kcs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get Soup\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "import dateutil.parser\n",
    "from urllib.request import urlopen\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0.0 Deprecated - old project syndicate scraper"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Definition: generate topic-specific commentaries list of URLs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List of Topics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "topiclist = ['economics','world-affairs','environment-sustainability','business-finance','politics','global-health-development','innovation-technology','culture-society','education']\n",
    "topicurllist = []\n",
    "for topic in topiclist:\n",
    "    topicurllist.append(\"http://www.project-syndicate.org/\"+topic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Execution of commentary url list scraping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kennd\\Anaconda3\\lib\\site-packages\\bs4\\__init__.py:166: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n",
      "\n",
      "To get rid of this warning, change this:\n",
      "\n",
      " BeautifulSoup([your markup])\n",
      "\n",
      "to this:\n",
      "\n",
      " BeautifulSoup([your markup], \"lxml\")\n",
      "\n",
      "  markup_type=markup_type))\n"
     ]
    }
   ],
   "source": [
    "commentarylist=[]\n",
    "topicmarker = []\n",
    "for topicurl in topicurllist:\n",
    "    commentarylistscrape(topicurl)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Execution of scraping commentary specific data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kennd\\Anaconda3\\lib\\site-packages\\bs4\\__init__.py:166: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n",
      "\n",
      "To get rid of this warning, change this:\n",
      "\n",
      " BeautifulSoup([your markup])\n",
      "\n",
      "to this:\n",
      "\n",
      " BeautifulSoup([your markup], \"lxml\")\n",
      "\n",
      "  markup_type=markup_type))\n"
     ]
    }
   ],
   "source": [
    "author=[]\n",
    "datepublished = []\n",
    "articles = []\n",
    "titles = []\n",
    "for commentary in commentarylist:\n",
    "    get_commentary_data(commentary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "topiclist = [x.title() for x in topicmarker]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "author = pd.Series(author)\n",
    "datepublished = pd.Series(datepublished)\n",
    "articles = pd.Series(articles)\n",
    "titles = pd.Series(titles)\n",
    "topic = pd.Series(topiclist)\n",
    "\n",
    "ps_df = pd.concat((titles,author,datepublished,articles,topic),axis=1)\n",
    "\n",
    "ps_df.columns = ['titles','author','date_published','articles','topic']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ps_df_old = pd.read_pickle('ps_df.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(315, 5)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ps_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>titles</th>\n",
       "      <th>author</th>\n",
       "      <th>date_published</th>\n",
       "      <th>articles</th>\n",
       "      <th>topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The ECB’s Illusory Independence</td>\n",
       "      <td>Yanis Varoufakis</td>\n",
       "      <td>JUN 1, 2016</td>\n",
       "      <td>ATHENS – A commitment to the independence of c...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Uncertainty at the Fed</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>BERKELEY – The US Federal Reserve is increasin...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Moving From Debt to Equity in China</td>\n",
       "      <td>Andrew Sheng</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>HONG KONG – A spate of recent commentary has b...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Reigniting Emerging-Economy Growth</td>\n",
       "      <td>Michael Spence</td>\n",
       "      <td>MAY 30, 2016</td>\n",
       "      <td>HONG KONG – It is no secret that emerging econ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Overdosing on Heterodoxy Can Kill You</td>\n",
       "      <td>Ricardo Hausmann</td>\n",
       "      <td>MAY 30, 2016</td>\n",
       "      <td>CAMBRIDGE – Ever since the 2008 financial cris...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The Trade Costs of Leaving the EU</td>\n",
       "      <td>Roderick Abbott</td>\n",
       "      <td>MAY 25, 2016</td>\n",
       "      <td>BRUSSELS – The “Brexiteers” – those who want B...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>China’s Incomplete Growth Strategy</td>\n",
       "      <td>Yu Yongding</td>\n",
       "      <td>MAY 25, 2016</td>\n",
       "      <td>BEIJING – China’s economic growth has been slo...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Rediscovering Fiscal Policy at the G7</td>\n",
       "      <td>Jeffrey Frankel</td>\n",
       "      <td>MAY 24, 2016</td>\n",
       "      <td>ALGIERS – As G7 leaders convene in Ise-Shima, ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The False Promise of Negative Interest Rates</td>\n",
       "      <td>Robert Skidelsky</td>\n",
       "      <td>MAY 24, 2016</td>\n",
       "      <td>LONDON – As a biographer and aficionado of Joh...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Time for India to Stretch its Wings</td>\n",
       "      <td>Mujobu Moyo</td>\n",
       "      <td>MAY 23, 2016</td>\n",
       "      <td>WASHINGTON, DC – Imagine you are a parent with...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A Debt Agenda for the G7</td>\n",
       "      <td>Martin Feldstein</td>\n",
       "      <td>MAY 23, 2016</td>\n",
       "      <td>CAMBRIDGE – On May 26-27, the heads of the Gro...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Supply Side, Demand Side, or Innovation Side?</td>\n",
       "      <td>Edmund S. Phelps</td>\n",
       "      <td>MAY 19, 2016</td>\n",
       "      <td>NEW YORK – It has become impossible to deny th...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Fighting the Next Global Financial Crisis</td>\n",
       "      <td>Robert J. Shiller</td>\n",
       "      <td>MAY 18, 2016</td>\n",
       "      <td>NEW HAVEN – What do people mean when they crit...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>The Way Back for Monetary Policy</td>\n",
       "      <td>Lee Jong-Wha</td>\n",
       "      <td>MAY 17, 2016</td>\n",
       "      <td>SEOUL – The central banks of major advanced ec...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Economic Consequences of Brexit</td>\n",
       "      <td>Philippe Legrain</td>\n",
       "      <td>MAY 16, 2016</td>\n",
       "      <td>LONDON – Those campaigning for Britain to exit...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Manna from Helicopters</td>\n",
       "      <td>Michael Biggs</td>\n",
       "      <td>MAY 13, 2016</td>\n",
       "      <td>LONDON – In recent years, the global economy h...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Monopoly’s New Era</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>MAY 13, 2016</td>\n",
       "      <td>NEW YORK – For 200 years, there have been two ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Rescaling China’s Debt Mountain</td>\n",
       "      <td>Barry Eichengreen</td>\n",
       "      <td>MAY 11, 2016</td>\n",
       "      <td>MONTREAL – There is widespread agreement on tw...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Building Stability for Indian Growth</td>\n",
       "      <td>Raghuram Rajan</td>\n",
       "      <td>MAY 10, 2016</td>\n",
       "      <td>MUMBAI – In their efforts to stimulate demand ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Helicopters on a Leash</td>\n",
       "      <td>Adair Turner</td>\n",
       "      <td>MAY 9, 2016</td>\n",
       "      <td>PARIS – Faced with a slowing global economy, a...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>The ECB’s Illusory Independence</td>\n",
       "      <td>Yanis Varoufakis</td>\n",
       "      <td>JUN 1, 2016</td>\n",
       "      <td>ATHENS – A commitment to the independence of c...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Uncertainty at the Fed</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>BERKELEY – The US Federal Reserve is increasin...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Moving From Debt to Equity in China</td>\n",
       "      <td>Andrew Sheng</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>HONG KONG – A spate of recent commentary has b...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Reigniting Emerging-Economy Growth</td>\n",
       "      <td>Michael Spence</td>\n",
       "      <td>MAY 30, 2016</td>\n",
       "      <td>HONG KONG – It is no secret that emerging econ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Overdosing on Heterodoxy Can Kill You</td>\n",
       "      <td>Ricardo Hausmann</td>\n",
       "      <td>MAY 30, 2016</td>\n",
       "      <td>CAMBRIDGE – Ever since the 2008 financial cris...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Twin Tests for the EU</td>\n",
       "      <td>Hans-Werner Sinn</td>\n",
       "      <td>MAY 27, 2016</td>\n",
       "      <td>MUNICH – June is shaping up to be a fateful mo...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>The Trade Costs of Leaving the EU</td>\n",
       "      <td>Roderick Abbott</td>\n",
       "      <td>MAY 25, 2016</td>\n",
       "      <td>BRUSSELS – The “Brexiteers” – those who want B...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>China’s Incomplete Growth Strategy</td>\n",
       "      <td>Yu Yongding</td>\n",
       "      <td>MAY 25, 2016</td>\n",
       "      <td>BEIJING – China’s economic growth has been slo...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rediscovering Fiscal Policy at the G7</td>\n",
       "      <td>Jeffrey Frankel</td>\n",
       "      <td>MAY 24, 2016</td>\n",
       "      <td>ALGIERS – As G7 leaders convene in Ise-Shima, ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The False Promise of Negative Interest Rates</td>\n",
       "      <td>Robert Skidelsky</td>\n",
       "      <td>MAY 24, 2016</td>\n",
       "      <td>LONDON – As a biographer and aficionado of Joh...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Financing Health and Education for All</td>\n",
       "      <td>Jeffrey D. Sachs</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>NEW YORK – In 2015, around 5.9 million childre...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>An Earthquake in Education Funding</td>\n",
       "      <td>Justin W. van Fleet</td>\n",
       "      <td>MAY 5, 2016</td>\n",
       "      <td>NEW YORK – In mid-April, a 7.8-magnitude earth...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Preschool Confidential</td>\n",
       "      <td>Laura Tyson</td>\n",
       "      <td>APR 29, 2016</td>\n",
       "      <td>BERKELEY – High-quality early childhood educat...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>The Emancipation Gap in Arab Education</td>\n",
       "      <td>Ishac Diwan</td>\n",
       "      <td>APR 7, 2016</td>\n",
       "      <td>PARIS – Discussion of education in the Arab wo...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Sowing the Seeds of Syria’s Future</td>\n",
       "      <td>Gordon Brown</td>\n",
       "      <td>APR 7, 2016</td>\n",
       "      <td>LONDON – We are at risk of producing a lost ge...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Extremism’s Strange Bedfellows</td>\n",
       "      <td>Diego Gambetta</td>\n",
       "      <td>APR 5, 2016</td>\n",
       "      <td>FLORENCE – Nowadays, we associate far-right po...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Learning Without Theory</td>\n",
       "      <td>Ricardo Hausmann</td>\n",
       "      <td>MAR 30, 2016</td>\n",
       "      <td>CAMBRIDGE – How can we improve the state of th...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Syria and the Refugee Iceberg</td>\n",
       "      <td>Julia Gillard</td>\n",
       "      <td>MAR 17, 2016</td>\n",
       "      <td>WASHINGTON, DC – If the only refugee crisis th...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Higher Education for Syria</td>\n",
       "      <td>John Shattuck</td>\n",
       "      <td>FEB 24, 2016</td>\n",
       "      <td>BUDAPEST – Educating refugee children was high...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>The Closing of the Academic Mind</td>\n",
       "      <td>Chris Patten</td>\n",
       "      <td>FEB 22, 2016</td>\n",
       "      <td>LONDON – I would wager that I have been Chance...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Virtual Education in Conflict Zones</td>\n",
       "      <td>Gordon Brown</td>\n",
       "      <td>FEB 19, 2016</td>\n",
       "      <td>LONDON – Educating refugees and children in co...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>A Breakthrough for Child Refugees?</td>\n",
       "      <td>Gordon Brown</td>\n",
       "      <td>FEB 5, 2016</td>\n",
       "      <td>LONDON – Buried in the declaration from the ju...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>A Payment Plan for Universal Education</td>\n",
       "      <td>Gordon Brown</td>\n",
       "      <td>JAN 24, 2016</td>\n",
       "      <td>DAVOS – The Sustainable Development Goals, whi...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>The Tech Literacy Imperative</td>\n",
       "      <td>Gavin Patterson</td>\n",
       "      <td>JAN 18, 2016</td>\n",
       "      <td>DAVOS – In many parts of the world, young chil...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Toward a New Islamic Golden Age</td>\n",
       "      <td>Nidhal Guessoum</td>\n",
       "      <td>JAN 13, 2016</td>\n",
       "      <td>SHARJAH – The Muslim world’s past contribution...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Financing Health and Education for All</td>\n",
       "      <td>Jeffrey D. Sachs</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>NEW YORK – In 2015, around 5.9 million childre...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Closing the Middle East’s Education Deficit</td>\n",
       "      <td>Anne-Marie Slaughter</td>\n",
       "      <td>MAY 25, 2016</td>\n",
       "      <td>NILE DELTA – About 60 miles north of Cairo’s T...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Education Cannot Wait</td>\n",
       "      <td>Gordon Brown</td>\n",
       "      <td>MAY 19, 2016</td>\n",
       "      <td>LONDON – “Recall the face of the poorest and w...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>The Evidence on Education Reforms</td>\n",
       "      <td>Bjørn Lomborg</td>\n",
       "      <td>MAY 17, 2016</td>\n",
       "      <td>DHAKA – It is almost universally agreed that m...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Overcoming Latin America’s Skills Mismatch</td>\n",
       "      <td>Martin C. Spicer</td>\n",
       "      <td>MAY 12, 2016</td>\n",
       "      <td>WASHINGTON, DC – Latin America could be on the...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Better Learning Through Better Betting</td>\n",
       "      <td>Philip E. Tetlock</td>\n",
       "      <td>MAY 11, 2016</td>\n",
       "      <td>PHILADELPHIA – The course of public debate has...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>An Earthquake in Education Funding</td>\n",
       "      <td>Justin W. van Fleet</td>\n",
       "      <td>MAY 5, 2016</td>\n",
       "      <td>NEW YORK – In mid-April, a 7.8-magnitude earth...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Preschool Confidential</td>\n",
       "      <td>Laura Tyson</td>\n",
       "      <td>APR 29, 2016</td>\n",
       "      <td>BERKELEY – High-quality early childhood educat...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>The Emancipation Gap in Arab Education</td>\n",
