The Obama administration is making it easier f...   \n",
       "92945  (CNN) UPDATE: 10:30 a.m. - President Barack Ob...   \n",
       "92952  WASHINGTON — About 8,400 U.S. troops will rema...   \n",
       "92976  “The narrow missions assigned to our forces wi...   \n",
       "92982  WASHINGTON — The Obama administration on Wedne...   \n",
       "92983  Obama was folksy and loose, jacketless and wit...   \n",
       "92988  President Barack Obama has extended a heartfel...   \n",
       "92989  United States President Barack Obama has annou...   \n",
       "92998  TEENAGE girls are hard to impress. Unless you ...   \n",
       "93003  President Obama is having a banner dad week. F...   \n",
       "93008  The Kremlin says that both Russia and the US a...   \n",
       "93019  The Obama administration on Wednesday announce...   \n",
       "93028  GAZA CITY, Gaza Strip — The market share of Is...   \n",
       "93033  Former NATO Commander Philip Breedlove defende...   \n",
       "93048  RALEIGH, N.C. (AP) — The U.S. Justice Departme...   \n",
       "93063  But it almost certainly won't be the Obama adm...   \n",
       "93073  This “Amexit” is not simply defined by the Oba...   \n",
       "93081  On July 8, when President Barack Obama arrives...   \n",
       "93084  President Barack Obama seems intent on making ...   \n",
       "93102  Fox News host Bill O'Reilly blasted President ...   \n",
       "93114  The birthday song didn't have the viral legs o...   \n",
       "93121  Bill O'Reilly has hit out at Barack Obama by c...   \n",
       "93192  NEVER before seen photos have emerged of US pr...   \n",
       "93213  However, Netanyahu's emotional speech was marr...   \n",
       "\n",
       "                             Source      Topic         PublishDate  \\\n",
       "736                Business Insider    economy 2015-11-08 13:07:00   \n",
       "738                       DNA India  microsoft 2015-11-08 16:47:00   \n",
       "742                    SiliconANGLE  microsoft 2015-11-08 21:50:00   \n",
       "746                 Financial Times    economy 2015-11-09 00:00:00   \n",
       "747                 Financial Times    economy 2015-11-09 00:00:00   \n",
       "748                       Bloomberg    economy 2015-11-09 00:00:00   \n",
       "751                    The Guardian    economy 2015-11-09 00:00:00   \n",
       "753                 Financial Times    economy 2015-11-09 00:00:00   \n",
       "754                Business Insider    economy 2015-11-09 00:00:00   \n",
       "755                 Financial Times    economy 2015-11-09 00:00:00   \n",
       "758                  New York Times    economy 2015-11-09 00:00:00   \n",
       "759                 InformationWeek  microsoft 2015-11-09 00:00:00   \n",
       "760                         PCWorld  microsoft 2015-11-09 00:00:00   \n",
       "761                            CNET  microsoft 2015-11-09 00:00:00   \n",
       "764                     Motley Fool  microsoft 2015-11-09 00:00:00   \n",
       "769    International Business Times    economy 2015-11-09 00:00:00   \n",
       "776                            NDTV    economy 2015-11-09 00:00:00   \n",
       "799            Business 2 Community    economy 2015-11-09 02:40:15   \n",
       "802                 The Irish Times    economy 2015-11-09 03:23:00   \n",
       "811                      Twinfinite  microsoft 2015-11-09 05:40:17   \n",
       "817              Albany Times Union    economy 2015-11-09 06:40:14   \n",
       "825              Al Jazeera America    economy 2015-11-09 07:40:13   \n",
       "835                    The Guardian    economy 2015-11-09 09:40:14   \n",
       "839                        PC World  microsoft 2015-11-09 11:04:00   \n",
       "841    International Business Times    economy 2015-11-09 11:40:10   \n",
       "845                     GlobeSt.com    economy 2015-11-09 11:40:14   \n",
       "847                       InfoWorld  microsoft 2015-11-09 11:40:17   \n",
       "849                      The Lawyer  microsoft 2015-11-09 11:40:19   \n",
       "852                         Fortune    economy 2015-11-09 12:40:10   \n",
       "853                 Washington Post    economy 2015-11-09 12:40:10   \n",
       "...                             ...        ...                 ...   \n",
       "92835                New York Times      obama 2016-07-06 08:22:14   \n",
       "92841                           CNN      obama 2016-07-06 08:38:00   \n",
       "92842                New York Times      obama 2016-07-06 08:40:14   \n",
       "92860                      Politico      obama 2016-07-06 10:59:13   \n",
       "92883                      Fox News      obama 2016-07-06 12:00:00   \n",
       "92900                    Nature.com      obama 2016-07-06 13:00:13   \n",
       "92930                           NPR      obama 2016-07-06 14:40:15   \n",
       "92945                           CNN      obama 2016-07-06 15:37:13   \n",
       "92952                     USA TODAY      obama 2016-07-06 15:55:14   \n",
       "92976                      ABC News      obama 2016-07-06 17:00:15   \n",
       "92982                New York Times      obama 2016-07-06 17:20:13   \n",
       "92983                  The Atlantic      obama 2016-07-06 17:20:14   \n",
       "92988               The Independent      obama 2016-07-06 17:40:14   \n",
       "92989                 Aljazeera.com      obama 2016-07-06 17:51:13   \n",
       "92998                 The Economist      obama 2016-07-06 18:20:13   \n",
       "93003               Washington Post      obama 2016-07-06 18:40:14   \n",
       "93008                            RT      obama 2016-07-06 19:24:21   \n",
       "93019                       Fortune      obama 2016-07-06 20:01:15   \n",