       "      <td>Ishac Diwan</td>\n",
       "      <td>APR 7, 2016</td>\n",
       "      <td>PARIS – Discussion of education in the Arab wo...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Sowing the Seeds of Syria’s Future</td>\n",
       "      <td>Gordon Brown</td>\n",
       "      <td>APR 7, 2016</td>\n",
       "      <td>LONDON – We are at risk of producing a lost ge...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Extremism’s Strange Bedfellows</td>\n",
       "      <td>Diego Gambetta</td>\n",
       "      <td>APR 5, 2016</td>\n",
       "      <td>FLORENCE – Nowadays, we associate far-right po...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Learning Without Theory</td>\n",
       "      <td>Ricardo Hausmann</td>\n",
       "      <td>MAR 30, 2016</td>\n",
       "      <td>CAMBRIDGE – How can we improve the state of th...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Syria and the Refugee Iceberg</td>\n",
       "      <td>Julia Gillard</td>\n",
       "      <td>MAR 17, 2016</td>\n",
       "      <td>WASHINGTON, DC – If the only refugee crisis th...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Higher Education for Syria</td>\n",
       "      <td>John Shattuck</td>\n",
       "      <td>FEB 24, 2016</td>\n",
       "      <td>BUDAPEST – Educating refugee children was high...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>The Closing of the Academic Mind</td>\n",
       "      <td>Chris Patten</td>\n",
       "      <td>FEB 22, 2016</td>\n",
       "      <td>LONDON – I would wager that I have been Chance...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>315 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            titles                author  \\\n",
       "0                  The ECB’s Illusory Independence      Yanis Varoufakis   \n",
       "1                           Uncertainty at the Fed    J. Bradford DeLong   \n",
       "2              Moving From Debt to Equity in China          Andrew Sheng   \n",
       "3               Reigniting Emerging-Economy Growth        Michael Spence   \n",
       "4            Overdosing on Heterodoxy Can Kill You      Ricardo Hausmann   \n",
       "5                The Trade Costs of Leaving the EU       Roderick Abbott   \n",
       "6               China’s Incomplete Growth Strategy           Yu Yongding   \n",
       "7            Rediscovering Fiscal Policy at the G7       Jeffrey Frankel   \n",
       "8     The False Promise of Negative Interest Rates      Robert Skidelsky   \n",
       "9              Time for India to Stretch its Wings           Mujobu Moyo   \n",
       "10                        A Debt Agenda for the G7      Martin Feldstein   \n",
       "11   Supply Side, Demand Side, or Innovation Side?      Edmund S. Phelps   \n",
       "12       Fighting the Next Global Financial Crisis     Robert J. Shiller   \n",
       "13                The Way Back for Monetary Policy          Lee Jong-Wha   \n",
       "14             The Economic Consequences of Brexit      Philippe Legrain   \n",
       "15                          Manna from Helicopters         Michael Biggs   \n",
       "16                              Monopoly’s New Era    Joseph E. Stiglitz   \n",
       "17                 Rescaling China’s Debt Mountain     Barry Eichengreen   \n",
       "18            Building Stability for Indian Growth        Raghuram Rajan   \n",
       "19                          Helicopters on a Leash          Adair Turner   \n",
       "20                 The ECB’s Illusory Independence      Yanis Varoufakis   \n",
       "21                          Uncertainty at the Fed    J. Bradford DeLong   \n",
       "22             Moving From Debt to Equity in China          Andrew Sheng   \n",
       "23              Reigniting Emerging-Economy Growth        Michael Spence   \n",
       "24           Overdosing on Heterodoxy Can Kill You      Ricardo Hausmann   \n",
       "25                           Twin Tests for the EU      Hans-Werner Sinn   \n",
       "26               The Trade Costs of Leaving the EU       Roderick Abbott   \n",
       "27              China’s Incomplete Growth Strategy           Yu Yongding   \n",
       "28           Rediscovering Fiscal Policy at the G7       Jeffrey Frankel   \n",
       "29    The False Promise of Negative Interest Rates      Robert Skidelsky   \n",
       "..                                             ...                   ...   \n",
       "285         Financing Health and Education for All      Jeffrey D. Sachs   \n",
       "286             An Earthquake in Education Funding   Justin W. van Fleet   \n",
       "287                         Preschool Confidential           Laura Tyson   \n",
       "288         The Emancipation Gap in Arab Education           Ishac Diwan   \n",
       "289             Sowing the Seeds of Syria’s Future          Gordon Brown   \n",
       "290                 Extremism’s Strange Bedfellows        Diego Gambetta   \n",
       "291                        Learning Without Theory      Ricardo Hausmann   \n",
       "292                  Syria and the Refugee Iceberg         Julia Gillard   \n",
       "293                     Higher Education for Syria         John Shattuck   \n",
       "294               The Closing of the Academic Mind          Chris Patten   \n",
       "295            Virtual Education in Conflict Zones          Gordon Brown   \n",
       "296             A Breakthrough for Child Refugees?          Gordon Brown   \n",
       "297         A Payment Plan for Universal Education          Gordon Brown   \n",
       "298                   The Tech Literacy Imperative       Gavin Patterson   \n",
       "299                Toward a New Islamic Golden Age       Nidhal Guessoum   \n",
       "300         Financing Health and Education for All      Jeffrey D. Sachs   \n",
       "301    Closing the Middle East’s Education Deficit  Anne-Marie Slaughter   \n",
       "302                          Education Cannot Wait          Gordon Brown   \n",
       "303              The Evidence on Education Reforms         Bjørn Lomborg   \n",
       "304     Overcoming Latin America’s Skills Mismatch      Martin C. Spicer   \n",
       "305         Better Learning Through Better Betting     Philip E. Tetlock   \n",
       "306             An Earthquake in Education Funding   Justin W. van Fleet   \n",
       "307                         Preschool Confidential           Laura Tyson   \n",
       "308         The Emancipation Gap in Arab Education           Ishac Diwan   \n",
       "309             Sowing the Seeds of Syria’s Future          Gordon Brown   \n",
       "310                 Extremism’s Strange Bedfellows        Diego Gambetta   \n",
       "311                        Learning Without Theory      Ricardo Hausmann   \n",
       "312                  Syria and the Refugee Iceberg         Julia Gillard   \n",
       "313                     Higher Education for Syria         John Shattuck   \n",
       "314               The Closing of the Academic Mind          Chris Patten   \n",
       "\n",
       "    date_published                                           articles  \\\n",
       "0      JUN 1, 2016  ATHENS – A commitment to the independence of c...   \n",
       "1     MAY 31, 2016  BERKELEY – The US Federal Reserve is increasin...   \n",
       "2     MAY 31, 2016  HONG KONG – A spate of recent commentary has b...   \n",
       "3     MAY 30, 2016  HONG KONG – It is no secret that emerging econ...   \n",
       "4     MAY 30, 2016  CAMBRIDGE – Ever since the 2008 financial cris...   \n",
       "5     MAY 25, 2016  BRUSSELS – The “Brexiteers” – those who want B...   \n",
       "6     MAY 25, 2016  BEIJING – China’s economic growth has been slo...   \n",
       "7     MAY 24, 2016  ALGIERS – As G7 leaders convene in Ise-Shima, ...   \n",
       "8     MAY 24, 2016  LONDON – As a biographer and aficionado of Joh...   \n",
       "9     MAY 23, 2016  WASHINGTON, DC – Imagine you are a parent with...   \n",
       "10    MAY 23, 2016  CAMBRIDGE – On May 26-27, the heads of the Gro...   \n",
       "11    MAY 19, 2016  NEW YORK – It has become impossible to deny th...   \n",
       "12    MAY 18, 2016  NEW HAVEN – What do people mean when they crit...   \n",
       "13    MAY 17, 2016  SEOUL – The central banks of major advanced ec...   \n",
       "14    MAY 16, 2016  LONDON – Those campaigning for Britain to exit...   \n",
       "15    MAY 13, 2016  LONDON – In recent years, the global economy h...   \n",
       "16    MAY 13, 2016  NEW YORK – For 200 years, there have been two ...   \n",
       "17    MAY 11, 2016  MONTREAL – There is widespread agreement on tw...   \n",
       "18    MAY 10, 2016  MUMBAI – In their efforts to stimulate demand ...   \n",
       "19     MAY 9, 2016  PARIS – Faced with a slowing global economy, a...   \n",
       "20     JUN 1, 2016  ATHENS – A commitment to the independence of c...   \n",
       "21    MAY 31, 2016  BERKELEY – The US Federal Reserve is increasin...   \n",
       "22    MAY 31, 2016  HONG KONG – A spate of recent commentary has b...   \n",
       "23    MAY 30, 2016  HONG KONG – It is no secret that emerging econ...   \n",
       "24    MAY 30, 2016  CAMBRIDGE – Ever since the 2008 financial cris...   \n",
       "25    MAY 27, 2016  MUNICH – June is shaping up to be a fateful mo...   \n",
       "26    MAY 25, 2016  BRUSSELS – The “Brexiteers” – those who want B...   \n",
       "27    MAY 25, 2016  BEIJING – China’s economic growth has been slo...   \n",
       "28    MAY 24, 2016  ALGIERS – As G7 leaders convene in Ise-Shima, ...   \n",
       "29    MAY 24, 2016  LONDON – As a biographer and aficionado of Joh...   \n",
       "..             ...                                                ...   \n",
       "285   MAY 31, 2016  NEW YORK – In 2015, around 5.9 million childre...   \n",
       "286    MAY 5, 2016  NEW YORK – In mid-April, a 7.8-magnitude earth...   \n",
       "287   APR 29, 2016  BERKELEY – High-quality early childhood educat...   \n",
       "288    APR 7, 2016  PARIS – Discussion of education in the Arab wo...   \n",
       "289    APR 7, 2016  LONDON – We are at risk of producing a lost ge...   \n",
       "290    APR 5, 2016  FLORENCE – Nowadays, we associate far-right po...   \n",
       "291   MAR 30, 2016  CAMBRIDGE – How can we improve the state of th...   \n",
       "292   MAR 17, 2016  WASHINGTON, DC – If the only refugee crisis th...   \n",
       "293   FEB 24, 2016  BUDAPEST – Educating refugee children was high...   \n",
       "294   FEB 22, 2016  LONDON – I would wager that I have been Chance...   \n",
       "295   FEB 19, 2016  LONDON – Educating refugees and children in co...   \n",
       "296    FEB 5, 2016  LONDON – Buried in the declaration from the ju...   \n",
       "297   JAN 24, 2016  DAVOS – The Sustainable Development Goals, whi...   \n",
       "298   JAN 18, 2016  DAVOS – In many parts of the world, young chil...   \n",
       "299   JAN 13, 2016  SHARJAH – The Muslim world’s past contribution...   \n",
       "300   MAY 31, 2016  NEW YORK – In 2015, around 5.9 million childre...   \n",
       "301   MAY 25, 2016  NILE DELTA – About 60 miles north of Cairo’s T...   \n",
       "302   MAY 19, 2016  LONDON – “Recall the face of the poorest and w...   \n",
       "303   MAY 17, 2016  DHAKA – It is almost universally agreed that m...   \n",
       "304   MAY 12, 2016  WASHINGTON, DC – Latin America could be on the...   \n",
       "305   MAY 11, 2016  PHILADELPHIA – The course of public debate has...   \n",
       "306    MAY 5, 2016  NEW YORK – In mid-April, a 7.8-magnitude earth...   \n",
       "307   APR 29, 2016  BERKELEY – High-quality early childhood educat...   \n",
       "308    APR 7, 2016  PARIS – Discussion of education in the Arab wo...   \n",
       "309    APR 7, 2016  LONDON – We are at risk of producing a lost ge...   \n",
       "310    APR 5, 2016  FLORENCE – Nowadays, we associate far-right po...   \n",
       "311   MAR 30, 2016  CAMBRIDGE – How can we improve the state of th...   \n",
       "312   MAR 17, 2016  WASHINGTON, DC – If the only refugee crisis th...   \n",
       "313   FEB 24, 2016  BUDAPEST – Educating refugee children was high...   \n",
       "314   FEB 22, 2016  LONDON – I would wager that I have been Chance...   \n",
       "\n",
       "         topic  \n",
       "0    Economics  \n",
       "1    Economics  \n",
       "2    Economics  \n",
       "3    Economics  \n",
       "4    Economics  \n",
       "5    Economics  \n",
       "6    Economics  \n",
       "7    Economics  \n",
       "8    Economics  \n",
       "9    Economics  \n",
       "10   Economics  \n",
       "11   Economics  \n",
       "12   Economics  \n",
       "13   Economics  \n",
       "14   Economics  \n",
       "15   Economics  \n",
       "16   Economics  \n",
       "17   Economics  \n",
       "18   Economics  \n",
       "19   Economics  \n",
       "20   Economics  \n",
       "21   Economics  \n",
       "22   Economics  \n",
       "23   Economics  \n",
       "24   Economics  \n",
       "25   Economics  \n",
       "26   Economics  \n",
       "27   Economics  \n",
       "28   Economics  \n",
       "29   Economics  \n",
       "..         ...  \n",
       "285  Education  \n",
       "286  Education  \n",
       "287  Education  \n",
       "288  Education  \n",
       "289  Education  \n",
       "290  Education  \n",
       "291  Education  \n",
       "292  Education  \n",
       "293  Education  \n",
       "294  Education  \n",
       "295  Education  \n",
       "296  Education  \n",
       "297  Education  \n",
       "298  Education  \n",
       "299  Education  \n",
       "300  Education  \n",
       "301  Education  \n",
       "302  Education  \n",
       "303  Education  \n",
       "304  Education  \n",
       "305  Education  \n",
       "306  Education  \n",
       "307  Education  \n",
       "308  Education  \n",
       "309  Education  \n",
       "310  Education  \n",
       "311  Education  \n",
       "312  Education  \n",
       "313  Education  \n",
       "314  Education  \n",
       "\n",
       "[315 rows x 5 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ps_df_old"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ps_new = pd.concat((ps_df,ps_df_old))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>titles</th>\n",
       "      <th>author</th>\n",
       "      <th>date_published</th>\n",
       "      <th>articles</th>\n",
       "      <th>topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Good Economy for China</td>\n",
       "      <td>Edmund S. Phelps</td>\n",
       "      <td>JUN 17, 2016</td>\n",
       "      <td>NEW YORK – Decades of plodding growth together...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brexit’s Impact on the World Economy</td>\n",
       "      <td>Anatole Kaletsky</td>\n",
       "      <td>JUN 17, 2016</td>\n",
       "      <td>LONDON – The febrile behavior of financial mar...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Financial Scarcity Amid Plenty</td>\n",
       "      <td>Barry Eichengreen</td>\n",
       "      <td>JUN 14, 2016</td>\n",
       "      <td>MILAN – With interest rates at all-time lows a...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Rethinking Robin Hood</td>\n",
       "      <td>Angus Deaton</td>\n",
       "      <td>JUN 13, 2016</td>\n",
       "      <td>MADRID – International development aid is base...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A Tale of Two Debt Write-Downs</td>\n",
       "      <td>Adair Turner</td>\n",
       "      <td>JUN 10, 2016</td>\n",
       "      <td>SINGAPORE – At the end of 2015, Greece’s publi...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Innovation Is Not Enough</td>\n",
       "      <td>Dani Rodrik</td>\n",
       "      <td>JUN 9, 2016</td>\n",
       "      <td>CAMBRIDGE – We seem to be living in an acceler...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>The Overselling of Financial Transaction Taxes</td>\n",
       "      <td>Kenneth Rogoff</td>\n",
       "      <td>JUN 6, 2016</td>\n",
       "      <td>CAMBRIDGE – However November’s presidential el...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Leveraging Islamic Finance for Sustainable Dev...</td>\n",
       "      <td>Mahmoud Mohieldin</td>\n",
       "      <td>JUN 2, 2016</td>\n",
       "      <td>WASHINGTON, DC – Roughly one-third of those su...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The ECB’s Illusory Independence</td>\n",
       "      <td>Yanis Varoufakis</td>\n",
       "      <td>JUN 1, 2016</td>\n",
       "      <td>ATHENS – A commitment to the independence of c...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Uncertainty at the Fed</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>BERKELEY – The US Federal Reserve is increasin...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Moving From Debt to Equity in China</td>\n",
       "      <td>Andrew Sheng</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>HONG KONG – A spate of recent commentary has b...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Reigniting Emerging-Economy Growth</td>\n",
       "      <td>Michael Spence</td>\n",
       "      <td>MAY 30, 2016</td>\n",
       "      <td>HONG KONG – It is no secret that emerging econ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Overdosing on Heterodoxy Can Kill You</td>\n",
       "      <td>Ricardo Hausmann</td>\n",
       "      <td>MAY 30, 2016</td>\n",
       "      <td>CAMBRIDGE – Ever since the 2008 financial cris...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Twin Tests for the EU</td>\n",
       "      <td>Hans-Werner Sinn</td>\n",
       "      <td>MAY 27, 2016</td>\n",
       "      <td>MUNICH – June is shaping up to be a fateful mo...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Trade Costs of Leaving the EU</td>\n",
       "      <td>Roderick Abbott</td>\n",
       "      <td>MAY 25, 2016</td>\n",
       "      <td>BRUSSELS – The “Brexiteers” – those who want B...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>China’s Incomplete Growth Strategy</td>\n",
       "      <td>Yu Yongding</td>\n",
       "      <td>MAY 25, 2016</td>\n",
       "      <td>BEIJING – China’s economic growth has been slo...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Rediscovering Fiscal Policy at the G7</td>\n",
       "      <td>Jeffrey Frankel</td>\n",
       "      <td>MAY 24, 2016</td>\n",
       "      <td>ALGIERS – As G7 leaders convene in Ise-Shima, ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>The False Promise of Negative Interest Rates</td>\n",
       "      <td>Robert Skidelsky</td>\n",
       "      <td>MAY 24, 2016</td>\n",
       "      <td>LONDON – As a biographer and aficionado of Joh...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Time for India to Stretch its Wings</td>\n",
       "      <td>Mujobu Moyo</td>\n",
       "      <td>MAY 23, 2016</td>\n",
       "      <td>WASHINGTON, DC – Imagine you are a parent with...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>A Debt Agenda for the G7</td>\n",
       "      <td>Martin Feldstein</td>\n",
       "      <td>MAY 23, 2016</td>\n",
       "      <td>CAMBRIDGE – On May 26-27, the heads of the Gro...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Let’s Get Fiscal</td>\n",
       "      <td>Bill Emmott</td>\n",
       "      <td>JUN 8, 2016</td>\n",
       "      <td>LONDON – Everyone knows there is no gain witho...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>IMF Go Home</td>\n",
       "      <td>Daniel Gros</td>\n",
       "      <td>JUN 8, 2016</td>\n",
       "      <td>BRUSSELS – The curtains are up on another act ...</td>\n",
       "      <td>Economics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>The Gulf States’ Expat Dividend</td>\n",
       "      <td>Sami Mahroum</td>\n",
       "      <td>JUN 17, 2016</td>\n",
       "      <td>PARIS – How should policymakers in the Middle ...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Gays on the Front Line</td>\n",
       "      <td>Bernard-Henri Lévy</td>\n",
       "      <td>JUN 16, 2016</td>\n",
       "      <td>PARIS – The mass shooting in Orlando, Florida,...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Don’t Appease Putin</td>\n",
       "      <td>Guy Verhofstadt</td>\n",
       "      <td>JUN 15, 2016</td>\n",
       "      <td>BRUSSELS – Both US President Barack Obama and ...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Learning from Namibia</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>JUN 14, 2016</td>\n",
       "      <td>WINDHOEK – Sandwiched between Angola and South...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Saving Our Drowning Humanity</td>\n",
       "      <td>Peter Sutherland</td>\n",
       "      <td>JUN 13, 2016</td>\n",
       "      <td>LONDON – In the last week of May, at least 1,0...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Obama’s Bitter Afghan Legacy</td>\n",
       "      <td>Brahma Chellaney</td>\n",
       "      <td>JUN 14, 2016</td>\n",
       "      <td>BERLIN – Nearly 15 years after its launch, the...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Springtime for Fascism?</td>\n",
       "      <td>Ian Buruma</td>\n",
       "      <td>JUN 7, 2016</td>\n",
       "      <td>NEW YORK – Are we seeing a new dawn of fascism...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>The Return of the Jordanian Option</td>\n",
       "      <td>Shlomo Ben-Ami</td>\n",
       "      <td>JUN 6, 2016</td>\n",
       "      <td>TEL AVIV – France’s initiative to hold an inte...</td>\n",
       "      <td>World-Affairs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>The Task Ahead for Brazil</td>\n",
       "      <td>Camila Villard Duran</td>\n",
       "      <td>APR 15, 2016</td>\n",
       "      <td>SÃO PAULO – Brazil is confronting a triple cri...</td>\n",
       "      <td>Business-Finance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>A Progressive Logic of Trade</td>\n",
       "      <td>Dani Rodrik</td>\n",
       "      <td>APR 13, 2016</td>\n",
       "      <td>CAMBRIDGE – The global trade regime has never ...</td>\n",
       "      <td>Business-Finance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>The War on Secrecy</td>\n",
       "      <td>Lucy P. Marcus</td>\n",
       "      <td>APR 12, 2016</td>\n",
       "      <td>LONDON – What do the recently released Panama ...</td>\n",
       "      <td>Business-Finance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Economic Fairness and America’s Presidential E...</td>\n",
       "      <td>Kenneth Scheve</td>\n",
       "      <td>MAY 13, 2016</td>\n",
       "      <td>STANFORD/NEW YORK – Voters in the United State...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Sadiq Khan’s Democratic Islam</td>\n",
       "      <td>Bernard-Henri Lévy</td>\n",
       "      <td>MAY 12, 2016</td>\n",
       "      <td>PARIS – The man of the hour in the United King...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Can the Democrats and Republicans Heal Themsel...</td>\n",
       "      <td>Elizabeth Drew</td>\n",
       "      <td>MAY 11, 2016</td>\n",
       "      <td>WASHINGTON, DC – The contests to decide the no...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>A Son of the Cultural Revolution</td>\n",
       "      <td>Ma Jian</td>\n",
       "      <td>MAY 10, 2016</td>\n",
       "      <td>LONDON – Fifty years ago this month, Mao Zedon...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>How Trump Would Weaken America</td>\n",
       "      <td>Joseph S. Nye</td>\n",
       "      <td>MAY 10, 2016</td>\n",
       "      <td>CAMBRIDGE – Donald Trump, the Republican Party...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Britain’s Enemy Within</td>\n",
       "      <td>Harold James</td>\n",
       "      <td>MAY 9, 2016</td>\n",
       "      <td>PRINCETON – Democracy everywhere is facing ser...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Faulty Political Narratives</td>\n",
       "      <td>Ricardo Hausmann</td>\n",
       "      <td>MAY 3, 2016</td>\n",
       "      <td>LIMA – Across Latin America, voters who, until...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Anti-Semitism From the Left</td>\n",
       "      <td>Ian Buruma</td>\n",
       "      <td>MAY 3, 2016</td>\n",
       "      <td>NEW YORK – The former London mayor and left-wi...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>A Role Reversal for Myanmar and Thailand</td>\n",
       "      <td>Thitinan Pongsudhirak</td>\n",
       "      <td>MAY 2, 2016</td>\n",
       "      <td>BANGKOK – Rarely do next-door neighbors move a...</td>\n",
       "      <td>Politics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>A Million Ways to Die in Syria</td>\n",
       "      <td>Debarati Guha-Sapir</td>\n",
       "      <td>MAR 22, 2016</td>\n",
       "      <td>BRUSSELS – Five years into a brutal civil war,...</td>\n",
       "      <td>Global-Health-Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>How Data Can Save Children’s Lives</td>\n",
       "      <td>Scott Dowell</td>\n",
       "      <td>MAR 21, 2016</td>\n",
       "      <td>SEATTLE – In an age in which data are more ple...</td>\n",
       "      <td>Global-Health-Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>A Quantum of Happiness</td>\n",
       "      <td>Ohood Al Roumi</td>\n",
       "      <td>MAR 19, 2016</td>\n",
       "      <td>DUBAI – I’m delighted to join in the celebrati...</td>\n",
       "      <td>Global-Health-Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>The Right Targets for Global Health Investment</td>\n",
       "      <td>Bjørn Lomborg</td>\n",
       "      <td>MAR 17, 2016</td>\n",
       "      <td>COPENHAGEN – If the global media were your onl...</td>\n",
       "      <td>Global-Health-Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>The Politics of Polio Eradication</td>\n",
       "      <td>Jonathan Kennedy</td>\n",
       "      <td>MAR 15, 2016</td>\n",
       "      <td>CAMBRIDGE – A few years ago, the global campai...</td>\n",
       "      <td>Global-Health-Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Africa’s Middle Passage to Development</td>\n",
       "      <td>Simplice A. Asongu</td>\n",
       "      <td>MAR 9, 2016</td>\n",
       "      <td>YAOUNDÉ – When it comes to relations with Chin...</td>\n",
       "      <td>Global-Health-Development</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>China’s High-Income Future</td>\n",
       "      <td>Erik Berglöf</td>\n",
       "      <td>MAR 16, 2016</td>\n",
       "      <td>LONDON – “What if this is ‘as good as it gets’...</td>\n",
       "      <td>Innovation-Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Mastering the Fourth Industrial Revolution</td>\n",
       "      <td>Larry Hatheway</td>\n",
       "      <td>JAN 21, 2016</td>\n",
       "      <td>LONDON – Technological innovation has long tri...</td>\n",
       "      <td>Innovation-Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Shaping the Fourth Industrial Revolution</td>\n",
       "      <td>Klaus Schwab</td>\n",
       "      <td>JAN 11, 2016</td>\n",
       "      <td>GENEVA – Of the myriad challenges the world fa...</td>\n",
       "      <td>Innovation-Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>How Much Development Data Is Enough?</td>\n",
       "      <td>Keith D. Shepherd</td>\n",
       "      <td>DEC 29, 2015</td>\n",
       "      <td>NAIROBI – Rapid advances in technology have dr...</td>\n",
       "      <td>Innovation-Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Liberals to the Barricades</td>\n",
       "      <td>Andrés Velasco</td>\n",
       "      <td>MAY 31, 2016</td>\n",
       "      <td>SANTIAGO – From Austria, France and the United...</td>\n",
       "      <td>Culture-Society</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Taking Sides in the War Within Islam</td>\n",
       "      <td>Bernard-Henri Lévy</td>\n",
       "      <td>APR 12, 2016</td>\n",
       "      <td>PARIS – French Prime Minister Manuel Valls was...</td>\n",
       "      <td>Culture-Society</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Overcoming India’s Official Homophobia</td>\n",
       "      <td>Shashi Tharoor</td>\n",
       "      <td>APR 11, 2016</td>\n",
       "      <td>NEW DELHI – Sixty-six years after adopting one...</td>\n",
       "      <td>Culture-Society</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Poland Aborts Freedom</td>\n",
       "      <td>Maciej Kisilowski</td>\n",
       "      <td>APR 11, 2016</td>\n",
       "      <td>BUDAPEST – If Americans think that Donald Trum...</td>\n",
       "      <td>Culture-Society</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>The Emancipation Gap in Arab Education</td>\n",
       "      <td>Ishac Diwan</td>\n",
       "      <td>APR 7, 2016</td>\n",
       "      <td>PARIS – Discussion of education in the Arab wo...</td>\n",
       "      <td>Culture-Society</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Gimme Shelter From Dictatorship</td>\n",
       "      <td>Ian Buruma</td>\n",
       "      <td>APR 7, 2016</td>\n",
       "      <td>NEW YORK – Following US President Barack Obama...</td>\n",
       "      <td>Culture-Society</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>The Tech Literacy Imperative</td>\n",
       "      <td>Gavin Patterson</td>\n",
       "      <td>JAN 18, 2016</td>\n",
       "      <td>DAVOS – In many parts of the world, young chil...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Toward a New Islamic Golden Age</td>\n",
       "      <td>Nidhal Guessoum</td>\n",
       "      <td>JAN 13, 2016</td>\n",
       "      <td>SHARJAH – The Muslim world’s past contribution...</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>242 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                titles                 author  \\\n",
       "0                             A Good Economy for China       Edmund S. Phelps   \n",
       "1                 Brexit’s Impact on the World Economy       Anatole Kaletsky   \n",
       "2                       Financial Scarcity Amid Plenty      Barry Eichengreen   \n",
       "3                                Rethinking Robin Hood           Angus Deaton   \n",
       "4                       A Tale of Two Debt Write-Downs           Adair Turner   \n",
       "5                             Innovation Is Not Enough            Dani Rodrik   \n",
       "6       The Overselling of Financial Transaction Taxes         Kenneth Rogoff   \n",
       "7    Leveraging Islamic Finance for Sustainable Dev...      Mahmoud Mohieldin   \n",
       "8                      The ECB’s Illusory Independence       Yanis Varoufakis   \n",
       "9                               Uncertainty at the Fed     J. Bradford DeLong   \n",
       "10                 Moving From Debt to Equity in China           Andrew Sheng   \n",
       "11                  Reigniting Emerging-Economy Growth         Michael Spence   \n",
       "12               Overdosing on Heterodoxy Can Kill You       Ricardo Hausmann   \n",
       "13                               Twin Tests for the EU       Hans-Werner Sinn   \n",
       "14                   The Trade Costs of Leaving the EU        Roderick Abbott   \n",
       "15                  China’s Incomplete Growth Strategy            Yu Yongding   \n",
       "16               Rediscovering Fiscal Policy at the G7        Jeffrey Frankel   \n",
       "17        The False Promise of Negative Interest Rates       Robert Skidelsky   \n",
       "18                 Time for India to Stretch its Wings            Mujobu Moyo   \n",
       "19                            A Debt Agenda for the G7       Martin Feldstein   \n",