       "93028                    Al-Monitor  palestine 2016-07-06 20:40:24   \n",
       "93033                 The Intercept      obama 2016-07-06 21:00:13   \n",
       "93048                  TheBlaze.com      obama 2016-07-06 22:00:15   \n",
       "93063               Washington Post      obama 2016-07-06 23:20:16   \n",
       "93073           Wall Street Journal      obama 2016-07-07 00:20:14   \n",
       "93081                          TIME      obama 2016-07-07 00:40:14   \n",
       "93084                        Forbes      obama 2016-07-07 01:05:13   \n",
       "93102                  TheBlaze.com      obama 2016-07-07 03:20:13   \n",
       "93114                          NDTV      obama 2016-07-07 04:40:15   \n",
       "93121                    Daily Mail      obama 2016-07-07 05:20:14   \n",
       "93192                 Express.co.uk      obama 2016-07-07 12:40:13   \n",
       "93213                 The Inquisitr  palestine 2016-07-07 13:45:21   \n",
       "\n",
       "       SentimentTitle  SentimentHeadline  Facebook  GooglePlus  LinkedIn  \\\n",
       "736         -0.055902          -0.378927        27           2        22   \n",
       "738         -0.018326           0.062500        11           1         1   \n",
       "742          0.004360           0.210430         4           2         4   \n",
       "746          0.037689          -0.042318       127           2        55   \n",
       "747         -0.166667          -0.200000         8           3         6   \n",
       "748         -0.236111          -0.029830        31           7         3   \n",
       "751         -0.208333          -0.102290        20           8        74   \n",
       "753         -0.197642          -0.059101        88           6        58   \n",
       "754          0.108253           0.118766       177           7       105   \n",
       "755          0.000000          -0.097222        10           1        31   \n",
       "758          0.055902           0.171005       129           4         1   \n",
       "759          0.037881           0.225037        49          16        57   \n",
       "760         -0.046117          -0.012500        54           3         8   \n",
       "761         -0.414578           0.000000       151          55       370   \n",
       "764         -0.113067          -0.184786        15          24         1   \n",
       "769          0.027083          -0.033666         9           3        54   \n",
       "776         -0.032940          -0.121488        11          11         7   \n",
       "799         -0.158114           0.106864        28          10       104   \n",
       "802          0.000000          -0.144859         3           3        61   \n",
       "811          0.000000          -0.021468         6           6         2   \n",
       "817         -0.050252          -0.027951        46           1         2   \n",
       "825         -0.102062          -0.300050        96           3         1   \n",
       "835         -0.034548           0.008514        54          10        34   \n",
       "839         -0.003683           0.123031        22           3         7   \n",
       "841          0.077340          -0.079204         7           1        10   \n",
       "845         -0.178609           0.086613         9           1        35   \n",
       "847          0.270833           0.122748        14           2         1   \n",
       "849         -0.250000           0.109785         2           2         2   \n",
       "852         -0.156250          -0.025516        13           1        12   \n",
       "853          0.176777           0.052129        24           1        12   \n",
       "...               ...                ...       ...         ...       ...   \n",
       "92835       -0.437500           0.096581       707           5        17   \n",
       "92841        0.000000           0.009341       648          14        17   \n",
       "92842        0.000000          -0.051031       706          13        30   \n",
       "92860        0.433238          -0.219375        16           2         2   \n",
       "92883       -0.043750          -0.252413       338           2        10   \n",
       "92900        0.000000           0.030185        95          10        21   \n",
       "92930        0.220971           0.063465       249           6        29   \n",
       "92945        0.047246          -0.081477       648          14        17   \n",
       "92952        0.000000           0.111803       126           9         5   \n",
       "92976        0.375000          -0.029182       105           3         1   \n",
       "92982        0.039528           0.114708       151           1         2   \n",
       "92983        0.000000          -0.176259        31           2        46   \n",
       "92988        0.039333           0.027670        21           1         1   \n",
       "92989        0.141737          -0.027277        64           1         3   \n",
       "92998       -0.037689           0.053529        51           6       306   \n",
       "93003        0.038851           0.103096        20           1         1   \n",
       "93008        0.150756           0.138989       371          52         7   \n",
       "93019        0.039528          -0.040626         3           1         2   \n",
       "93028        0.144474          -0.139734         3           1         1   \n",
       "93033       -0.069175           0.028677       171           8         3   \n",
       "93048       -0.148232          -0.002835        51           1         1   \n",
       "93063        0.036828          -0.109109        33           3         1   \n",
       "93073        0.047246          -0.110049        78           2         4   \n",
       "93081       -0.042295           0.050000        43           1        10   \n",
       "93084        0.280486           0.221547        83           7        86   \n",
       "93102        0.000000          -0.146742       273           3         1   \n",
       "93114        0.000000          -0.191366         6           2         3   \n",
       "93121        0.000000          -0.354438      3432          68        54   \n",
       "93192        0.284028          -0.132288        65           1         1   \n",
       "93213       -0.044194          -0.236585         6           1         1   \n",
       "\n",
       "         DateOnly  DaysSince1  DaysSince2  DaysSince3  groupRank  \n",
       "736    2015-11-08           1           2           3        1.0  \n",
       "738    2015-11-08           1           2           3        2.0  \n",
       "742    2015-11-08           1           2           3        3.0  \n",
       "746    2015-11-09           2           3           4       13.0  \n",
       "747    2015-11-09           2           3           4       49.0  \n",
       "748    2015-11-09           2           3           4       26.0  \n",
       "751    2015-11-09           2           3           4       33.0  \n",
       "753    2015-11-09           2           3           4       17.0  \n",
       "754    2015-11-09           2           3           4        5.0  \n",
       "755    2015-11-09           2           3           4       44.5  \n",
       "758    2015-11-09           2           3           4       12.0  \n",
       "759    2015-11-09           2           3           4       23.0  \n",
       "760    2015-11-09           2           3           4       21.5  \n",
       "761    2015-11-09           2           3           4        7.0  \n",
       "764    2015-11-09           2           3           4       36.0  \n",
       "769    2015-11-09           2           3           4       46.5  \n",
       "776    2015-11-09           2           3           4       42.5  \n",
       "799    2015-11-09           2           3           4       28.0  \n",
       "802    2015-11-09           2           3           4       62.0  \n",
       "811    2015-11-09           2           3           4       53.5  \n",
       "817    2015-11-09           2           3           4       25.0  \n",
       "825    2015-11-09           2           3           4       15.0  \n",
       "835    2015-11-09           2           3           4       21.5  \n",
       "839    2015-11-09           2           3           4       32.0  \n",
       "841    2015-11-09           2           3           4       51.5  \n",
       "845    2015-11-09           2           3           4       46.5  \n",
       "847    2015-11-09           2           3           4       37.5  \n",
       "849    2015-11-09           2           3           4       64.0  \n",
       "852    2015-11-09           2           3           4       39.5  \n",
       "853    2015-11-09           2           3           4       31.0  \n",
       "...           ...         ...         ...         ...        ...  \n",
       "92835  2016-07-06         242         243         244       15.0  \n",
       "92841  2016-07-06         242         243         244       18.5  \n",
       "92842  2016-07-06         242         243         244       16.0  \n",
       "92860  2016-07-06         242         243         244       86.5  \n",
       "92883  2016-07-06         242         243         244       32.0  \n",
       "92900  2016-07-06         242         243         244       59.0  \n",
       "92930  2016-07-06         242         243         244       38.0  \n",
       "92945  2016-07-06         242         243         244       18.5  \n",
       "92952  2016-07-06         242         243         244       52.0  \n",
       "92976  2016-07-06         242         243         244       58.0  \n",
       "92982  2016-07-06         242         243         244       49.0  \n",
       "92983  2016-07-06         242         243         244       79.0  \n",
       "92988  2016-07-06         242         243         244       82.0  \n",
       "92989  2016-07-06         242         243         244       70.0  \n",
       "92998  2016-07-06         242         243         244       73.0  \n",
       "93003  2016-07-06         242         243         244       84.0  \n",
       "93008  2016-07-06         242         243         244       28.0  \n",
       "93019  2016-07-06         242         243         244       94.5  \n",
       "93028  2016-07-06         242         243         244       94.5  \n",
       "93033  2016-07-06         242         243         244       47.0  \n",
       "93048  2016-07-06         242         243         244       73.0  \n",
       "93063  2016-07-06         242         243         244       78.0  \n",
       "93073  2016-07-07         243         244         245        1.0  \n",
       "93081  2016-07-07         243         244         245        1.0  \n",
       "93084  2016-07-07         243         244         245        1.0  \n",
       "93102  2016-07-07         243         244         245        1.0  \n",
       "93114  2016-07-07         243         244         245        1.0  \n",
       "93121  2016-07-07         243         244         245        1.0  \n",
       "93192  2016-07-07         243         244         245        1.0  \n",
       "93213  2016-07-07         243         244         245        1.0  \n",
       "\n",
       "[23328 rows x 16 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1144eba50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Show Distribution of Facebook Share counts\n",