       "26                                    Let’s Get Fiscal            Bill Emmott   \n",
       "27                                         IMF Go Home            Daniel Gros   \n",
       "35                     The Gulf States’ Expat Dividend           Sami Mahroum   \n",
       "36                              Gays on the Front Line     Bernard-Henri Lévy   \n",
       "37                                 Don’t Appease Putin        Guy Verhofstadt   \n",
       "38                               Learning from Namibia     Joseph E. Stiglitz   \n",
       "39                        Saving Our Drowning Humanity       Peter Sutherland   \n",
       "40                        Obama’s Bitter Afghan Legacy       Brahma Chellaney   \n",
       "41                             Springtime for Fascism?             Ian Buruma   \n",
       "42                  The Return of the Jordanian Option         Shlomo Ben-Ami   \n",
       "..                                                 ...                    ...   \n",
       "122                          The Task Ahead for Brazil   Camila Villard Duran   \n",
       "123                       A Progressive Logic of Trade            Dani Rodrik   \n",
       "124                                 The War on Secrecy         Lucy P. Marcus   \n",
       "151  Economic Fairness and America’s Presidential E...         Kenneth Scheve   \n",
       "152                      Sadiq Khan’s Democratic Islam     Bernard-Henri Lévy   \n",
       "153  Can the Democrats and Republicans Heal Themsel...         Elizabeth Drew   \n",
       "154                   A Son of the Cultural Revolution                Ma Jian   \n",
       "155                     How Trump Would Weaken America          Joseph S. Nye   \n",
       "156                             Britain’s Enemy Within           Harold James   \n",
       "157                        Faulty Political Narratives       Ricardo Hausmann   \n",
       "158                        Anti-Semitism From the Left             Ian Buruma   \n",
       "159           A Role Reversal for Myanmar and Thailand  Thitinan Pongsudhirak   \n",
       "189                     A Million Ways to Die in Syria    Debarati Guha-Sapir   \n",
       "190                 How Data Can Save Children’s Lives           Scott Dowell   \n",
       "191                             A Quantum of Happiness         Ohood Al Roumi   \n",
       "192     The Right Targets for Global Health Investment          Bjørn Lomborg   \n",
       "193                  The Politics of Polio Eradication       Jonathan Kennedy   \n",
       "194             Africa’s Middle Passage to Development     Simplice A. Asongu   \n",
       "220                         China’s High-Income Future           Erik Berglöf   \n",
       "227         Mastering the Fourth Industrial Revolution         Larry Hatheway   \n",
       "228           Shaping the Fourth Industrial Revolution           Klaus Schwab   \n",
       "229               How Much Development Data Is Enough?      Keith D. Shepherd   \n",
       "245                         Liberals to the Barricades         Andrés Velasco   \n",
       "260               Taking Sides in the War Within Islam     Bernard-Henri Lévy   \n",
       "261             Overcoming India’s Official Homophobia         Shashi Tharoor   \n",
       "262                              Poland Aborts Freedom      Maciej Kisilowski   \n",
       "263             The Emancipation Gap in Arab Education            Ishac Diwan   \n",
       "264                    Gimme Shelter From Dictatorship             Ian Buruma   \n",
       "298                       The Tech Literacy Imperative        Gavin Patterson   \n",
       "299                    Toward a New Islamic Golden Age        Nidhal Guessoum   \n",
       "\n",
       "    date_published                                           articles  \\\n",
       "0     JUN 17, 2016  NEW YORK – Decades of plodding growth together...   \n",
       "1     JUN 17, 2016  LONDON – The febrile behavior of financial mar...   \n",
       "2     JUN 14, 2016  MILAN – With interest rates at all-time lows a...   \n",
       "3     JUN 13, 2016  MADRID – International development aid is base...   \n",
       "4     JUN 10, 2016  SINGAPORE – At the end of 2015, Greece’s publi...   \n",
       "5      JUN 9, 2016  CAMBRIDGE – We seem to be living in an acceler...   \n",
       "6      JUN 6, 2016  CAMBRIDGE – However November’s presidential el...   \n",
       "7      JUN 2, 2016  WASHINGTON, DC – Roughly one-third of those su...   \n",
       "8      JUN 1, 2016  ATHENS – A commitment to the independence of c...   \n",
       "9     MAY 31, 2016  BERKELEY – The US Federal Reserve is increasin...   \n",
       "10    MAY 31, 2016  HONG KONG – A spate of recent commentary has b...   \n",
       "11    MAY 30, 2016  HONG KONG – It is no secret that emerging econ...   \n",
       "12    MAY 30, 2016  CAMBRIDGE – Ever since the 2008 financial cris...   \n",
       "13    MAY 27, 2016  MUNICH – June is shaping up to be a fateful mo...   \n",
       "14    MAY 25, 2016  BRUSSELS – The “Brexiteers” – those who want B...   \n",
       "15    MAY 25, 2016  BEIJING – China’s economic growth has been slo...   \n",
       "16    MAY 24, 2016  ALGIERS – As G7 leaders convene in Ise-Shima, ...   \n",
       "17    MAY 24, 2016  LONDON – As a biographer and aficionado of Joh...   \n",
       "18    MAY 23, 2016  WASHINGTON, DC – Imagine you are a parent with...   \n",
       "19    MAY 23, 2016  CAMBRIDGE – On May 26-27, the heads of the Gro...   \n",
       "26     JUN 8, 2016  LONDON – Everyone knows there is no gain witho...   \n",
       "27     JUN 8, 2016  BRUSSELS – The curtains are up on another act ...   \n",
       "35    JUN 17, 2016  PARIS – How should policymakers in the Middle ...   \n",
       "36    JUN 16, 2016  PARIS – The mass shooting in Orlando, Florida,...   \n",
       "37    JUN 15, 2016  BRUSSELS – Both US President Barack Obama and ...   \n",
       "38    JUN 14, 2016  WINDHOEK – Sandwiched between Angola and South...   \n",
       "39    JUN 13, 2016  LONDON – In the last week of May, at least 1,0...   \n",
       "40    JUN 14, 2016  BERLIN – Nearly 15 years after its launch, the...   \n",
       "41     JUN 7, 2016  NEW YORK – Are we seeing a new dawn of fascism...   \n",
       "42     JUN 6, 2016  TEL AVIV – France’s initiative to hold an inte...   \n",
       "..             ...                                                ...   \n",
       "122   APR 15, 2016  SÃO PAULO – Brazil is confronting a triple cri...   \n",
       "123   APR 13, 2016  CAMBRIDGE – The global trade regime has never ...   \n",
       "124   APR 12, 2016  LONDON – What do the recently released Panama ...   \n",
       "151   MAY 13, 2016  STANFORD/NEW YORK – Voters in the United State...   \n",
       "152   MAY 12, 2016  PARIS – The man of the hour in the United King...   \n",
       "153   MAY 11, 2016  WASHINGTON, DC – The contests to decide the no...   \n",
       "154   MAY 10, 2016  LONDON – Fifty years ago this month, Mao Zedon...   \n",
       "155   MAY 10, 2016  CAMBRIDGE – Donald Trump, the Republican Party...   \n",
       "156    MAY 9, 2016  PRINCETON – Democracy everywhere is facing ser...   \n",
       "157    MAY 3, 2016  LIMA – Across Latin America, voters who, until...   \n",
       "158    MAY 3, 2016  NEW YORK – The former London mayor and left-wi...   \n",
       "159    MAY 2, 2016  BANGKOK – Rarely do next-door neighbors move a...   \n",
       "189   MAR 22, 2016  BRUSSELS – Five years into a brutal civil war,...   \n",
       "190   MAR 21, 2016  SEATTLE – In an age in which data are more ple...   \n",
       "191   MAR 19, 2016  DUBAI – I’m delighted to join in the celebrati...   \n",
       "192   MAR 17, 2016  COPENHAGEN – If the global media were your onl...   \n",
       "193   MAR 15, 2016  CAMBRIDGE – A few years ago, the global campai...   \n",
       "194    MAR 9, 2016  YAOUNDÉ – When it comes to relations with Chin...   \n",
       "220   MAR 16, 2016  LONDON – “What if this is ‘as good as it gets’...   \n",
       "227   JAN 21, 2016  LONDON – Technological innovation has long tri...   \n",
       "228   JAN 11, 2016  GENEVA – Of the myriad challenges the world fa...   \n",
       "229   DEC 29, 2015  NAIROBI – Rapid advances in technology have dr...   \n",
       "245   MAY 31, 2016  SANTIAGO – From Austria, France and the United...   \n",
       "260   APR 12, 2016  PARIS – French Prime Minister Manuel Valls was...   \n",
       "261   APR 11, 2016  NEW DELHI – Sixty-six years after adopting one...   \n",
       "262   APR 11, 2016  BUDAPEST – If Americans think that Donald Trum...   \n",
       "263    APR 7, 2016  PARIS – Discussion of education in the Arab wo...   \n",
       "264    APR 7, 2016  NEW YORK – Following US President Barack Obama...   \n",
       "298   JAN 18, 2016  DAVOS – In many parts of the world, young chil...   \n",
       "299   JAN 13, 2016  SHARJAH – The Muslim world’s past contribution...   \n",
       "\n",
       "                         topic  \n",
       "0                    Economics  \n",
       "1                    Economics  \n",
       "2                    Economics  \n",
       "3                    Economics  \n",
       "4                    Economics  \n",
       "5                    Economics  \n",
       "6                    Economics  \n",
       "7                    Economics  \n",
       "8                    Economics  \n",
       "9                    Economics  \n",
       "10                   Economics  \n",
       "11                   Economics  \n",
       "12                   Economics  \n",
       "13                   Economics  \n",
       "14                   Economics  \n",
       "15                   Economics  \n",
       "16                   Economics  \n",
       "17                   Economics  \n",
       "18                   Economics  \n",
       "19                   Economics  \n",
       "26                   Economics  \n",
       "27                   Economics  \n",
       "35               World-Affairs  \n",
       "36               World-Affairs  \n",
       "37               World-Affairs  \n",
       "38               World-Affairs  \n",
       "39               World-Affairs  \n",
       "40               World-Affairs  \n",
       "41               World-Affairs  \n",
       "42               World-Affairs  \n",
       "..                         ...  \n",
       "122           Business-Finance  \n",
       "123           Business-Finance  \n",
       "124           Business-Finance  \n",
       "151                   Politics  \n",
       "152                   Politics  \n",
       "153                   Politics  \n",
       "154                   Politics  \n",
       "155                   Politics  \n",
       "156                   Politics  \n",
       "157                   Politics  \n",
       "158                   Politics  \n",
       "159                   Politics  \n",
       "189  Global-Health-Development  \n",
       "190  Global-Health-Development  \n",
       "191  Global-Health-Development  \n",
       "192  Global-Health-Development  \n",
       "193  Global-Health-Development  \n",
       "194  Global-Health-Development  \n",
       "220      Innovation-Technology  \n",
       "227      Innovation-Technology  \n",
       "228      Innovation-Technology  \n",
       "229      Innovation-Technology  \n",
       "245            Culture-Society  \n",
       "260            Culture-Society  \n",
       "261            Culture-Society  \n",
       "262            Culture-Society  \n",
       "263            Culture-Society  \n",
       "264            Culture-Society  \n",
       "298                  Education  \n",
       "299                  Education  \n",
       "\n",
       "[242 rows x 5 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ps_new.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ps_new.to_pickle('ps_df.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Project Syndicate Archive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Get data from commentary url. Lowest level\n",
    "def get_commentary_data(url):\n",
    "    response = requests.get(url)\n",
    "    soup = BeautifulSoup(response.text,'lxml')\n",
    "\n",
    "    ##Get author\n",
    "    asses = soup.findAll('a')\n",
    "    for a in asses:\n",
    "        try:\n",
    "            if 'author' in a['class']:\n",
    "                author.append(a.text)\n",
    "                break\n",
    "        except:\n",
    "            continue\n",
    "            \n",
    "    ##Get title\n",
    "    title = soup.find('h1').text\n",
    "    titles.append(title)\n",
    "\n",
    "    ##Get article date\n",
    "    datepublished.append(soup.find('time').text.title())\n",
    "\n",
    "    ##Get text\n",
    "    mydivs = soup.findAll('div')\n",
    "    for div in mydivs:\n",
    "        try:\n",
    "            if div['itemprop'] == 'articleBody':\n",
    "                article_div = div\n",
    "        except:\n",
    "            continue\n",
    "\n",
    "    text = \"\"\n",
    "    for i in article_div.findAll('p'):\n",
    "        text += i.text\n",
    "\n",
    "    articles.append(text)\n",
    "\n",
    "def commentarylistscrape(topicurl):\n",
    "    response = requests.get(topicurl)\n",
    "    soup = BeautifulSoup(response.text);\n",
    "    commentaries = soup.findAll('h2')\n",
    "    for commentary in commentaries:\n",
    "        try:\n",
    "            if \"commentary\" in commentary.find('a')['href']:\n",
    "                commentarylist.append('https://www.project-syndicate.org'+commentary.find('a')['href'])\n",
    "                topicmarker.append(topicurl.replace('http://www.project-syndicate.org/',''))\n",
    "        except:\n",
    "            continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\bs4\\__init__.py:166: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n",
      "\n",
      "To get rid of this warning, change this:\n",
      "\n",
      " BeautifulSoup([your markup])\n",
      "\n",
      "to this:\n",
      "\n",
      " BeautifulSoup([your markup], \"lxml\")\n",
      "\n",
      "  markup_type=markup_type))\n"
     ]
    }
   ],
   "source": [
    "### Get urls of all archive pages\n",
    "response = requests.get('https://www.project-syndicate.org/archive')\n",
    "soup = BeautifulSoup(response.text,'lxml')\n",
    "\n",
    "max_page = int(soup.find(text=re.compile('pages')).strip().split()[0])\n",
    "\n",
    "archive_pages_url = []\n",
    "for x in range(1,max_page+1):\n",
    "    archive_pages_url.append('https://www.project-syndicate.org/archive?page='+str(x))\n",
    "\n",
    "response = requests.get(archive_pages_url[0])\n",
    "soup = BeautifulSoup(response.text,'lxml')\n",
    "\n",
    "commentarylist=[]\n",
    "topicmarker = []\n",
    "\n",
    "for archive in archive_pages_url:\n",
    "    commentarylistscrape(archive)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "author=[]\n",
    "datepublished = []\n",
    "articles = []\n",
    "titles = []\n",
    "for commentary in commentarylist:\n",
    "    get_commentary_data(commentary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "author = pd.Series(author)\n",
    "datepublished = pd.Series(datepublished)\n",
    "articles = pd.Series(articles)\n",
    "titles = pd.Series(titles)\n",
    "source = pd.Series(commentarylist)\n",
    "\n",
    "ps_df = pd.concat((titles,author,datepublished,articles,source),axis=1)\n",
    "\n",
    "ps_df.columns = ['titles','author','date_published','articles','source']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ps_df.to_pickle('ps_df_2.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>titles</th>\n",
       "      <th>author</th>\n",
       "      <th>date_published</th>\n",
       "      <th>articles</th>\n",
       "      <th>source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Gulf States’ Expat Dividend</td>\n",