    "import matplotlib.pyplot as plt\n",
    "#ts = df.hist(column=\"Facebook\")\n",
    "#print ts\n",
    "#plt.figure(); df.plot();\n",
    "df[['Facebook']].plot.hist()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "#Apply Logarithmic transformation of facebook share count\n",
    "\n",
    "df['Facebook'] = df['Facebook'].apply(lambda x: np.log(x + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11147d750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Show Logarithmic Distribution\n",
    "\n",
    "df[['Facebook']].plot.hist()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Split DataFrame into X and Y\n",
    "\n",
    "#df_X_Without_Rank = pd.get_dummies(df[['Source', 'Topic', 'SentimentTitle', 'SentimentHeadline']])\n",
    "df_X = pd.get_dummies(df[['Source', 'Topic', 'SentimentTitle', 'SentimentHeadline', 'groupRank']])\n",
    "df_Y = df[['Facebook']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SentimentTitle</th>\n",
       "      <th>SentimentHeadline</th>\n",
       "      <th>groupRank</th>\n",
       "      <th>Source_</th>\n",
       "      <th>Source_+972 Magazine</th>\n",
       "      <th>Source_10News</th>\n",
       "      <th>Source_12 News Phoenix</th>\n",
       "      <th>Source_12news.com</th>\n",
       "      <th>Source_13newsnow.com</th>\n",
       "      <th>Source_24/7 Wall St.</th>\n",
       "      <th>...</th>\n",
       "      <th>Source_strategy+business (registration) (blog)</th>\n",
       "      <th>Source_stv.tv</th>\n",
       "      <th>Source_teleSUR English</th>\n",
       "      <th>Source_thejournal.ie</th>\n",
       "      <th>Source_wtkr.com</th>\n",
       "      <th>Source_www.worldbulletin.net</th>\n",
       "      <th>Topic_economy</th>\n",
       "      <th>Topic_microsoft</th>\n",
       "      <th>Topic_obama</th>\n",
       "      <th>Topic_palestine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>-0.055902</td>\n",
       "      <td>-0.378927</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>-0.018326</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>0.004360</td>\n",
       "      <td>0.210430</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>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>746</th>\n",
       "      <td>0.037689</td>\n",
       "      <td>-0.042318</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
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       "      <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>747</th>\n",
       "      <td>-0.166667</td>\n",
       "      <td>-0.200000</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>748</th>\n",
       "      <td>-0.236111</td>\n",
       "      <td>-0.029830</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>751</th>\n",
       "      <td>-0.208333</td>\n",
       "      <td>-0.102290</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>753</th>\n",
       "      <td>-0.197642</td>\n",
       "      <td>-0.059101</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>754</th>\n",
       "      <td>0.108253</td>\n",
       "      <td>0.118766</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>755</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.097222</td>\n",
       "      <td>44.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>758</th>\n",
       "      <td>0.055902</td>\n",
       "      <td>0.171005</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>759</th>\n",
       "      <td>0.037881</td>\n",
       "      <td>0.225037</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>760</th>\n",
       "      <td>-0.046117</td>\n",
       "      <td>-0.012500</td>\n",
       "      <td>21.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>761</th>\n",
       "      <td>-0.414578</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>764</th>\n",
       "      <td>-0.113067</td>\n",
       "      <td>-0.184786</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>769</th>\n",
       "      <td>0.027083</td>\n",
       "      <td>-0.033666</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>776</th>\n",
       "      <td>-0.032940</td>\n",
       "      <td>-0.121488</td>\n",
       "      <td>42.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>799</th>\n",
       "      <td>-0.158114</td>\n",
       "      <td>0.106864</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>802</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.144859</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>811</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.021468</td>\n",
       "      <td>53.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>817</th>\n",
       "      <td>-0.050252</td>\n",
       "      <td>-0.027951</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>825</th>\n",
       "      <td>-0.102062</td>\n",
       "      <td>-0.300050</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>835</th>\n",
       "      <td>-0.034548</td>\n",
       "      <td>0.008514</td>\n",
       "      <td>21.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>839</th>\n",
       "      <td>-0.003683</td>\n",
       "      <td>0.123031</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>841</th>\n",
       "      <td>0.077340</td>\n",
       "      <td>-0.079204</td>\n",
       "      <td>51.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>845</th>\n",
       "      <td>-0.178609</td>\n",
       "      <td>0.086613</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>847</th>\n",
       "      <td>0.270833</td>\n",
       "      <td>0.122748</td>\n",
       "      <td>37.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>849</th>\n",
       "      <td>-0.250000</td>\n",
       "      <td>0.109785</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>852</th>\n",
       "      <td>-0.156250</td>\n",
       "      <td>-0.025516</td>\n",
       "      <td>39.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>853</th>\n",
       "      <td>0.176777</td>\n",
       "      <td>0.052129</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92835</th>\n",
       "      <td>-0.437500</td>\n",
       "      <td>0.096581</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92841</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009341</td>\n",
       "      <td>18.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92842</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.051031</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92860</th>\n",
       "      <td>0.433238</td>\n",
       "      <td>-0.219375</td>\n",
       "      <td>86.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92883</th>\n",
       "      <td>-0.043750</td>\n",
       "      <td>-0.252413</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92900</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030185</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92930</th>\n",
       "      <td>0.220971</td>\n",
       "      <td>0.063465</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92945</th>\n",
       "      <td>0.047246</td>\n",
       "      <td>-0.081477</td>\n",
       "      <td>18.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92952</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111803</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92976</th>\n",
       "      <td>0.375000</td>\n",
       "      <td>-0.029182</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92982</th>\n",
       "      <td>0.039528</td>\n",
       "      <td>0.114708</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92983</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.176259</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92988</th>\n",
       "      <td>0.039333</td>\n",
       "      <td>0.027670</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92989</th>\n",
       "      <td>0.141737</td>\n",
       "      <td>-0.027277</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92998</th>\n",
       "      <td>-0.037689</td>\n",
       "      <td>0.053529</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93003</th>\n",
       "      <td>0.038851</td>\n",
       "      <td>0.103096</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93008</th>\n",
       "      <td>0.150756</td>\n",
       "      <td>0.138989</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93019</th>\n",
       "      <td>0.039528</td>\n",
       "      <td>-0.040626</td>\n",
       "      <td>94.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93028</th>\n",
       "      <td>0.144474</td>\n",
       "      <td>-0.139734</td>\n",
       "      <td>94.5</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93033</th>\n",
       "      <td>-0.069175</td>\n",
       "      <td>0.028677</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93048</th>\n",
       "      <td>-0.148232</td>\n",
       "      <td>-0.002835</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93063</th>\n",
       "      <td>0.036828</td>\n",
       "      <td>-0.109109</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93073</th>\n",
       "      <td>0.047246</td>\n",
       "      <td>-0.110049</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93081</th>\n",
       "      <td>-0.042295</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93084</th>\n",
       "      <td>0.280486</td>\n",
       "      <td>0.221547</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93102</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.146742</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93114</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.191366</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93121</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.354438</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93192</th>\n",
       "      <td>0.284028</td>\n",
       "      <td>-0.132288</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93213</th>\n",
       "      <td>-0.044194</td>\n",
       "      <td>-0.236585</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23328 rows × 1739 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       SentimentTitle  SentimentHeadline  groupRank  Source_   \\\n",
       "736         -0.055902          -0.378927        1.0         0   \n",
       "738         -0.018326           0.062500        2.0         0   \n",
       "742          0.004360           0.210430        3.0         0   \n",
       "746          0.037689          -0.042318       13.0         0   \n",
       "747         -0.166667          -0.200000       49.0         0   \n",
       "748         -0.236111          -0.029830       26.0         0   \n",
       "751         -0.208333          -0.102290       33.0         0   \n",
       "753         -0.197642          -0.059101       17.0         0   \n",
       "754          0.108253           0.118766        5.0         0   \n",
       "755          0.000000          -0.097222       44.5         0   \n",
       "758          0.055902           0.171005       12.0         0   \n",
       "759          0.037881           0.225037       23.0         0   \n",
       "760         -0.046117          -0.012500       21.5         0   \n",
       "761         -0.414578           0.000000        7.0         0   \n",
       "764         -0.113067          -0.184786       36.0         0   \n",
       "769          0.027083          -0.033666       46.5         0   \n",
       "776         -0.032940          -0.121488       42.5         0   \n",