       "      <td>Sami Mahroum</td>\n",
       "      <td>Jun 17, 2016</td>\n",
       "      <td>PARIS – How should policymakers in the Middle ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Health-Care Innovation in the Global South</td>\n",
       "      <td>Shams El Arifeen</td>\n",
       "      <td>Jun 17, 2016</td>\n",
       "      <td>DHAKA – Children die from preventable and trea...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A Good Economy for China</td>\n",
       "      <td>Edmund S. Phelps</td>\n",
       "      <td>Jun 17, 2016</td>\n",
       "      <td>NEW YORK – Decades of plodding growth together...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brexit’s Impact on the World Economy</td>\n",
       "      <td>Anatole Kaletsky</td>\n",
       "      <td>Jun 17, 2016</td>\n",
       "      <td>LONDON – The febrile behavior of financial mar...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Europe’s Refugee Culture Clash</td>\n",
       "      <td>Paulina Neuding</td>\n",
       "      <td>Jun 16, 2016</td>\n",
       "      <td>STOCKHOLM – The international Christian organi...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       titles            author  \\\n",
       "0             The Gulf States’ Expat Dividend      Sami Mahroum   \n",
       "1  Health-Care Innovation in the Global South  Shams El Arifeen   \n",
       "2                    A Good Economy for China  Edmund S. Phelps   \n",
       "3        Brexit’s Impact on the World Economy  Anatole Kaletsky   \n",
       "4              Europe’s Refugee Culture Clash   Paulina Neuding   \n",
       "\n",
       "  date_published                                           articles  \\\n",
       "0   Jun 17, 2016  PARIS – How should policymakers in the Middle ...   \n",
       "1   Jun 17, 2016  DHAKA – Children die from preventable and trea...   \n",
       "2   Jun 17, 2016  NEW YORK – Decades of plodding growth together...   \n",
       "3   Jun 17, 2016  LONDON – The febrile behavior of financial mar...   \n",
       "4   Jun 16, 2016  STOCKHOLM – The international Christian organi...   \n",
       "\n",
       "                                              source  \n",
       "0  https://www.project-syndicate.org/commentary/g...  \n",
       "1  https://www.project-syndicate.org/commentary/d...  \n",
       "2  https://www.project-syndicate.org/commentary/c...  \n",
       "3  https://www.project-syndicate.org/commentary/b...  \n",
       "4  https://www.project-syndicate.org/commentary/e...  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ps_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.0 Querying the database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ps_df = pd.read_pickle('ps_df_2.pkl')\n",
    "query = 'mega infrastructure projects future'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "##Finding rows with key words and then sort by most similar\n",
    "query_rows = []\n",
    "for row in range(ps_df.shape[0]):\n",
    "    score=0\n",
    "    for word in query.split():\n",
    "        if (word in ps_df.loc[row,'articles']) or (word in ps_df.loc[row,'titles']):\n",
    "            score += 1\n",
    "    query_rows.append(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ps_df['query_score'] = pd.Series(query_rows)\n",
    "\n",
    "query_df = ps_df.sort_values(by='query_score',ascending=False)\n",
    "query_df = query_df[query_df['query_score']>0].reset_index(drop=True)\n",
    "if query_df.shape[0]:\n",
    "    query_df = query_df.loc[0:999,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>titles</th>\n",
       "      <th>author</th>\n",
       "      <th>date_published</th>\n",
       "      <th>articles</th>\n",
       "      <th>source</th>\n",
       "      <th>query_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Solar Price Revolution</td>\n",
       "      <td>Klaus Töpfer</td>\n",
       "      <td>Apr 3, 2015</td>\n",
       "      <td>POTSDAM – A silent revolution is under way. In...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/s...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>India’s Deadly Cities</td>\n",
       "      <td>Asit K. Biswas</td>\n",
       "      <td>Aug 18, 2015</td>\n",
       "      <td>SINGAPORE – China and India are driving Asia’s...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Renewable Energy and Middle East Economic Renewal</td>\n",
       "      <td>Moha Ennaji</td>\n",
       "      <td>Feb 19, 2016</td>\n",
       "      <td>FEZ – The global oil-price bust has devastated...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/m...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Renewed Hope for Renewable Energy</td>\n",
       "      <td>Kandeh K. Yumkella</td>\n",
       "      <td>Oct 6, 2009</td>\n",
       "      <td>VIENNA – A decade ago, renewable energy was vi...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sustainable Energy Now</td>\n",
       "      <td>Anita George</td>\n",
       "      <td>Apr 15, 2015</td>\n",
       "      <td>WASHINGTON, DC – The world has never been clos...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/s...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Troubled Water</td>\n",
       "      <td>Rashad Kaldany</td>\n",
       "      <td>Jun 12, 2012</td>\n",
       "      <td>WASHINGTON, DC– By the time you finish reading...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Global Energy Realism</td>\n",
       "      <td>Ana Palacio</td>\n",
       "      <td>Dec 10, 2014</td>\n",
       "      <td>MADRID – Energy has become a focal point of gl...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A Free Lunch for America</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>Sep 29, 2011</td>\n",
       "      <td>BERKELEY – Former US Treasury Secretary Lawren...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Containing the Resource Crisis</td>\n",
       "      <td>Alejandro Litovsky</td>\n",
       "      <td>Jul 14, 2014</td>\n",
       "      <td>LONDON – The proclamation of a new Cold War, f...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A Better EU Budget</td>\n",
       "      <td>Guy Verhofstadt</td>\n",
       "      <td>Jun 24, 2013</td>\n",
       "      <td>BRUSSELS – Stopping Europe’s economic decline ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A Global Solutions Network</td>\n",
       "      <td>Jeffrey D. Sachs</td>\n",
       "      <td>Aug 22, 2012</td>\n",
       "      <td>NEW YORK – Great social change occurs in sever...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Enigma of China's Economic \"Miracle\"</td>\n",
       "      <td>Orville Schell</td>\n",
       "      <td>Nov 7, 2003</td>\n",
       "      <td>The People's Republic of China is a country in...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Sub-Saharan Africa’s Subprime Borrowers</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>Jun 25, 2013</td>\n",
       "      <td>NEW YORK – In recent years, a growing number o...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/s...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Scaling Up Water Sustainability</td>\n",
       "      <td>Giulio Boccaletti</td>\n",
       "      <td>Jan 15, 2014</td>\n",
       "      <td>NEW YORK – Since 2000, when the United Nations...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Stress Nexus</td>\n",
       "      <td>Peter Voser</td>\n",
       "      <td>Jan 21, 2013</td>\n",
       "      <td>LONDON – Every day, the number of people inhab...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>New Battlegrounds in Development Finance</td>\n",
       "      <td>Nancy Alexander</td>\n",
       "      <td>Oct 15, 2014</td>\n",
       "      <td>PRETORIA – The popularity of public-private pa...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Infrastructure for a Sustainable Future</td>\n",
       "      <td>Zia Qureshi</td>\n",
       "      <td>Feb 24, 2016</td>\n",
       "      <td>WASHINGTON, DC – Infrastructure is a powerful ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Can We Feed the World?</td>\n",
       "      <td>Gordon Conway</td>\n",
       "      <td>Apr 2, 2013</td>\n",
       "      <td>LONDON – In the 1960’s, the Green Revolution –...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Kyoto’s Misplaced Priorities</td>\n",
       "      <td>Bjørn Lomborg</td>\n",
       "      <td>Feb 10, 2005</td>\n",
       "      <td>When the Kyoto treaty enters into force on Feb...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/k...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Investing in Immigrant Europe</td>\n",
       "      <td>Giles Merritt</td>\n",
       "      <td>Feb 3, 2015</td>\n",
       "      <td>BRUSSELS – In the wake of the terrorist attack...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>China’s Next Stimulus</td>\n",
       "      <td>Yu Yongding</td>\n",
       "      <td>Mar 24, 2016</td>\n",
       "      <td>BEIJING – Since last November, economists and ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>America’s Trade Deficit Begins at Home</td>\n",
       "      <td>Stephen S. Roach</td>\n",
       "      <td>Apr 25, 2016</td>\n",
       "      <td>NEW HAVEN – Thanks to fear mongering on the US...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/u...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Capitals of Capital</td>\n",
       "      <td>Ian Bremmer</td>\n",
       "      <td>May 29, 2009</td>\n",
       "      <td>NEW YORK – Recently, China’s government announ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>After Kyoto</td>\n",
       "      <td>Ian Johnson</td>\n",
       "      <td>Feb 15, 2005</td>\n",
       "      <td>The Kyoto Protocol treaty has now entered into...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>A New World’s New Development Bank</td>\n",
       "      <td>Nicholas Stern</td>\n",
       "      <td>May 1, 2013</td>\n",
       "      <td>NEW YORK – At the conclusion of their summit i...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ebola’s Next Frontier</td>\n",
       "      <td>Hrishabh Sandilya</td>\n",
       "      <td>Oct 23, 2014</td>\n",
       "      <td>NEW DELHI – Which countries, beyond those in W...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>The Age of Megaprojects</td>\n",
       "      <td>Nancy Alexander</td>\n",
       "      <td>Jul 10, 2015</td>\n",
       "      <td>WASHINGTON, DC – We seem to be entering a new ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Financing Renewable Energy</td>\n",
       "      <td>Richard Robb</td>\n",
       "      <td>Nov 16, 2009</td>\n",
       "      <td>NEW YORK – There is plenty of money in the pri...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>A Growth Pact for America</td>\n",
       "      <td>Glenn Hubbard</td>\n",
       "      <td>Nov 5, 2014</td>\n",
       "      <td>NEW YORK – America, once again, will have a di...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The Horn of Africa’s Last Famine?</td>\n",
       "      <td>Sam Dryden</td>\n",
       "      <td>Sep 14, 2011</td>\n",
       "      <td>SEATTLE – The recent pledge of $350 million by...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>The Electronic Money Revolution</td>\n",
       "      <td>Robert J. Shiller</td>\n",
       "      <td>Jul 27, 2004</td>\n",
       "      <td>Most journalistic accounts of the new forms of...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>The Orange Velvet Revolution</td>\n",
       "      <td>Anders Åslund</td>\n",
       "      <td>Dec 21, 2004</td>\n",
       "      <td>Ukraine’s ‘Orange Revolution’ will reach its c...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>The Euro Grows Up</td>\n",
       "      <td>Wim Duisenberg</td>\n",
       "      <td>Jan 1, 2005</td>\n",
       "      <td>On January 1, the euro celebrated its sixth bi...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>Why Wolfensohn Mattered</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>May 6, 2005</td>\n",
       "      <td>At the end of this month, James Wolfensohn’s t...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/w...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>Putting Europe into the EU Budget</td>\n",
       "      <td>Stefano Micossi</td>\n",
       "      <td>Mar 3, 2005</td>\n",
       "      <td>Most independent observers agree that the Euro...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/p...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>A Day of Liberation</td>\n",
       "      <td>Michael Mertes</td>\n",
       "      <td>May 3, 2005</td>\n",
       "      <td>When I was seven years old, in 1960, my grandm...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>Religious Pluralism for a Pluralist Age</td>\n",
       "      <td>Peter Berger</td>\n",
       "      <td>Apr 28, 2005</td>\n",
       "      <td>The election of Pope Benedict XVI and the glob...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>Live Long and Prosper</td>\n",
       "      <td>Robert J. Shiller</td>\n",
       "      <td>Apr 27, 2005</td>\n",
       "      <td>Living a long time is one of our deepest wishe...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/l...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>Giving Till it Heals</td>\n",
       "      <td>Jeffrey D. Sachs</td>\n",
       "      <td>Mar 30, 2005</td>\n",
       "      <td>In my new book  The End of Poverty , I show ho...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>Europe and Asia’s Arms Race</td>\n",
       "      <td>Per Ahlmark</td>\n",
       "      <td>Mar 22, 2005</td>\n",
       "      <td>When European unification was launched, it was...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>China's Anti-Secession Law Boomerangs</td>\n",
       "      <td>Amit Chanda</td>\n",
       "      <td>Mar 22, 2005</td>\n",
       "      <td>The passage of any law by China’s rubber-stamp...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>China’s “Peaceful” Rise?</td>\n",
       "      <td>Joseph S. Nye</td>\n",
       "      <td>Mar 16, 2005</td>\n",
       "      <td>In recent weeks, China announced a 12.6% incre...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>The Time is Now to Fight Disease</td>\n",
       "      <td>Mabel van Oranje</td>\n",
       "      <td>Mar 14, 2005</td>\n",
       "      <td>It is possible for a child born just ten years...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>Democracy in Inaction at the World Bank</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>Mar 6, 2005</td>\n",
       "      <td>James Wolfensohn, the president of the World B...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/d...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>Europe’s High Court Confronts Racism</td>\n",
       "      <td>James A. Goldston</td>\n",
       "      <td>Mar 1, 2005</td>\n",
       "      <td>The European Court of Human Rights is hearing ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>Asia’s Post-Tsunami Future</td>\n",
       "      <td>Jean-Pierre Lehmann</td>\n",
       "      <td>Jan 5, 2005</td>\n",
       "      <td>There can be no underestimating the scale of t...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>Fiscal Follies in America and Beyond</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>Feb 28, 2005</td>\n",
       "      <td>Those of us who know that long-run fiscal imba...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>The Lost Wealth of Nations</td>\n",
       "      <td>Partha Dasgupta</td>\n",
       "      <td>Feb 22, 2005</td>\n",
       "      <td>The phrase “sustainable development” is common...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>The Primacy of NATO</td>\n",
       "      <td>Jaap D. Scheffer</td>\n",
       "      <td>Feb 18, 2005</td>\n",