       "799         -0.158114           0.106864       28.0         0   \n",
       "802          0.000000          -0.144859       62.0         0   \n",
       "811          0.000000          -0.021468       53.5         0   \n",
       "817         -0.050252          -0.027951       25.0         0   \n",
       "825         -0.102062          -0.300050       15.0         0   \n",
       "835         -0.034548           0.008514       21.5         0   \n",
       "839         -0.003683           0.123031       32.0         0   \n",
       "841          0.077340          -0.079204       51.5         0   \n",
       "845         -0.178609           0.086613       46.5         0   \n",
       "847          0.270833           0.122748       37.5         0   \n",
       "849         -0.250000           0.109785       64.0         0   \n",
       "852         -0.156250          -0.025516       39.5         0   \n",
       "853          0.176777           0.052129       31.0         0   \n",
       "...               ...                ...        ...       ...   \n",
       "92835       -0.437500           0.096581       15.0         0   \n",
       "92841        0.000000           0.009341       18.5         0   \n",
       "92842        0.000000          -0.051031       16.0         0   \n",
       "92860        0.433238          -0.219375       86.5         0   \n",
       "92883       -0.043750          -0.252413       32.0         0   \n",
       "92900        0.000000           0.030185       59.0         0   \n",
       "92930        0.220971           0.063465       38.0         0   \n",
       "92945        0.047246          -0.081477       18.5         0   \n",
       "92952        0.000000           0.111803       52.0         0   \n",
       "92976        0.375000          -0.029182       58.0         0   \n",
       "92982        0.039528           0.114708       49.0         0   \n",
       "92983        0.000000          -0.176259       79.0         0   \n",
       "92988        0.039333           0.027670       82.0         0   \n",
       "92989        0.141737          -0.027277       70.0         0   \n",
       "92998       -0.037689           0.053529       73.0         0   \n",
       "93003        0.038851           0.103096       84.0         0   \n",
       "93008        0.150756           0.138989       28.0         0   \n",
       "93019        0.039528          -0.040626       94.5         0   \n",
       "93028        0.144474          -0.139734       94.5         0   \n",
       "93033       -0.069175           0.028677       47.0         0   \n",
       "93048       -0.148232          -0.002835       73.0         0   \n",
       "93063        0.036828          -0.109109       78.0         0   \n",
       "93073        0.047246          -0.110049        1.0         0   \n",
       "93081       -0.042295           0.050000        1.0         0   \n",
       "93084        0.280486           0.221547        1.0         0   \n",
       "93102        0.000000          -0.146742        1.0         0   \n",
       "93114        0.000000          -0.191366        1.0         0   \n",
       "93121        0.000000          -0.354438        1.0         0   \n",
       "93192        0.284028          -0.132288        1.0         0   \n",
       "93213       -0.044194          -0.236585        1.0         0   \n",
       "\n",
       "       Source_+972 Magazine  Source_10News  Source_12 News Phoenix  \\\n",
       "736                       0              0                       0   \n",
       "738                       0              0                       0   \n",
       "742                       0              0                       0   \n",
       "746                       0              0                       0   \n",
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       "852                       0              0                       0   \n",
       "853                       0              0                       0   \n",
       "...                     ...            ...                     ...   \n",
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       "93073                     0              0                       0   \n",
       "93081                     0              0                       0   \n",
       "93084                     0              0                       0   \n",
       "93102                     0              0                       0   \n",
       "93114                     0              0                       0   \n",
       "93121                     0              0                       0   \n",
       "93192                     0              0                       0   \n",
       "93213                     0              0                       0   \n",
       "\n",
       "       Source_12news.com  Source_13newsnow.com  Source_24/7 Wall St.  \\\n",
       "736                    0                     0                     0   \n",
       "738                    0                     0                     0   \n",
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       "746                    0                     0                     0   \n",
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       "761                    0                     0                     0   \n",
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       "839                    0                     0                     0   \n",
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       "847                    0                     0                     0   \n",
       "849                    0                     0                     0   \n",
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       "853                    0                     0                     0   \n",
       "...                  ...                   ...                   ...   \n",
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       "93192                  0                     0                     0   \n",
       "93213                  0                     0                     0   \n",
       "\n",
       "            ...         Source_strategy+business (registration) (blog)  \\\n",
       "736         ...                                                      0   \n",
       "738         ...                                                      0   \n",
       "742         ...                                                      0   \n",
       "746         ...                                                      0   \n",
       "747         ...                                                      0   \n",
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       "755         ...                                                      0   \n",
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       "769         ...                                                      0   \n",
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       "835         ...                                                      0   \n",
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       "849         ...                                                      0   \n",
       "852         ...                                                      0   \n",
       "853         ...                                                      0   \n",
       "...         ...                                                    ...   \n",
       "92835       ...                                                      0   \n",
       "92841       ...                                                      0   \n",
       "92842       ...                                                      0   \n",
       "92860       ...                                                      0   \n",
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       "\n",
       "       Source_stv.tv  Source_teleSUR English  Source_thejournal.ie  \\\n",
       "736                0                       0                     0   \n",
       "738                0                       0                     0   \n",
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       "852                0                       0                     0   \n",
       "853                0                       0                     0   \n",
       "...              ...                     ...                   ...   \n",
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       "93192              0                       0                     0   \n",
       "93213              0                       0                     0   \n",
       "\n",
       "       Source_wtkr.com  Source_www.worldbulletin.net  Topic_economy  \\\n",
       "736                  0                             0              1   \n",
       "738                  0                             0              0   \n",
       "742                  0                             0              0   \n",
       "746                  0                             0              1   \n",
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       "849                  0                             0              0   \n",
       "852                  0                             0              1   \n",
       "853                  0                             0              1   \n",
       "...                ...                           ...            ...   \n",
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       "93213                0                             0              0   \n",
       "\n",
       "       Topic_microsoft  Topic_obama  Topic_palestine  \n",
       "736                  0            0                0  \n",
       "738                  1            0                0  \n",
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       "849                  1            0                0  \n",
       "852                  0            0                0  \n",
       "853                  0            0                0  \n",
       "...                ...          ...              ...  \n",
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       "93063                0            1                0  \n",
       "93073                0            1                0  \n",
       "93081                0            1                0  \n",
       "93084                0            1                0  \n",
       "93102                0            1                0  \n",
       "93114                0            1                0  \n",
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       "93192                0            1                0  \n",
       "93213                0            0                1  \n",
       "\n",
       "[23328 rows x 1739 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Split data into test and train data sets\n",
    "\n",
    "xtrain, xtest, ytrain, ytest = train_test_split(df_X, df_Y, test_size=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17496, 1739)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5832, 1739)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtest.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clf = SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.2, gamma='auto',\n",
    "    kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/sklearn/utils/validation.py:578: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.2, gamma='auto',\n",