       "      <td>F OR PUBLICATION FEBRUARY 22, NOT BEFORE Toda...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>Will Europe Learn to Love Bush?</td>\n",
       "      <td>Albert Rohan</td>\n",
       "      <td>Feb 17, 2005</td>\n",
       "      <td>President George W. Bush will soon travel to E...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/w...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Europe’s Scientific Meltdown</td>\n",
       "      <td>Claude Kordon</td>\n",
       "      <td>Feb 2, 2005</td>\n",
       "      <td>After World War II, most Europeans agreed that...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>Iraq’s Half Step</td>\n",
       "      <td>Barry Rubin</td>\n",
       "      <td>Feb 1, 2005</td>\n",
       "      <td>The relatively successful election in Iraq is ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>The Software of Life</td>\n",
       "      <td>Antoine Danchin</td>\n",
       "      <td>Jan 28, 2005</td>\n",
       "      <td>Being alive, we tend to think that life is eas...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>The Environmental Effect of Tsunamis</td>\n",
       "      <td>Arne Jernelov</td>\n",
       "      <td>Jan 24, 2005</td>\n",
       "      <td>Reports about the tsunamis that devastated Sou...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>Bush’s Crash Test Economics</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>Jan 11, 2005</td>\n",
       "      <td>Fifteen years ago, the United States was in th...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/b...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>Reconciliation’s New Frontier</td>\n",
       "      <td>Dominique Moisi</td>\n",
       "      <td>May 24, 2006</td>\n",
       "      <td>In France, May 10 is a day to commemorate the ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>France is Not Working</td>\n",
       "      <td>Brigitte Granville</td>\n",
       "      <td>May 29, 2006</td>\n",
       "      <td>France’s chronic malaise is marked by periodic...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>The Myth of the “Ownership Society”</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>May 31, 2006</td>\n",
       "      <td>\"No,\" said former Fox News journalist Tony Sno...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Children of Frenchmen</td>\n",
       "      <td>Jean-Paul Fitoussi</td>\n",
       "      <td>Jun 15, 2007</td>\n",
       "      <td>One puzzling and often overlooked feature of t...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Russia’s Moving Presidential Target</td>\n",
       "      <td>Georgy Satarov</td>\n",
       "      <td>Jul 30, 2007</td>\n",
       "      <td>Recently, a small event caused a major stir in...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                titles               author  \\\n",
       "0                           The Solar Price Revolution         Klaus Töpfer   \n",
       "1                                India’s Deadly Cities       Asit K. Biswas   \n",
       "2    Renewable Energy and Middle East Economic Renewal          Moha Ennaji   \n",
       "3                    Renewed Hope for Renewable Energy   Kandeh K. Yumkella   \n",
       "4                               Sustainable Energy Now         Anita George   \n",
       "5                                       Troubled Water       Rashad Kaldany   \n",
       "6                                Global Energy Realism          Ana Palacio   \n",
       "7                             A Free Lunch for America   J. Bradford DeLong   \n",
       "8                       Containing the Resource Crisis   Alejandro Litovsky   \n",
       "9                                   A Better EU Budget      Guy Verhofstadt   \n",
       "10                          A Global Solutions Network     Jeffrey D. Sachs   \n",
       "11            The Enigma of China's Economic \"Miracle\"       Orville Schell   \n",
       "12             Sub-Saharan Africa’s Subprime Borrowers   Joseph E. Stiglitz   \n",
       "13                     Scaling Up Water Sustainability    Giulio Boccaletti   \n",
       "14                                    The Stress Nexus          Peter Voser   \n",
       "15            New Battlegrounds in Development Finance      Nancy Alexander   \n",
       "16             Infrastructure for a Sustainable Future          Zia Qureshi   \n",
       "17                              Can We Feed the World?        Gordon Conway   \n",
       "18                        Kyoto’s Misplaced Priorities        Bjørn Lomborg   \n",
       "19                       Investing in Immigrant Europe        Giles Merritt   \n",
       "20                               China’s Next Stimulus          Yu Yongding   \n",
       "21              America’s Trade Deficit Begins at Home     Stephen S. Roach   \n",
       "22                                 Capitals of Capital          Ian Bremmer   \n",
       "23                                         After Kyoto          Ian Johnson   \n",
       "24                  A New World’s New Development Bank       Nicholas Stern   \n",
       "25                               Ebola’s Next Frontier    Hrishabh Sandilya   \n",
       "26                             The Age of Megaprojects      Nancy Alexander   \n",
       "27                          Financing Renewable Energy         Richard Robb   \n",
       "28                           A Growth Pact for America        Glenn Hubbard   \n",
       "29                   The Horn of Africa’s Last Famine?           Sam Dryden   \n",
       "..                                                 ...                  ...   \n",
       "970                    The Electronic Money Revolution    Robert J. Shiller   \n",
       "971                       The Orange Velvet Revolution        Anders Åslund   \n",
       "972                                  The Euro Grows Up       Wim Duisenberg   \n",
       "973                            Why Wolfensohn Mattered   Joseph E. Stiglitz   \n",
       "974                  Putting Europe into the EU Budget      Stefano Micossi   \n",
       "975                                A Day of Liberation       Michael Mertes   \n",
       "976            Religious Pluralism for a Pluralist Age         Peter Berger   \n",
       "977                              Live Long and Prosper    Robert J. Shiller   \n",
       "978                               Giving Till it Heals     Jeffrey D. Sachs   \n",
       "979                        Europe and Asia’s Arms Race          Per Ahlmark   \n",
       "980              China's Anti-Secession Law Boomerangs          Amit Chanda   \n",
       "981                           China’s “Peaceful” Rise?        Joseph S. Nye   \n",
       "982                   The Time is Now to Fight Disease     Mabel van Oranje   \n",
       "983            Democracy in Inaction at the World Bank   Joseph E. Stiglitz   \n",
       "984               Europe’s High Court Confronts Racism    James A. Goldston   \n",
       "985                         Asia’s Post-Tsunami Future  Jean-Pierre Lehmann   \n",
       "986               Fiscal Follies in America and Beyond   J. Bradford DeLong   \n",
       "987                         The Lost Wealth of Nations      Partha Dasgupta   \n",
       "988                                The Primacy of NATO     Jaap D. Scheffer   \n",
       "989                    Will Europe Learn to Love Bush?         Albert Rohan   \n",
       "990                       Europe’s Scientific Meltdown        Claude Kordon   \n",
       "991                                   Iraq’s Half Step          Barry Rubin   \n",
       "992                               The Software of Life      Antoine Danchin   \n",
       "993               The Environmental Effect of Tsunamis        Arne Jernelov   \n",
       "994                        Bush’s Crash Test Economics   J. Bradford DeLong   \n",
       "995                      Reconciliation’s New Frontier      Dominique Moisi   \n",
       "996                              France is Not Working   Brigitte Granville   \n",
       "997                The Myth of the “Ownership Society”   J. Bradford DeLong   \n",
       "998                              Children of Frenchmen   Jean-Paul Fitoussi   \n",
       "999                Russia’s Moving Presidential Target       Georgy Satarov   \n",
       "\n",
       "    date_published                                           articles  \\\n",
       "0      Apr 3, 2015  POTSDAM – A silent revolution is under way. In...   \n",
       "1     Aug 18, 2015  SINGAPORE – China and India are driving Asia’s...   \n",
       "2     Feb 19, 2016  FEZ – The global oil-price bust has devastated...   \n",
       "3      Oct 6, 2009  VIENNA – A decade ago, renewable energy was vi...   \n",
       "4     Apr 15, 2015  WASHINGTON, DC – The world has never been clos...   \n",
       "5     Jun 12, 2012  WASHINGTON, DC– By the time you finish reading...   \n",
       "6     Dec 10, 2014  MADRID – Energy has become a focal point of gl...   \n",
       "7     Sep 29, 2011  BERKELEY – Former US Treasury Secretary Lawren...   \n",
       "8     Jul 14, 2014  LONDON – The proclamation of a new Cold War, f...   \n",
       "9     Jun 24, 2013  BRUSSELS – Stopping Europe’s economic decline ...   \n",
       "10    Aug 22, 2012  NEW YORK – Great social change occurs in sever...   \n",
       "11     Nov 7, 2003  The People's Republic of China is a country in...   \n",
       "12    Jun 25, 2013  NEW YORK – In recent years, a growing number o...   \n",
       "13    Jan 15, 2014  NEW YORK – Since 2000, when the United Nations...   \n",
       "14    Jan 21, 2013  LONDON – Every day, the number of people inhab...   \n",
       "15    Oct 15, 2014  PRETORIA – The popularity of public-private pa...   \n",
       "16    Feb 24, 2016  WASHINGTON, DC – Infrastructure is a powerful ...   \n",
       "17     Apr 2, 2013  LONDON – In the 1960’s, the Green Revolution –...   \n",
       "18    Feb 10, 2005  When the Kyoto treaty enters into force on Feb...   \n",
       "19     Feb 3, 2015  BRUSSELS – In the wake of the terrorist attack...   \n",
       "20    Mar 24, 2016  BEIJING – Since last November, economists and ...   \n",
       "21    Apr 25, 2016  NEW HAVEN – Thanks to fear mongering on the US...   \n",
       "22    May 29, 2009  NEW YORK – Recently, China’s government announ...   \n",
       "23    Feb 15, 2005  The Kyoto Protocol treaty has now entered into...   \n",
       "24     May 1, 2013  NEW YORK – At the conclusion of their summit i...   \n",
       "25    Oct 23, 2014  NEW DELHI – Which countries, beyond those in W...   \n",
       "26    Jul 10, 2015  WASHINGTON, DC – We seem to be entering a new ...   \n",
       "27    Nov 16, 2009  NEW YORK – There is plenty of money in the pri...   \n",
       "28     Nov 5, 2014  NEW YORK – America, once again, will have a di...   \n",
       "29    Sep 14, 2011  SEATTLE – The recent pledge of $350 million by...   \n",
       "..             ...                                                ...   \n",
       "970   Jul 27, 2004  Most journalistic accounts of the new forms of...   \n",
       "971   Dec 21, 2004  Ukraine’s ‘Orange Revolution’ will reach its c...   \n",
       "972    Jan 1, 2005  On January 1, the euro celebrated its sixth bi...   \n",
       "973    May 6, 2005  At the end of this month, James Wolfensohn’s t...   \n",
       "974    Mar 3, 2005  Most independent observers agree that the Euro...   \n",
       "975    May 3, 2005  When I was seven years old, in 1960, my grandm...   \n",
       "976   Apr 28, 2005  The election of Pope Benedict XVI and the glob...   \n",
       "977   Apr 27, 2005  Living a long time is one of our deepest wishe...   \n",
       "978   Mar 30, 2005  In my new book  The End of Poverty , I show ho...   \n",
       "979   Mar 22, 2005  When European unification was launched, it was...   \n",
       "980   Mar 22, 2005  The passage of any law by China’s rubber-stamp...   \n",
       "981   Mar 16, 2005  In recent weeks, China announced a 12.6% incre...   \n",
       "982   Mar 14, 2005  It is possible for a child born just ten years...   \n",
       "983    Mar 6, 2005  James Wolfensohn, the president of the World B...   \n",
       "984    Mar 1, 2005  The European Court of Human Rights is hearing ...   \n",
       "985    Jan 5, 2005  There can be no underestimating the scale of t...   \n",
       "986   Feb 28, 2005  Those of us who know that long-run fiscal imba...   \n",
       "987   Feb 22, 2005  The phrase “sustainable development” is common...   \n",
       "988   Feb 18, 2005   F OR PUBLICATION FEBRUARY 22, NOT BEFORE Toda...   \n",
       "989   Feb 17, 2005  President George W. Bush will soon travel to E...   \n",
       "990    Feb 2, 2005  After World War II, most Europeans agreed that...   \n",
       "991    Feb 1, 2005  The relatively successful election in Iraq is ...   \n",
       "992   Jan 28, 2005  Being alive, we tend to think that life is eas...   \n",
       "993   Jan 24, 2005  Reports about the tsunamis that devastated Sou...   \n",
       "994   Jan 11, 2005  Fifteen years ago, the United States was in th...   \n",
       "995   May 24, 2006  In France, May 10 is a day to commemorate the ...   \n",
       "996   May 29, 2006  France’s chronic malaise is marked by periodic...   \n",
       "997   May 31, 2006  \"No,\" said former Fox News journalist Tony Sno...   \n",
       "998   Jun 15, 2007  One puzzling and often overlooked feature of t...   \n",
       "999   Jul 30, 2007  Recently, a small event caused a major stir in...   \n",
       "\n",
       "                                                source  query_score  \n",
       "0    https://www.project-syndicate.org/commentary/s...            4  \n",
       "1    https://www.project-syndicate.org/commentary/i...            4  \n",
       "2    https://www.project-syndicate.org/commentary/m...            4  \n",
       "3    https://www.project-syndicate.org/commentary/r...            3  \n",
       "4    https://www.project-syndicate.org/commentary/s...            3  \n",
       "5    https://www.project-syndicate.org/commentary/t...            3  \n",
       "6    https://www.project-syndicate.org/commentary/g...            3  \n",
       "7    https://www.project-syndicate.org/commentary/a...            3  \n",
       "8    https://www.project-syndicate.org/commentary/a...            3  \n",
       "9    https://www.project-syndicate.org/commentary/f...            3  \n",
       "10   https://www.project-syndicate.org/commentary/a...            3  \n",
       "11   https://www.project-syndicate.org/commentary/t...            3  \n",
       "12   https://www.project-syndicate.org/commentary/s...            3  \n",
       "13   https://www.project-syndicate.org/commentary/g...            3  \n",
       "14   https://www.project-syndicate.org/commentary/t...            3  \n",
       "15   https://www.project-syndicate.org/commentary/i...            3  \n",
       "16   https://www.project-syndicate.org/commentary/i...            3  \n",
       "17   https://www.project-syndicate.org/commentary/a...            3  \n",
       "18   https://www.project-syndicate.org/commentary/k...            3  \n",
       "19   https://www.project-syndicate.org/commentary/e...            3  \n",
       "20   https://www.project-syndicate.org/commentary/c...            3  \n",
       "21   https://www.project-syndicate.org/commentary/u...            3  \n",
       "22   https://www.project-syndicate.org/commentary/c...            3  \n",
       "23   https://www.project-syndicate.org/commentary/a...            3  \n",
       "24   https://www.project-syndicate.org/commentary/t...            3  \n",
       "25   https://www.project-syndicate.org/commentary/e...            3  \n",
       "26   https://www.project-syndicate.org/commentary/g...            3  \n",
       "27   https://www.project-syndicate.org/commentary/f...            3  \n",