       "  kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.fit(xtrain, ytrain) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "preds = clf.predict(xtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import median_absolute_error\n",
    "from sklearn.metrics import mean_squared_log_error\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.metrics import explained_variance_score\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "r2 = r2_score(ytest, preds, multioutput='uniform_average')\n",
    "mae = median_absolute_error(ytest, preds)\n",
    "msle =mean_squared_log_error(ytest, preds) \n",
    "mse = mean_squared_error(ytest, preds)\n",
    "mabe = mean_absolute_error(ytest, preds)\n",
    "evs = explained_variance_score(ytest, preds) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.840167559858\n",
      "0.425807264285\n",
      "0.0330191968411\n",
      "0.526560118749\n",
      "0.544298004902\n",
      "0.841217788821\n"
     ]
    }
   ],
   "source": [
    "print r2\n",
    "print mae\n",
    "print msle\n",
    "print mse\n",
    "print mabe\n",
    "print evs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Without Ranking\n",
    "\n",
    "clf2 = SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.2, gamma='auto',\n",
    "    kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False)\n",
    "xtrain2 = xtrain.drop(['groupRank'], axis=1, inplace=False)\n",
    "xtest2 = xtest.drop(['groupRank'], axis=1, inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17496, 1738)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.2, gamma='auto',\n",
       "  kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf2.fit(xtrain2, ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "preds2 = clf2.predict(xtest2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "r2_B = r2_score(ytest, preds2, multioutput='uniform_average')\n",
    "mae_B = median_absolute_error(ytest, preds2)\n",
    "msle_B =mean_squared_log_error(ytest, preds2) \n",
    "mse_B = mean_squared_error(ytest, preds2)\n",
    "mabe_B = mean_absolute_error(ytest, preds2)\n",
    "evs_B = explained_variance_score(ytest, preds2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.289501139747\n",
      "1.03368179361\n",
      "0.103075266304\n",
      "2.34070357616\n",
      "1.21830155202\n",
      "0.297872564847\n"
     ]
    }
   ],
   "source": [
    "#Output Without Group Ranking\n",
    "\n",
    "print r2_B\n",
    "print mae_B\n",
    "print msle_B\n",
    "print mse_B\n",
    "print mabe_B\n",
    "print evs_B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "/Users/nishantrathi/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "ytest['OP_WithRank']=preds\n",
    "ytest['OP_With_OUT_Rank']=preds2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Facebook</th>\n",
       "      <th>OP_WithRank</th>\n",
       "      <th>OP_With_OUT_Rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>62465</th>\n",
       "      <td>2.564949</td>\n",
       "      <td>2.170873</td>\n",
       "      <td>4.926825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43919</th>\n",
       "      <td>3.526361</td>\n",
       "      <td>3.133760</td>\n",
       "      <td>3.445743</td>\n",
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       "    <tr>\n",
       "      <th>6477</th>\n",
       "      <td>5.641907</td>\n",
       "      <td>5.138185</td>\n",
       "      <td>4.993828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51066</th>\n",
       "      <td>3.258097</td>\n",
       "      <td>2.911683</td>\n",
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       "      <th>11403</th>\n",
       "      <td>6.285998</td>\n",
       "      <td>5.047787</td>\n",
       "      <td>3.098884</td>\n",
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       "      <th>88154</th>\n",
       "      <td>3.465736</td>\n",
       "      <td>4.383263</td>\n",
       "      <td>4.927042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12188</th>\n",
       "      <td>4.744932</td>\n",
       "      <td>3.700253</td>\n",
       "      <td>3.122947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49923</th>\n",
       "      <td>5.693732</td>\n",
       "      <td>5.434521</td>\n",
       "      <td>3.480046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73548</th>\n",
       "      <td>6.543912</td>\n",
       "      <td>6.260530</td>\n",
       "      <td>4.941125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82108</th>\n",
       "      <td>5.176150</td>\n",
       "      <td>5.537003</td>\n",
       "      <td>4.939387</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Facebook  OP_WithRank  OP_With_OUT_Rank\n",
       "62465  2.564949     2.170873          4.926825\n",
       "43919  3.526361     3.133760          3.445743\n",
       "6477   5.641907     5.138185          4.993828\n",
       "51066  3.258097     2.911683          3.514590\n",
       "11403  6.285998     5.047787          3.098884\n",
       "88154  3.465736     4.383263          4.927042\n",
       "12188  4.744932     3.700253          3.122947\n",
       "49923  5.693732     5.434521          3.480046\n",
       "73548  6.543912     6.260530          4.941125\n",
       "82108  5.176150     5.537003          4.939387"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ytest[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ytest.to_csv('output.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3gJMb3HGLXbC7C3a/MbznU5fUaXWE85GKo2EiJBqwkhkaEw00JjOQaoCmDCSa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\nExrQlVIqJjSgK6VUTGhAV0qpmPj/AU82BSQoqEsXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114a58f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ytest[['Facebook','OP_WithRank','OP_With_OUT_Rank']].plot.line()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}