       "28   https://www.project-syndicate.org/commentary/e...            3  \n",
       "29   https://www.project-syndicate.org/commentary/t...            3  \n",
       "..                                                 ...          ...  \n",
       "970  https://www.project-syndicate.org/commentary/t...            1  \n",
       "971  https://www.project-syndicate.org/commentary/t...            1  \n",
       "972  https://www.project-syndicate.org/commentary/t...            1  \n",
       "973  https://www.project-syndicate.org/commentary/w...            1  \n",
       "974  https://www.project-syndicate.org/commentary/p...            1  \n",
       "975  https://www.project-syndicate.org/commentary/a...            1  \n",
       "976  https://www.project-syndicate.org/commentary/r...            1  \n",
       "977  https://www.project-syndicate.org/commentary/l...            1  \n",
       "978  https://www.project-syndicate.org/commentary/g...            1  \n",
       "979  https://www.project-syndicate.org/commentary/e...            1  \n",
       "980  https://www.project-syndicate.org/commentary/c...            1  \n",
       "981  https://www.project-syndicate.org/commentary/c...            1  \n",
       "982  https://www.project-syndicate.org/commentary/t...            1  \n",
       "983  https://www.project-syndicate.org/commentary/d...            1  \n",
       "984  https://www.project-syndicate.org/commentary/e...            1  \n",
       "985  https://www.project-syndicate.org/commentary/a...            1  \n",
       "986  https://www.project-syndicate.org/commentary/f...            1  \n",
       "987  https://www.project-syndicate.org/commentary/t...            1  \n",
       "988  https://www.project-syndicate.org/commentary/t...            1  \n",
       "989  https://www.project-syndicate.org/commentary/w...            1  \n",
       "990  https://www.project-syndicate.org/commentary/e...            1  \n",
       "991  https://www.project-syndicate.org/commentary/i...            1  \n",
       "992  https://www.project-syndicate.org/commentary/t...            1  \n",
       "993  https://www.project-syndicate.org/commentary/t...            1  \n",
       "994  https://www.project-syndicate.org/commentary/b...            1  \n",
       "995  https://www.project-syndicate.org/commentary/r...            1  \n",
       "996  https://www.project-syndicate.org/commentary/f...            1  \n",
       "997  https://www.project-syndicate.org/commentary/t...            1  \n",
       "998  https://www.project-syndicate.org/commentary/c...            1  \n",
       "999  https://www.project-syndicate.org/commentary/r...            1  \n",
       "\n",
       "[1000 rows x 6 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.0 Network generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Calculate similarity between articles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Network generation\n",
    "## First calculate similarity between articles\n",
    "tfidfvectorizer = TfidfVectorizer(tokenizer=tokenizeText,strip_accents='unicode',ngram_range=(1,4))\n",
    "\n",
    "query_tfidf = tfidfvectorizer.fit_transform(query_df.loc[:,'articles'])\n",
    "weights = (query_tfidf * query_tfidf.T).A.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Generate graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "graph = nx.Graph()\n",
    "graph.add_edges_from(\n",
    "    (i, j, {'weight': weights[i][j]})\n",
    "    for i in range(query_tfidf.shape[0]) for j in range(i + 1, query_tfidf.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Cluster graphs into groupings based on maximum modularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "partition = best_partition(graph,resolution=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "query_df['group'] = pd.Series(list(partition.values()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x1c989782d30>"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zM/X19S977ejoaL797W/n8OHDueuuu7JmzZp87Wtfy969e9Pb25uWlpbs2bMn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OkZERTpw4QUVFBYmJiRQVFd3U0dgiIiIiIiIiV4YoeImIiIiIiIh8oUxMTFBeXk5paSl+fn4U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fbbyWaz/M///A+xWAyPx8POnTtZXl5my5YtNBoNzpw5Qzgc5tFHH2X//v3ceuutpFIpFhcX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\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iW3/nzp0kk0k6OjpYXFwUBS/TNKlUKui6TnNzM7BS8NI0DU3TyGazzMzM0NbWRqlU4vLl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\nP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Yvy6y7m12L9uRbiVhRFwWKxABAIBFizZg0XLlzAYrHgdDqxWCx8+OGHhEIhfuu3fos9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b0JPKQoiFK53VlZ2dTWlp6bTXSktLF3SW12K2WIN5V7OUAnyXu57zXqrXTIgb6fLfr6qqXjVj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/F4PCwuLlJeXk5zc7MyL6y5uRm3283FixcZHR1lx44dfPGLX2R5eZnl5WVisZjStrCtrQ1Z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4QQxzMJ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\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Hg8cff5x//OMfcmB37NgxXn/9dTZt2oSfnx//+Mc/mDZtGuvWrWPhwoV4vV5sNhtBQUG8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CSmTp2qnAvs3buXI0eOIMsy1157LXa7nbVr16LVatFqtUiShM/n48YbbyQ7O/uS57GhoYGdO3dy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0KhEEzThG3bPAyrDf38/BVT0+kChKqqaGtrq/paW1sbdu/efcEFXgB4+Oyf4UUI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\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J//zP/5BKpdBoNAwODpLNZkkkElRUVDAxMUE2m72uXd/tJL9vGo2Guro6FhcXCQQCqNVq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\nX//61zgcDsrKyujo6KCzs5Pe3l6i0Sg+n4+DBw/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ra6s6T0up9Jk5cyYFBQXs3bsXv99P\nVlYWixYt4vjx46xcuZKcnBwGBgYIBALMnDmTl156CYDi4mKefvpp2tvb+dWvfkUymVTDu3vvvZem\npiasViujo6NIkoQsyxgMBvR6Pffccw+nT5+muLgYnU7HiRMn0Gq16oKzUpWi7Jv4u/X9buS4KL+H\nSss4nU53xSofhdVqJZlMimqvO0BmCHR58ONwOHC5XAwODk4KhDUajVrppYQ6V2o5qIQpmVVc8Xj8\nqj9PWVlZhMPhSYHZjbj8Z/RGAuzMfb1SW0Sj0Ygsy2i1WvV8qdFokCSJdDr9vp/xnJwczGYzAwMD\nuN1uzGYzXq9XDfOU11DOk1fbTp1Oh9PpxOFwEAgECAQCtzz40mq1eDweYrEYLpeLadOmsWzZMubO\nncvp06cJh8OcOXOGFStW8Bd/8Re4XK5Jj5dlmf3793PgwAHWrVvH3Llzr/jZnEwmaW5u5vDhwyxf\nvpz6+nr150gQBEEQBEG4u4nASxAEQRCEO8rY2Bj79u3j3LlzLFy4kPr6ehwOx5RugyzLHD9+nFdf\nfRWfz0ddXR0PP/wwxcXFU7odH1U6naa5uZkjR47w6KOPXnX70+k0r7zyCi+99BJPP/00xcXFfOUr\nX6GgoIAXXniB1tZWfvSjH/HFL36RT33qU/zxj3/E7/fz+OOPc/ToUY4cOcJTTz2Fw+EgEonwwgsv\nqG2zjh49iizLeL1eBgYGGB0dJScnB4fDgdVqpaWlhYqKCqqqqpBlma6uLqqrqwmFQvT09DA6Oorf\n7yc7O5twOIzH4yErKwu/38/8+fMJh8Ps3r2bZDKJ2+0mGAzicrmwWCx4vV58Ph+yLJOXl0c4HMZo\nNFJaWqrOjUmlUkxMTDA6OorBYOBP//RPaWxs5JlnnkGWZbKzsxkZGcFms9HR0YHdbicSieDxeJiY\nmECj0eD3+7Hb7aRSKYxGI/PmzePgwYOk0+n3LagrFS4ftNLlkyazKuZySis7s9lMIpFQq0ZkWZ60\nqK+EoJIkqWGjMLUy51dlHn+l2kiZQaXMnQqHw1f8vTCbzervtMLhcGAymYhEIqTTaVKplBoSwfWr\ntG7G72Dma2TuoxLMw6XQVamCvVKoq9yW+T0loMoMxCRJwmq1UlVVRU9PD4FAAL1ej8ViIRgMYjKZ\nkGUZh8PBokWLGBoaYnx8nHnz5rFv3z4CgcAVfwc0Go1aZQaXWkjeqipUp9Opno8XLlzI9OnT1Tav\nPp8PjUbD1772NebPn/++x05MTPDqq6+i1+t5+OGH3xeGKTo6Oti6dSt5eXk8+OCDV72fIAiCIAiC\ncHcSgZcgCIIgCHckv9/P/v37aWlpYdasWSxfvvx9bY1utVgsxt69e9m2bRupVIpVq1axbt26KQ/g\nPqpz587xxz/+kQ0bNjB37tyr3m/Xrl387Gc/48knn2Tx4sV88YtfxGq18pvf/IbOzk6+//3v88QT\nT/DII4/w+uuvEwwGeeyxxzhw4ACnTp3iqaeewmq14vP5+OUvf4ksy7jdbvbt20dFRQVDQ0N4vV7a\n2tqoq6vD6XTS39/P/v37KSkpoa6ujomJCeLxOPPnz0ev17N//34uXrxINBolOzsbv9+P2+1Wg6aZ\nM2dy8eJFgsEgeXl5ali2cuVKzp07x5tvvkk0GkWj0WAymZAkCZfLhc1mUyt/bDYb/f39aruvtWvX\ncurUKfr6+jCbzeTm5lJWVkZPTw8XL14kFoupLcJKS0sZHR3F7XYzMjJCIBAgNzeXYDA4aQE+syJF\nuHGZVUEKJQTQ6XTEYrErzkVTFu+VY5+dnU0wGJxU6SUq7aZOZjBksVjQ6XREIhGmTZtGIBDA6/Wq\n1U1KpVMmg8GAwWAgHo+TSqXQ6XQYDAZyc3MZGxtT54Jd3i5Qq9VeNdSy2+3qfMGbzWazEQ6HgUtz\ntOLxOHDlnzllfpder1e35Urhl3LfnJwcRv8/e2ceHWV56P/P7HsmM1kmM9kgISEJCWELVFYRREVE\nAYsIVWtV0NbW9njVXntPr7a9957a29rT6mlPa6utC2jFFdlEpSCbbAkQQkLInpB1ksns++8Pfu9z\nE0Dbqri07+cczoG877zvO+/zvJPD853v99vXh1qtFi7SaDSKWq1GrVaL308ej4fc3FzGjh1LdXU1\ndrudkpIStm/fTjAY/NC5P1KM/DTR6XSo1WpycnKoqKhAo9FgtVpJS0tDp9Nhs9lYvXo1drt91OuS\nySRHjhzhnXfeYe7cucyYMeOiri6v18u2bdvo6Ohg8eLFFBcXf6rXLyMjIyMjIyMj8+VAFrxkZGRk\nZGRkvtD4/X7279/P4cOHGTduHLNnzyYzM/MzvYaBgQHeeust9u/fj8Fg4Prrr2fmzJmo1erP9Do+\nCT09PWzYsIEJEyZwxRVXoFQqL7rfoUOH+J//+R+uueYarr32Wu68804ikQh//vOf6enp4dFHH2Xl\nypWsXLmS1157jUAgwE033cQfWLoxAAAgAElEQVTu3btpbGzktttuQ6/X09vbyx//+EfgXOfM22+/\nTWVlJXV1dQQCATo7O5k3bx5Tpkxh27ZtHDt2jOnTp3PFFVewadMmsXgbCAQ4duwYLS0tmM1mDAYD\niUQCo9GIx+MhmUzidDo5duyYcGRFo1HGjh3L1KlTcbvdbN26FZ/PR0VFBc3NzcTjcbG4nEwmUavV\nhEIhkskkWq2W0tJSTCYThw4dAs4tXsfjcXJycjhz5gw6nU68Nh6Po9frsVqtrFu3jl/+8pcYDAY8\nHg8ej0e4kYxGI4lEQpxH5m8zUjSAc44cSdSQ3DlSB9JIZ49KpcLlchEKhejv7x/1c4PBQDgc/oej\n7GQ+GZKAI8XKxeNxjEajcG6OdG59lBCp0+nQarV4vV7MZjNarZbU1FTa2tpGCcuS8GU2my863pJg\nIs2dS/V+/9bPJfE2Fouh0WgIhUIolUoh7klCn+QQs1gsKBQKhoeHRYTh+a5Gm80m3vOUKVNoaWnB\n7Xaj1+tFbKHZbMblcokuQ5/PRywWu2TOLoVCgcFgoKioCIvFQkpKCpMmTWLOnDk0NDSQn5/P4sWL\nL+ib9Hq9vPHGG/j9fpYtW0ZGRsYFx04kEhw6dIidO3cyZcoU5s2b96G9lTIyMjIyMjIyMv/8yIKX\njIyMjIyMzJeCUCjEoUOH2L9/Pzk5OcyePZucnJzP9BrOnDnDK6+8QlNTEy6XixtvvJGSkpIvTb9X\nIBDgpZdeQqvVsmLFCnQ63UX3q6+v54c//CFVVVXcdttt3HPPPfT19fHMM8/g9/v54Q9/yA033MCa\nNWuE6LVq1Sp27NhBV1cXt9xyC1qtlra2Np577jmSySQOh4Nt27YxY8YMqqurRWfM3LlzmTNnDo89\n9hg6nY5FixaxcuVKnn32WW688UY0Gg1bt27lxRdfpKamBqfTycDAADabDYPBQG9vL5MnT6azs5Pa\n2lrUarWINpw0aRJarZb9+/fj8XhQq9U4HA7cbjfFxcWYTCY8Hg+9vb0kEgkGBgaAc0KL0+mkq6uL\neDyO2WxGoVCQn59PfX09AMFgUIguUvxeeno6Ho+H8vJyysvL+dOf/iTcRwqFQkTw2Ww2+vv7P7Nx\n/zLyYd1cSqWSrKwsPB6PcNpJfWpS95HUlxaLxbBYLIRCoVFuFY1GQzKZlCMlLyGSsCNFGsI5cSk1\nNZX+/n5UKhXp6ekEg0GCwaAQqUb+f06r1Y4SMgEcDgcul4umpibxTEuxfj6fDzgnpo2cNyMdVuej\nVquFcH0x/p6Org87rjS/RsZzfpTDS3KjjXQnSl+qkLY7nU6GhoYIBALivUsimSToqlQqPB6PmOeR\nSEQ4UsPhMEqlEqPRiM1mY3BwUHyBIDMzk3A4THt7u4hj/LTQ6/WMGTMGpVLJnDlzWLt2LSqVim3b\ntrFw4UKmTJlywWtqa2vZvHkz06ZNY+7cuRft4Orq6mLTpk1oNBqWLFlyUUFMRkZGRkZGRkbmXwtZ\n8JKRkZGRkZH5UhGNRjl69Ch79uzBbrczZ84cxo4d+5mJTolEgsOHD7Nx40Y8Hg+TJ0/m+uuvx+Fw\nfCbn/6TE43G2bNlCW1sbN99884fGRHZ2dvLwww+Tl5fHd77zHe6//35Onz7NH//4RxQKBT/4wQ9Y\nvHgxX//613n11VcJhULcdNNNbNmyhcHBQVavXo1Go6G+vp6XXnoJgLS0NN577z2mTZvG0aNHGRgY\nQK1WU1VVxdy5c3nwwQcpLy9nyZIlTJgwgR07drB27Vp0Oh1PP/00GzdupK2tjXnz5nH06FEKCgoI\nBAKcOXOGadOm8dZbb+Hz+cjMzEStVpOZmUlZWRkNDQ3s3buXaDSKzWYTQokkhqhUKlJSUujo6CCR\nSGAwGBg/fjxut5v29nbgXAybtHAtxYFJ3Tqpqal4vV7Ky8upra0lEokIl5dKpbrAiaTRaEQs26WI\nU/sy8ffGCkrCg1arRalUEolEhJvP5/MJUcJisaDVanG73Rc4aaR/S31Ff0v0+lsdUDIfjUKhuCBa\nMpFIkJmZicvlor6+nng8TjKZFM+EJEwplUohEEtxf9JxpAi87u5uotEoOp0Op9NJKBRicHBQCJ7h\ncFgce6RL6vxrNJlMQiz7OFxMFBs5d0ZuP39OSVGr0vZYLCb2lz5jJNFPp9ORnp5Od3e3iGuUxF5A\nCGDSsXJzc3G73USjUUwmkxC3pD40ydUF50Q3QERGSseTzvGP/D9boVCMeg8ajYasrCwKCwv5z//8\nT2bNmsWOHTtoaGhg5cqVOJ3OUa8PBoNs2bKFzs5Oli9fftHuyVAoxLvvvsvJkye58sormThx4pfm\niycyMjIyMjIyMjKXlo8reKkeeeSRS3A5H59HH330kS/aNcnIyMjIyMh8+qhUKrKzs5k+fToKhYJ3\n3nmHY8eOYTKZSEtLu+SLXgqFguzsbGbPno1Op2PPnj3s3LmTeDxObm7uFz5KSalUim6TV199FafT\neVHRKyUlhcsvv5w333yTPXv28JOf/IS6ujqefPJJFi1axHXXXcdvf/tbBgcH+drXvsbp06c5duwY\n119/PS0tLVRXV1NWVkZmZiYpKSk0NDQQDAbJz8/nyJEjlJaW4vV6cbvdhEIhYrEYS5cu5cUXXwSg\npKQEk8lETU0N5eXlFBYW0tzcTHNzM4ODg+Tk5BAKhSguLiYlJYXCwkK++tWvsnPnTmKxGMXFxbS3\nt5Obm0thYSFdXV34fD6i0SiZmZkMDw+j1+vFArHX60Wr1RIMBoU7SHKTqVQqIW45HA6xqC7dz1gs\nJoQXi8VCPB5n4sSJnD17Viz6SjFlkoMjHo9fsviwLyNms1m4fKRupZFI91ASuzQaDX6/X0REKhQK\nMjIy0Ov19Pf3i8X6keKCXq/HZDKNchR9FPKX6T4ZkiNHq9WKZ06K4VOr1Xi9XuE4kjq4LBYLOp2O\nUChENBpFqVQKJ1gymSSZTOL3+1EqldjtdgKBAPF4nGAwSF5eHkqlEr/fL547ySUo/ftiJBKJjxQ3\nRwp3I38mIcWWXuw10rwdGat5fs+YTqcT1zky4lAS46RnweFwkJKSQn9/vxB+pd4zyT3ncrkIBoOM\nHz+e9PR0ent7SU1NRalUEggEMBgMWK1W8RwplUoMBoP4DBspzJ0vCP89v1tVKhUFBQWUlpai0Wjw\neDwUFRVx++2388QTT+BwOFi/fj3xeJw1a9Zc8LvnzJkzPP/88zidTlauXElqauqo7clkkhMnTrBh\nwwbsdjurVq0iJydHFrtkZGRkZGRkZGQEjz76KI888sij/+jrZMFLRkZGRkZG5nNFijarqqrCaDSy\ne/duDhw4gE6nIyMj40M7qj4t1Go1RUVFzJgxA5/Px3vvvceePXuwWCy4XK5Lfv5PSnZ2Nk6nk40b\nN6LRaC76LXqDwcD8+fN5//33efPNN3nkkUfo7u7mV7/6FTNnzuSrX/0qv//97+nt7eVrX/saDQ0N\nnDhxgmXLltHQ0EBdXR1lZWW4XC5UKhUtLS3E43HsdjtnzpwhLy+PaDRKW1sbGo0Gk8nE+PHj2bJl\nC7FYjEWLFlFfX08kEmHcuHE4HA7a29s5efIkeXl59PT0YDQaycrK4vDhw9x444309vbS3t6O2Wxm\n9uzZ6PV6vvWtb5Gfn8/OnTsJBoNClFKpVNhsNhH5JTk9pIVyi8WCz+cjFAoRj8fForzU3yUtGEej\nUSwWCxqNhiuvvJLm5mby8/MJBAIEAgGxmC0taEs9ZHq9Xu6S+v9EIhEhBFzM9SZFFUYiEbRaLQaD\nAWCUQ0WhUOB2uwHEGErOIIVCQSwWIxQKXXBcqRtM5tNBmuPSOEruopSUFLKzs+nv72dgYGBUF5tC\noRBiVzQaFeMqCUdS95r0DIVCIdEFNTw8LGL8RgqaI8WaZDIphJ3zSSQS2Gy2D43xGylYScLKSIFl\npHtQ2lfqK5Oud+T2kXNNihqURDlJABs5z6X41NzcXM6ePUs0GkWv14vYT71ej8PhYMmSJQSDQXQ6\nHb/5zW/YvXs3drudxYsXU1tbS2pqKvPnz+eqq66iubkZrVbL1KlTmTdvHk6nk76+PjQaDTk5OeTl\n5QlHanp6uhCkR0YuXmzcCwoKmDx5MmazGafTSSQSobS0lF//+td0dHTw3HPPUVlZeUFfVzQaZdu2\nbezdu5elS5cyffr0CyIMBwYGePnll2lqamLZsmVUVVV94b9gIiMjIyMjIyMj89kjC14yMjIyMjIy\nX2okZ8eUKVNIS0vjwIED7Nq1C5VKRWZm5kV7Pz5NjEYjkyZNorS0lNbWVt577z1OnDiB0+nEbrdf\n0nN/Umw2GyUlJWzbto3e3l4KCwsvEOq0Wi3z5s3j5MmTvPDCCzzwwAOEQiEef/xxKioquPXWW/nD\nH/5AZ2cnt912G/X19dTW1rJs2TJOnDhBY2MjJSUl5OXlEQwG6ezsFO4Ej8eD1WpFpVLR0NCAyWSi\npKSEQCBAdXU1kUiE5cuXs2XLFvLz8xk3bhyxWIzOzk5qamr4yle+Qn19PU6nk7S0NN59911+/OMf\n8+KLL9Lb24vL5aKrq4uqqiqWLl3K8ePHaW5uJhKJMGPGDDo6OsjPz8disaBQKPD7/Wi1WhGFZjAY\nyMjIYGBgQCy6S0jil9T/E4vF8Pl8+P1++vv7SSQSFBcX09zcLBan7Xa7cE1IjpN/VaFFEpqk2LaP\n6lBSKpVCHJVEkpFxbGq1GrPZLMRKSTSR7q9Go8Fut6NWq0d1OUlChOTwMZvNX0gB8svmXlGpVESj\nUdRqNVqtlkAggEqlori4GK/Xi9frFaIQnPsMlcQVSVx2OBxCDJOEM8n5JOH3+8nJycFqtdLT00Mi\nkRDur5HRiNJ5pGjRizm9JPH6YtvOd2l9FBcTt85/3flRm9I+57s/FQqFcLap1Wrsdjvd3d1otVq0\nWi1er1dcl1arxe/3U1dXR1FREQcOHODo0aOYzWYOHjwo4mNDoRAffPABwWCQwsJCSktLGRgYYO/e\nvfj9fjIzM7HZbMTjcbq7u8nPzycnJweVSiX+pKWlkZ+fT0ZGBjabDbVaTTAYRKVSUVpaitlsHvV+\nfT4fxcXF7NixgxUrVlBZWTlqTnd2dvLss89iNBq5+eabyczMHPX6aDTKrl272LRpk4gQPt/5JSMj\nIyMjIyMjIyMhC14yMjIyMjIy/xQoFArsdjuTJk0iOzub6upq3n77bZLJpFg8vZTY7XZmzpxJVlYW\nR44c4Z133qGvr4+8vDyMRuMlPfcnwWAwUFlZSXV1NUePHqW4uPiCb82rVCpmzZpFb28vTz31FPfc\ncw9ms5lf/OIXjBkzhrVr1/LMM8/Q3NzM7bffTn19PXV1daxYsYKjR4/S3t7O+PHjGTduHAMDA/T0\n9JCamsrg4CB6vV64IRoaGtDr9SxatIjDhw/T3d2NTqfj8ssvZ9OmTVRWVlJcXExnZyctLS10dHQI\n10N6ejpDQ0PEYjEmTZrEnj17cLvdVFVVsXv3bq677jqmTp3K+vXr8Xg8ZGRkiEXlsrIyVCoVFouF\nwsJC2traALBarRQVFXH27FmxqByLxUhNTWV4eBilUikWgaUOImmR2uPx0NvbKyLXpMXslJQUVCoV\nOTk5IpbvXzE6T1roB4TYdTFhR1rsl8SQzMxMIpEI0WhU9B/ZbDY8Hg/xeFz0PqlUKhQKBUajkWQy\nyfDwsIjPOx9JyJTiUqUxk/nHGelgGikS6fV6urq68Hg8AELklLZrNBrhzLJYLEJYicVi+P1+IWBK\nsaBwbm709vaK/i1JKEomk6SkpAhheSQf5ub7W8Lr33pGR3aVSZwfXyjtN3KfkfNR2lcSA7VarRBk\nbTYbZrOZnp4eNBqNEK+kuNW8vDwGBweJx+PMmTOH999/X/zOa2trw2QyUVlZicvlwu1243Q6mTFj\nBpFIhD179tDf3092djZjxoxh7Nix1NXVsWDBAm6++WbhRA0EAhQUFLBkyRLKysoYO3YsKpWKvr4+\n5s6dS1ZWFt3d3aP6LFtbW8nIyCArK4tbb72VrKwssS0ej/PXv/6V7du3s2jRIubNm3fB757GxkbW\nr1+PUqlk1apVjBs37ksnAMvIyMjIyMjIyHy2yIKXjIyMjIyMzD8dVquViooKCgsLOXnyJFu2bCEc\nDuNwOC5pBNL5/V67du3i3XffRaFQkJube8lFt4+LWq1mwoQJ9Pf3s23bNgoKCjCZTKP2USqVVFVV\nEY/HeeKJJ7jpppsoKCjgf//3f7Hb7dx33308++yznD59mjvuuINTp05x6tQpVqxYwYEDB+jp6WHc\nuHGMHz+ejo4Oent7ycrKorm5GafTKbqYmpqaUKlUfPWrX+WNN97A7/dTUFBAeno61dXVVFZWMmbM\nGJqamqirq8Nut+PxeNBqtWRnZ7Nnzx7WrVvH/v376ezsRKfTiQXSOXPm0NTURG1tLd3d3VRVVVFX\nV4fL5UKv16PT6XC73SL6TqFQsGLFCtRqNR0dHahUKvR6Penp6Xg8HuFkUSqVIo5MpVKRnp5OPB5n\n0qRJtLa2AucWsaVF40AgQDgcJhQKjer1ksbin9n1JQlRf4+AYDAYsNvtZGZm0tfXRyKRYHh4WDh+\n1Gq1cA6Gw2Hsdjt+vx84Jx7odDrR5SXdY+neSvdZEmikaEqv14terycWi/1LCpGflPPdTfF4HLPZ\nTDgcHhVTGI/HR8VSRiIRzGYzqampwi00MDBALBYTTi/JCXW+MCUdSxI7pc9ZSUySov8A4RC82DOm\n0WhQqVQXFb3+lshyMQfYxQSvi90v6XVSF52EWq0mEomgUCjIy8ujv79fRB0GAgHRaZeamorD4aCt\nrY2SkhJOnz7N2bNnyczMpLe3F51Ox7Rp01i0aBFHjx7F4XDwve99j3nz5nHw4EGOHz9ORUUFkyZN\norKyktdee43CwkIuu+wy+vv7aW9vp7Ozk5KSEubOnYvFYmHixImEw2F27drF0qVLqaqqYmhoiAMH\nDojP8paWFtrb23n44Ye55ZZbRjlk+/r6eP755wmHw6xZs4acnJxR92V4eJg33niDI0eOsHjxYubO\nnYtOp/vIeykjIyMjIyMjIyMDsuAlIyMjIyMj80+M2WymrKyM0tJSzpw5w1tvvYXP5yMjIwO9Xn/J\nzqvRaCguLmbGjBl4vV7efvtt9u/fj81mIysr6wv5DXWFQkFhYSFGo5GXX36Z9PR00tPTL9inoqKC\nlJQUfvWrXzF//nymT5/Oz3/+c5RKJQ8++CDr16+ntraWu+66i7q6OhoaGli+fDm7d+/G4/FQWFhI\nSUkJZ86cwe12M2bMGE6cOEFhYSE+n49gMEhPTw8qlYqrr76aV155hWAwyBVXXEFzczPhcJgJEyZg\nNptpbW2lpqaGKVOm0NjYSGZmJikpKezbt4/vfve7vPLKK/T39zNx4kT27dvH4sWLmTNnDs8//zxD\nQ0MYjUYSiQQ+nw+n08nQ0BDRaJT8/HxaWlqIRqMYjUaWLFkiHBMulwudTkdKSoqIX9PpdCQSCUwm\nE9FolLy8PLq7u1GpVAwPDwMId4rFYhm1aC05VyQ0Gs2oRfCRqNVq4Yj7ZxDFpO4iQIhMEpIoYTKZ\n6Ovrw2KxkJqaSiQSEYKEUqnE6/WKKEopOk+n02G1WsXx/X4/CoVCxCMCFxU1JJFGWrAfeX0yH40k\nUEr3GUZ3Y8ViMTG34f861yQhUhKaLBYLsVgMj8cj+qx0Oh1paWniONLYjHQGStG2wWBQCKI5OTnE\n43Gi0eio8f6wiMJYLPaxe/Uu9rye39d1MaR4V0kcG+kUlcRwtVqNzWajq6sLtVot3F1S/5fkrEom\nk6xZs4ZTp04xbdo0xo4dS1tbGzNmzOAHP/iBiC28+uqryczM5KmnnmLjxo3odDoyMzOZNGkSL730\nEjNmzOCxxx5jcHCQvXv3UltbS3FxMd/+9rdZsGAB8+fPZ9u2bfzpT3/ixhtvxGQyUVtbi8lk4pZb\nbsFsNtPY2Ehqaiq/+c1vuOGGG8Rzl0wmOXDgAK+//jqzZ89m0aJFo4SsRCLBgQMH2LhxI+PGjePG\nG28kIyPjHx4PGRkZGRkZGRmZf11kwUtGRkZGRkbmnx6DwcD48eOprKyks7OTTZs24Xa7SU9Pv6Rx\ng0ajkcmTJ1NWVsaZM2d4++23qa+vJzs7+wvbQeJwOMjPz+e1114jFouRl5d3gUBXVFREfn4+v/rV\nrygrK+Paa6/l8ccfx+v18sMf/pCXXnqJo0ePsnbtWk6ePMmZM2dYvnw57777LsFgkIKCAkpLS6mr\nq2NwcJDCwkIOHz7M+PHj8fv9uN1u/H4/qampFBUVsWPHDkKhECtWrGD79u3k5eVRXl7O0NAQTU1N\nNDU1MXbsWBGn1dnZSU5ODjqdjtraWsLhMNnZ2bS2trJo0SIGBwc5cuQIPT09TJs2TYyJtJgcDAZx\nu93CkTVv3jxxrXq9nnA4TGVlJXV1daJPR6VSkZGRQTQaZfHixZw+fZq8vDxUKhWDg4NCxFKpVMRi\nMUwmE8lkEqvVSiAQEPf2w8QsrVbLwoULWbZsGUajkba2ti997J70Pk0mE8FgUPxccoAZDAa8Xi/R\naJRYLIbX6xWimCSAeb1eEXkoOYCkmDe1Ws3w8LAQRKTtiUSC1NRUjEbjKLfZ+eKj5Pz6rJ1eX0RB\n/G8huR0lB58kdo10S0ouSI1GQyQSESLYmDFjSEtLw+PxMDw8jEajIT09XTi9jEYjPp+PRCIhBK9E\nIoHBYBDzIR6PMzw8jNVqFcceGhoaFXM4ko+KNvwwZ9Y/Oi5/zzFGOs8SiYQQ/qQ4w3g8jtVqJTc3\nl87OTiHSS/fBbDZTVFREf38/999/P319fbS3tzN58mRee+019Ho95eXl7Nmzh927d+NwOJgxYwYt\nLS288sormM1mrrrqKm6//XaeeuopUlJSmDlzJjt37qS6uhq3282yZct4/PHHycvLQ6fT8cMf/pCN\nGzfy9a9/ncHBQVpbWzGbzaxatYolS5YQj8cpLi7mxz/+MeXl5eK9ejweXnzxRXp6elizZg2FhYWj\n7kdHR4eInL3pppuYMGHCJe/glJGRkZGRkZGR+edDFrxkZGRkZGRk/mXQ6XQUFhYyZcoU+vv72bRp\nE11dXaSlpWE2my/ZeaV+L6fTyQcffMCOHTvweDzk5+dfUqfZxyUlJYUJEyawc+dOWltbKSoqumDh\nMTc3l4qKCn7zm99gtVq55ZZbeOKJJ2hra+O//uu/eO211zhw4ADr1q3j5MmTNDc3s2zZMrZv304i\nkaCgoICSkhKOHTuG1+tl7NixVFdXU1RURDAYpLOzk2QySVlZGYFAgJqaGtRqNVdddRWbNm1i0qRJ\nlJaW0tLSIoSnUCiEUqkkJyeHXbt28fDDD7Np0ybOnj1LXl4edXV1zJgxg6uvvpoXXniBgYEBsUAv\nubx8Ph+BQACHw8HZs2cJBoMiwuvw4cOEw2G0Wi02m42zZ8+iVCoJBAIiDi0SiTBmzBjcbjeZmZlc\neeWV7Nu3T0RpWq1W4VwKh8NoNBoRTybFtUldYRJqtZqFCxdy++23k5WVxeTJk/F4PLS0tFy0L+l8\nRka6fZ4oFAqUSiUKhULE0imVSuHIkfaR3DqZmZliLAKBALFYDKVSSVpaGkVFRbS1tWE2m0WPmk6n\nQ6/Xo1Ao8Pv9eDwe0eMliSihUIjy8nLhLpI6wGKx2Kh7LvF53LfPQ2T7pJwv3BQXFzM8PIzX6x21\nXRJxJPeWJJRJYxWPxwmFQoRCIaxWK0NDQ/h8vlFdYJKAFY/HRwlX0uvNZrMQ2bRaLfn5+UI8k4Tn\n8wUzCenZHDknPy4XE8jOH1vJ6ZZIJMTzIblGJQFWErukDjrpvZhMJiZNmoTH4yEajTJhwgSeffZZ\ndDodNTU1+P1+Jk6cyNVXX82RI0eYOHEiv/zlL0lLS+Oxxx6jv7+f0tJSsrKyeOKJJ4jH4/z7v/87\nBQUFnD17lrNnzzJ//nweeOABFAoFoVCIe++9l3379nHXXXfR0NBAX18fDoeDu+++m9zcXJ577jlM\nJhOrVq3CYrGIMa+pqeGll16isrKSpUuXjvqiSTAYZNu2bezcuZPLL7+cRYsWXRCpKyMjIyMjIyMj\nI/P3IgteMjIyMjIyMv9ySK6Cqqoq/H4/mzdvprm5GavVesmcV5IQM3fuXDQaDe+88w7vvvsuWq2W\n3NzcL9w32XU6HRMnTqS+vp69e/dSVFR0QYdKZmYmM2bM4E9/+hOhUIjvfOc7/Pa3v+XEiRP89Kc/\nZfPmzezdu5e7776bkydP0trayg033MBbb72FWq2moKCAoqIiqqur8fv95OTkUF9fT05ODtFolKam\nJpRKJQsXLuTo0aN0dnbicrnIy8vjyJEjTJs2DafTyZkzZzh+/DhlZWW0trbicDiEu+uGG27gnXfe\nYXBwkIqKCo4cOcLSpUsB2L17N319fUydOpWGhgays7NFvJpWq6Wrq4t4PE4ikeDaa69lz549xONx\nbDYbw8PDwoEUDofR6XQEAgHMZrOIbmxra2PRokVs27ZNCDwWiwW1Wi3iIl0uF729vaMEIMkBIy2O\n6/V6li1bRlZWlrj3CoWCgwcPivi1j+oL+iKIJ9L7SiQSWCwW4WqzWCyEw2GxnxTTZrVa6erqwuFw\niL4ztVqN0+mkqqqKgwcPCjeOtE2v1+NwOCgoKGBwcBCdTicESSkmT3q+S0pKmDhxIi6XizNnzjA0\nNPSFuE/wxRivT4LNZqOvr08I0FI3lSROaTQaUlJSyM3NJZlMMjQ0hEKhwGQykZmZSSKRIBAICNFL\nmtfp6enCTSnNGY1Gg8FgEAKVJIbl5uaKOFHJbSb1u0n398McktFo9FNx2V3sGOf310kRhtKzLwly\nI/u7LBYLfX19aDQaNBqNeO/Ss9LW1sbixYupq6sDYObMmRw/fpzy8nIeeughtm3bRjwe59577yUY\nDHLvvfdy5MgRMjIymLGWvf8AACAASURBVDRpkuhN3LBhA1arlbfeeotjx44xa9Ys7r//fhQKBYOD\ng9xxxx00NTXx9a9/naNHj+Lz+SguLubee+/F5/OxYcMGZs2axYIFC0SPmt/v59VXX+X06dOsWrWK\nsrIycV+SySTHjh1jw4YNZGRkcNNNN5GTk/OldDjKyMjIyMjIyMh8cZAFLxkZGRkZGZl/WVQqFbm5\nuUyfPp14PM727ds5efIkZrMZu91+SRbeNBoN48ePZ8aMGXg8HrZu3coHH3xARkYGDofjC7XYp1Kp\nKC0tJRgMsmnTJvLy8khJSRm1T2pqKnPnzuXll1+mqamJH/zgBzz99NPs37+fn/3sZ7z99tv89a9/\n5Z577qG2tpb29naWLl3KG2+8gdFopLCwkDFjxlBTU0MsFiM1NZWuri7sdjuxWEwsxl5//fVs2bKF\nwcFBZs6cSU9PD4FAgGnTpgHQ0NBAQ0MDhYWFnD17Vghhc+fOpa2tjebmZgwGAx6PB6fTyY033sjG\njRvp6ekhkUigVqvxer04nU7C4TBDQ0NYLBbcbjder5eioiKi0ShtbW1i0bqsrIz6+nrUarVwDFks\nFrxeL5dffjmHDh1i6tSp7N69G6VSSSgUQq/XCzeaSqUiLS2Ns2fPig4ro9FIZmamiHaDcwv2Ujym\nxJYtWzh9+rSI3fu43UOfFZIjJ5lMjlqwHxllmJqaikaj4Vvf+ha1tbXC4eV2u4Vz59prr+XgwYOE\nw2GKiorweDxYrVZMJhMZGRmYTCaOHj0qIg5jsZhwzNlsNgKBAD6fj9bWVs6cOUNjYyPhcJicnBzU\najUqlQq1Wi3cZOcLFJ81FovlCz2u0j2SxCyz2UwkEhEClBS7J7mmTCYTxcXFxGIxenp6iEaj2Gw2\nQqEQkUiEQCAgBJ9YLEY0GiU7O5tEIoHb7RbPQmZmJj6fj0gkQjQaRavVCmEsHo8TiURE5KUUcQiI\nKECJD3M/Xsz9dSmQzi/FbZ4fqalWq9HpdHg8HiH0Sc61srIyjEYjer2etWvX8tprr1FVVcV7772H\nRqPh5ptvprOzkz179jB27Fj6+vp45plnOHLkCOXl5axcuRK/309DQwNPPvkkKpWKF154gZqaGmbP\nni3Ero6ODm677TYCgQDLly/n0KFDxONxZs+ezZ133skHH3zAvn37uPnmmykpKRG/w+rr63nhhRcY\nM2YMK1asGPW7o6+vj7/85S+0trayYsUKpk6dKj7vZGRkZGRkZGRkZD4JsuAlIyMjIyMj8y+PUqnE\n5XIxffp0NBoNO3fu5PDhwxgMBtLT0y+JCGUymZg6dSoTJkygvr6erVu30tTUdFFR6fNEoVCQn5+P\n3W7nL3/5CxaLBYfDMWofk8nEggUL2LFjB/v37+fRRx/lxRdfZMeOHfzsZz9j9+7dbN++nW9+85vU\n1tbS1dXFkiVLePXVV0lNTWXcuHFkZ2dz7NgxlEqlcO3o9XoikQitra3odDoWLFjAm2++ic/n4/rr\nr+evf/0rOTk5TJ48mc7OTk6ePEk0GhVuCZfLxa5du/j+97/Pa6+9Rm9vLxUVFRw4cIAbbrgBu93O\ntm3bGBgYYNKkSTQ2NpKbm0ssFhOukPb2dnG8RYsWsWfPHrHAbjab6evrQ6FQiHhCvV6Pz+ejqqqK\nY8eOYTabGRwcZHh4WLzOYrEwNDREamoqSqWSvr4+lEql6DRKT09nYGBALOInk0laWlpE7NuWLVt4\n5513hBCiVCrF6y82fl+kiLyRLp+RC/xqtZpwOExaWhqHDh0SAtXw8DChUIj09HT++7//m3379tHQ\n0EBGRgYtLS0iAk6j0aBQKGhsbAT+zzkjiYtSp1t+fj4VFRW4XC46OzsJBoOi7ykWi2E2m3G5XCxY\nsACFQsHAwMCHOucuJdKYScLRF2kMJSSxKzU1lVgsxsSJEzl79uyoa5bcV8lkkquvvpqKigoOHz4s\nYvni8TjBYFD0sEWjUdRqNVarFavVitfrZXBwEACz2UwwGCQcDjM8PIxSqRzVy6bT6YRrSzqOzWYT\nsYoZGRliuzSmyWRSOA9HEovFLsnn/sWO+WFdYnAuDlcSbqWoRo1Gg9lspry8nJMnT7J27Vo2btwo\ner8aGhoYN24cGo2GjRs34nK5+Na3vkUoFGLjxo1kZ2ezYMECALZv385jjz1GZmYmzz77LDU1Ncya\nNYt/+7d/Q6FQcPLkSW677TasViuzZ8+muroarVbLihUruOaaa3j55ZcJhULccsstpKWlARAOh9m8\neTOHDh1i+fLlTJkyBaVSCZwbl507d7J582amTZvGddddh9Vq/dTvs4yMjIyMjIyMzL8usuAlIyMj\nIyMjI/P/USgUOBwOpk2bhtVqZe/evezduxeNRkNmZqZYtPs0sdvtzJ49G6fTyd69e9m6dSvBYJD8\n/PwLIgQ/T9LT0ykqKuLNN98UnVsjF2+1Wi3z58/nyJEjbNmyhR/96Eds3ryZ119/nccee4xDhw6x\nefNm4fTq6enhmmuuYePGjWRkZFBcXIzdbqe2thaDwYDP5xM9L36/n+7ubtLS0hgzZgw7d+4kkUiw\nePFiNm/ezJQpUygpKaGxsZHjx49TWFhIR0cHWVlZJJNJ3G43paWlHDp0iEgkgsViEYu0W7ZsoaOj\ng0gkgk6nEy4vSQQB8Pl8DA8PM3/+fE6ePInf7yc1NVVco9/vF7F6Uhya2WxmaGgInU6Hw+GgoaFB\nRLulpKTg9XpxuVx4PB48Hg+AWLRPTU2lv79fuFwk0aqxsZFDhw7R0tIi+n3UajVGoxGDwUAoFLqo\nKPJFEUokgQMQQogkcJrNZmbOnMmUKVNob2+nsLCQxsZGBgYGxP18++23qaurw2az0d/fj8lkwmw2\nU1xczNSpUzl+/DiJRIKUlBSSyaSYR1OmTEGv15OXl0dubi4+n4/q6mrRx5ZMJoVYEg6H8fl8NDQ0\nMDAwQEpKCjk5OYRCoc/E8SMhjdnIZ0wSCb8oLtCRkZIVFRU0NzeLGD44d+2S06q0tJSuri7q6+vR\n6XSEw2GCwaBw/kWjUeFUDIfDBAIB0Z8nObZisZjovjMYDNjtdrKysgiHw2JsJGeW5CQ0GAwYjUYR\nPZqRkSFcZCN7xy6GFDP6WSG5vSQBTqFQUFxcTGdnJ2q1mng8LpyHeXl5RCIR1Go1l112GW+++SZp\naWns2rULi8XCsmXLOH36NC6Xi1/84heEw2G+//3vo1AomDdvHrm5ubzwwgt8//vfp7y8nKeffprq\n6mpmz54txK7333+fdevWUVxczLhx46irq8Nut7N27Vry8/N5/vnnKSsrY8mSJWi1WgBaW1t57rnn\nsNvt3HTTTUIEg3Mu3PXr16PRaFi1ahUFBQVfmLksIyMjIyMjIyPzz4MseMnIyMjIyMjInIdCoSAt\nLY3JkyfjcDg4dOgQ7777LgqFgszMzE+9b2tkv5dWq2Xr1q289957mEwmcnJyLonQ9nEwmUxMnDiR\n/fv3U1dXR3FxsehqgXMunblz59LS0sKGDRv4j//4D/bs2cOGDRv4yU9+wokTJ3jjjTe45557OHHi\nBP39/Vx55ZVs3LgRp9NJaWkper2eU6dOYbfb6erqIiMjg1gshtvtZnh4mPLycvx+P8ePHxdC2eHD\nh5k1axapqanU1dVx8uRJxo0bR1dXFy6Xi5MnT7J69Wr27t1Le3s7eXl5HDt2jKuuuorS0lJef/11\nBgYGKC8vp6mpSXSIxeNxMjMz6ejoIBqNYjAYKC4u5sSJE8TjcRQKBSUlJZw+fVoIN5FIhJSUFIaG\nhhg7dixdXV3Mnz+fXbt2oVAoiMfjGI1GAoEA2dnZ9Pf3E41GxSK9RqO5qOAlHVuKM5O6xSTBS6lU\nEolERi3eS/t+UofSx3UXSb1aWq0Wo9GIQqEgGo1it9tFv5IkPEgdW4cOHUKlUnH27Fm8Xi9Go5G7\n7rqL++67jzfffJPZs2fT0dGBXq8XDqJwOMz7778vRMdAIIBCoWB4eJgxY8YQjUbFc9ve3k51dTXB\nYFBcj0ajQalUotPpMBgMAKLvKZFICIeRXq8XjqJLwYct/ktiguR6c7lcBIPBz1SM+TCkiMGuri6C\nwaAQraS5q9fricfjDAwM4PF4RDeXTqcTc1On02EymcR4SHNFcpCZzWaSyaSIqRw3bhzDw8NCFLLZ\nbEQiEcLhMPF4XJwzmUyKXj2AYDBIKBQSotnIcbzYvY/H48KReKlQqVQiNlN6ziRhWK1WY7fb6enp\nQaPRiBhUKQr21KlTTJ06VThvpXl6++23o1araW5uZt26deTk5LBu3Tp6enqYPXs206dP5/e//z13\n3nknV155JX/4wx84evQoc+bM4YEHHkChUPDqq6/y0EMP8ZWvfAWDwUBbWxtjx47lvvvuw+12s337\ndm644QamTJki4lx37NjBzp07ufbaa5k5c6b43eDxeHj99depqalhyZIlzJ49+wv1ZQ4ZGRkZGRkZ\nGZl/LmTBS0ZGRkZGRkbmQ5DiuiorK8nPz+f48eNs27ZNCCGfdueI1O912WWXMTAwwKZNmzh8+DBO\np/OSRSt+nGusqKigvb2d9957j3HjxgmRAM6JI5dddhl+v58//OEP3H///dTV1fH000/z6KOPcubM\nGV555RXh9BocHOSKK67g5ZdfJjc3l/LycuLxOI2NjWRlZdHU1ITL5SIajdLZ2Uk4HGbhwoVUV1fT\n0tJCVVUVw8PD+Hw+5syZg9fr5fjx46LzRnLt7d27l3Xr1rF161aGhoYYN24cTU1NfOMb32D37t00\nNTURCAQwGo34fD4cDgeJRAKv1ysW6UOhENdffz379u0jHA4LMUfqFpL6tHQ6HYFAgFmzZlFTU8Pl\nl1/Oe++9h0qlIhaLYTAYiEajpKWl4fF4UCqVQqSRYth6e3svcHjFYjHUarX4uyR4SdGPUr+PtJAv\nOadGdkCp1WrhFhnJxeaWQqHAbreTnp4unDwfhXQMSfyTrjsSiWAwGPB6vaKvSXIqZWVloVarWb16\nNfX19VitVuGok+5pTU0Nzz33HNFolKamJuFycTqdlJWV0dTURDweJy0tjUgkgl6vx+v1UlxcTDwe\nR6fTietvaGhAqVQKESQnJweTyYTdbqegoACtVsvw8DAOhwOj0UgoFBIL+tFoFL1ej0ql+lSFr/MF\nRYVCgU6nE6KAFNmYkpJCIBAQPXQ+n+9ziVsciTQXJQFYcqE5nU5eeOEF1Go19fX1BINBotEoOp0O\njUaDTqfDarVSUlJCKBRiaGgItVot+tZUKhVKpZJgMIhGoyErK4vU1FSGh4dxu91C9JNEtpSUFGKx\nmHDijYw39Pv9oiNP+mMymS7o87qYsCvFJl4qpOd15HMrndNkMuH3+0UPnSTSSc5Fg8HA9OnTaWtr\nE/GGkydPZsGCBbzxxhvMnTuXlStX8r3vfY+DBw9SVVXF/Pnz+d3vfsfSpUtZs2YNv//97zl8+DBz\n587lgQceAOB3v/sdjz32GAsXLhQdetOnT2fdunXs3r2bzs5Obr31VlwuFwDd3d0899xzKBQKVq9e\njdPpBM7N2/379/Pqq68yfvx4VqxYQXp6+iW7lzIyMjIyMjIyMjIgC14yMjIyMjIyMn8XFouFCRMm\nUFxcTENDA5s3byYYDOJwOIQD49PCZDIxbdo0JkyYQG1tLZs2baKjo4MxY8aIhfrPE6VSSXFxsXAC\nuFwubDab2K5QKJg8eTIGg4Enn3ySu+66i56eHn7729/y0EMP0d3dzYsvvsi6deuora1leHiYefPm\n8fLLLzN27FgmTZrE8PAwzc3N5OTkcPr0aXJzcwmFQrS2tpJMJlmyZAk7duygp6eHJUuWsH//frKz\ns6mqqqKpqYnjx4/jcDjo7e3F4XAQDAZJSUlBpVJRX1+PwWCgq6uLyspK5s+fz4YNGxgaGqK0tJSW\nlhZyc3MJh8NEo1HS09Pp7u4mEAiQl5dHIBCgt7dXdApJji3JgaFWqwmFQkycOJFTp06RkZFBQ0OD\niCSThFKDwYDf78dkMjE4OCi6uFJTUxkYGBARidI9lVwf0t8TiYToEvP5fMLVIu0vCRBS/KFSqRSi\nQiQSEaICQFlZGf39/aPG2W6343Q60el0WCwWYrEYwWBw1DwYeb6RcXuS8ywSiZCZmYnb7UahUGAy\nmUSnktTbNX36dE6dOoXBYMDhcAinysSJE3nxxRfZsmULaWlp4v1JQlggEKCurg6v14tKpcLv96PV\navH5fCxevJicnBy+9rWvsXz5cqxWq3BNSvtKwoF0D3t6ehgYGKCgoAClUkkoFMLhcIh7pdPphKCi\n0WhGRTR+EqQoO6PRSEVFBfn5+Wg0mlH3KZFIiAg7yfEoCZ6fh+ilUCgwGo1CeIX/c6Ll5eVRXFzM\nq6++SkNDAzabTUQNSsKYyWQiGAzS3d2N1Wpl7NixuN1usR3Oiesulwufz0cwGESv1+NwOBgeHhZx\nk0qlEq/Xi1KpFHNUijgceW+keRgKhYSAKG0f2ed1PpKL7FLexw+LIc3KymJgYAA414sF5z4zKioq\nGBgY4O6772br1q3k5uZy+PBhzGYz99xzD6+++ip2u52HH36YJ598kg0bNjB+/HiuueYann/+eaZP\nn853vvMdnnrqKQ4ePMjcuXN58MEHSSaT/OhHP+LPf/4zV199NV1dXYTDYZYsWcKSJUt4+eWXycrK\n4sYbb8RoNJJIJHj//ffZvHkzV1xxBVdccYWYA+3t7axfvx6fz8dNN91EWVnZF8apLCMjIyMjIyMj\n88+NLHjJyMjIyMjIyPwDmEwmSkpKKC8vp7W1lU2bNuHxeMjMzESv13+q50pLS2POnDlkZWWxa9cu\ntmzZQjQaJT8//1MX2T4O2dnZuFwuNm7ciFqtxuVyjVocLikpwel08utf/5ply5aRTCZ54okn+Pa3\nv43X62X9+vWsXbuW2tpa/H4/M2fOZOPGjYwbN44pU6bQ09NDR0cHLpeL06dP43Q6CYfDNDU1odVq\nmTNnDlu3biUQCHDdddexbds2pk+fTmFhIbW1tdTW1lJQUEB3dzc5OTkcOXKEb37zm2zdupXu7m5K\nSkqoqanhzjvv5MSJE0I8MZlMwuWTTCaJRCIMDAwIkWnBggUcPHiQcDiMSqVi3LhxNDc3j3I06XQ6\nFAoFgUAAtVotusQkx5HkskokEpjNZrGwrVKphOAlOT0k8UoSvAAh/mg0Gmw2G4ODg6MEL0CcV1rU\nH/laKfotGo1iNptRq9VCOJCuIz09/YLoMUmEkWIWJbFg5LhLx4hEIiJWLhaLkZWVRX9/v9jXZrNR\nUVGBy+WipaWF7OxsTp48yfDwMCaTidmzZ/PTn/6UaDQqxKX09HRmzJjBqlWr6OrqYnh4GLPZTCgU\nIpFI4PP5sNvtuN1urFYr8Xicw4cPs2HDBiGIRCIRxowZQ1paGosWLaKqqoozZ84QjUYpLi6mt7cX\nt9tNMBikv78fjUaD1WolGo1iMpmw2WwEg0EhQnwYkvtOGoOPwul0MnnyZFJSUmhsbBTz0Gq1CoE0\nEomI2EpJJPu8RC9JPJK6t+DcHLBarSgUCpqamhgcHCSRSJCdnc2sWbOYOHEi8Xic3t5ehoaGUKlU\nWCwWgsEgfr8fp9OJzWYjHA6LsZP68uLxuOjUy8rKIhQKMTg4KETdoaEh0cmmUqlE/OFIp1cgECAj\nIwO/3y+iE6Vn4fPifMHrfIem3+8XnxUqlQqbzYZer0ev12O322lubkalUtHd3c3SpUtxu910dnby\n0EMPcerUKX784x+TkZHBkiVL2LZtG7m5uTzyyCP88Y9/5IMPPmDevHk8+OCDRKNRvvvd7/L222+z\naNEimpub0el03HnnneTl5fH6669z5ZVXMnv2bJRKJW63m/Xr1+PxeFizZg35+fni827Lli3s3r2b\nK664goULF4ouRhkZGRkZGRkZGZnPAlnwkpGRkZGRkZH5GOj1eoqKipg0aRI9PT28+eab9PX1kZ6e\njslk+tTOo1Qqyc3NZd68eahUKjZv3sx7771Hamoq2dnZn/u35m02GyUlJWzbto3e3l4KCwtHXdOY\nMWMoLS3lySefZObMmWRkZPD4449z++23k0wmefbZZ7nrrruora0lGAwybdo0EYE1depUWltb6enp\nEV1a6enpBINBWltbcTgcZGdns3v3bkwmE5WVlRw6dIgFCxagVqupqamht7cXrVZLMpkkIyOD48eP\nc9VVV7Fnzx7hfLLZbKxatYpnn32WwcFBioqKaG9vJycnR0Sxmc1m0SM2f/58amtrCYVCIuLO4/EI\ncUpy6/h8PvLy8ujv76e0tJQTJ06Ijh6TySTcRSaTib6+PuHwslqtuN3uUYIXnHObSJFx0h+NRkNa\nWhr9/f0X9HeNdLBIwgAgXGMajYZYLEZhYSEdHR0iOk06n0KhwGKxiGNKIpDJZMLpdOL1esU1xeNx\n0bkkudzi8bhwwen1ehFTmEwmRX9TUVER+/bto6ysjNOnT9Pf34/FYuHee+9l7969DAwMCAccINxp\n27dvp6OjQzixJCfbtGnTSE1NJT8/H5/Px4EDB9i/fz+hUIiBgQECgYAYs0mTJpGamsq7775Lbm4u\nN998M8PDwxQUFJCWlkY0GqWsrAyz2YzH4xHRkf39/YTDYTQaDWazGYVCcUHEoVarZeHChSxbtgyj\n0UhbW5sQViRnnSRuOp1OYrEYp0+fprGxkXg8jtVqxWazCUefJNJIz5Y0j3Q6HZFI5FPpavt7ka5H\nclFJkYNWq5WBgQERtZiWlsbYsWPxeDy0tbUxMDBATk4OU6ZMwev1Mjw8jNfrxWAwkJ6eLhx+5eXl\ndHR0iHni8/lEPKfb7cbn86HT6YTLLxaLic8Fya2n0WhEz9n5opfVahWCpTR3Py8+LBZT6pWThK54\nPI5Wq2X8+PF0dHSwevVqtmzZwpgxY6iurqaoqIgFCxawY8cOVq5cSWFhIWvXriWZTHLNNddw/Phx\nVCoVP//5z/nzn//Mvn37uPzyy3nwwQfx+/184xvf4MSJE8ydO5fGxkYcDgf33XcffX19HD9+nDVr\n1lBQUEAymeTw4cNs3LiR6dOns3jxYiHqVldX89JLL5GVlcXKlSsv+AKEjIyMjIyMjIyMzGeBLHjJ\nyMjIyMjIyHwCtFotBQUFTJs2jaGhITZt2kR7ezs2m42UlJRP7TwajYbS0lIuu+wy+vr6eP3116mp\nqSE3Nxe73f6pnefjYDAYqKyspKamhiNHjlBcXDyq3ywrK4uqqiqeeuopCgoKKC0t5ec//7mIxnrm\nmWe44447qKurIxqNUllZyRtvvMGECROYOnUqDQ0NeDweUlJScLvdmM1mhoeH6e7upqKigkAgQHV1\nNRMmTCAej+P1elmwYAFdXV1UV1djsVgYHBwUcXmVlZW0tLSI6MJjx45x66230t3dzdGjR/F4PFgs\nFrxeLw6HQyw69/b2iv6o3NxcGhsb0el0opfL7/eL2Dkp1nDatGnU1dWxYMEC3n//feCccJWSkoLP\n58NoNKJWq4WjK5lMivcnLXiPFLwkEWuk4GW32+nr67ugj+j8yDZAxCSOdJJIMY4jXWMjnVlwTuwa\nHBwkJSVFxCIODQ2J/rZkMiliDKWOMqvVitfrRaFQCBeW1E8FUFRUxNGjR1Gr1Zw+fVrEHk6cOJGW\nlhZOnz5NcXExbrdbOKBuvPFG3G43Z8+epaCggEQigdVqJRAIsHz5ciwWC1/5yldIT0+nr6+P1tZW\n0tPThZNOcky5XC7a29t59913iUQiDA0NsWvXLnw+H42NjQwMDDBz5kxSU1NRKBTMmzePtLQ0Tp48\niUqloqqqCofDIcblfCFq4cKF3H777WRlZTF58mQ8Hg/t7e3odDqSySQ6nY7s7Gz0ej1ut5tQKERq\nairl5eWis254eFjE943sO0tJSRFipeR+O3+cLxVarXaUQCR1TZnNZsLhMNnZ2SI6NBQK0dnZSTQa\nJSUlhXA4zNDQEBaLhfnz5zNr1ix8Ph9DQ0P4fD4hKHo8HoqKikTsKJzr4QoEAhgMBiKRCLFYDLvd\njs1mEz17aWlpeL1e4V6UnkFJjJXmeygUwmg0CheY2Wy+oM/r8yY1NRW/349SqRTPq9lsRqfTYTab\nUSqVeDweurq6SCQS3HnnnWzZsoWioiLuuOMOvvGNb9DV1cX8+fPxeDz09fXxxBNP8NJLL7F7924u\nv/xyHnroIfr6+li9ejX9/f1UVlbS2tpKeXk5d999N++//z4ajYbVq1eLZ/kvf/kLbW1t3Pz/2Hvz\n6Cjrg+3/M/s+mew72XdCFkgIJOybsgtCXZDFAqJVH7Wt2vaxaG1rq7V9tO7rEUUWQVxAQGQNEAiE\nPQkEAiH7ZJlJMpnJzGSW94/+5n6I9v2dt62P2ufcn3PmHJh75t6/czLfa67ruv12Ida2o6ODjz76\niKamJhYuXEhhYaHgJhURERERERERERH5rhEFLxERERERERGRbwG5XE5CQgLFxcU4nU527drF5cuX\nMRqNwqT5t4FOp6OoqIicnBzOnTvHp59+itlsJikp6XuNjpLL5eTk5NDd3c2uXbtISkoa0jcWEhLC\nuHHjWL9+PRqNhvHjx/OnP/2JqVOnEhUVxdtvv82KFSuora3F5/ORlZXFjh07yMvLo6CggAsXLuB0\nOgXBRqVS0dXVhcViYeLEiVRXV3PlyhVmzJjB6dOniY+Pp6ioSIg2TEhIwGw2Exsby4kTJ1izZg27\nd++mp6eHiIgI+vr6eOCBB3j33XexWq0MGzaMtrY2YmJicDqdQo+TzWajv7+f+fPnU1lZicvlQiKR\nkJSURGNjI/Df3VZer5e0tDTq6+vJzMykqqpKiCYMTO6HhITgdrsFgSswAW+32wH+rsPrxuhChUIx\nxAEVIODwunEiP+AsCjhzAu6Xr28fEN7n9/ux2WwMDAzg8/nQaDTEx8cLx6rVaoU+rECEn16vF4SQ\nvr4+srOzaW1t2lInZgAAIABJREFUFUQ2lUrF2LFj6evrw2AwCJF0EomEzMxMJBIJZ86cQS6Xc/36\ndZxOpyAmVlRUUFNTg8FgoKenB6VSicVi4f777ychIYEnnniCmTNnUlVVxcGDB0lJSaG3t5eYmBgS\nEhJIS0tj2rRptLa20tTURH5+PuHh4fh8PpKSkujo6MBkMpGXl0d1dTUNDQ3odDrOnj3L4cOHycjI\n4KWXXmLlypWsWbOGe+65h9WrV7N48WKmTZuGwWDg8uXLzJ07l6ioqCHXI3D9k5OTKSkpQaVSYTab\nUSqVJCYmEhwcPMQ91tXVhcfjITg4GIVCgdvtRq1WC9dWq9UKkZsB0e3GHrX/CW4Uu5RKJaGhoYIw\np9VqSUtLIyEhAblcjt1uRyaT4fF46OnpQa1WCyKJSqVi1qxZ/PSnP8VgMFBbW0tLSwv9/f243W6a\nm5vp7e0VXJZSqVToAQvca729vUilUoKDg7Hb7fT29qJQKHC5XMJ7buywuzH60efzCZGeAffU9+n0\n+jomk0nopgtc2+TkZDo7O1mwYAEHDhwgPDychoYGpkyZQm9vL/39/axdu5annnqKI0eOUFxcTFBQ\nELW1tbz44ovs2LGDAwcOMHnyZB577DHq6+u54447kEqlxMbG0tHRwbRp05g9ezZffPEFxcXFTJ8+\nHblcTnV1NRs2bCArK4v58+ej1+txu93s27ePXbt2MXr0aGbPnv2t/shDRERERERERERE5J9BFLxE\nRERERERERL5FZDIZcXFxFBcXI5FI2Lt3L+fPn0er1RIaGvqtTEZLJBLCwsKYMGECUVFR7N27l507\ndyKRSITJ5u+DwGS+Vqtl69athIaGEhYWJizX6/VMnjyZHTt20NPTw/z58/nzn/9MUVERKSkpvPHG\nGyxbtoza2lqkUilJSUns3r2bwsJCcnNzOXv2LAAul0voyGppacHhcDBjxgwOHjyI2Wxm7ty57N27\nl7KyMqKjo6mqqqKxsRGdToff78dkMgki4blz59DpdFy9epVZs2YhlUo5evSo0A1lt9uJiIgQOn86\nOjpwOp3ExMRgs9no7e0VhMZAlJtEIsHj8aBWq4e4cLq7u3G5XEOEq4ArxeFwCNF4arVaEJhuFDIC\n7qsbJ+YVCoUQF/h1h0rABeT3+4W4xEBvWGBZXFwcnZ2dgggWiCUMuNpCQkLw+Xy4XC6MRqNwbD09\nPahUKqHHTCKRoNFoMBgMdHZ2kpqaSn19PVFRUZjNZkGki4mJYfjw4aSlpdHQ0EBERARXrlxhcHCQ\nxMRERo8eTXl5OXFxcUKPVXh4OCkpKfT09NDa2opUKsVmszE4OEhvby/Z2dl0dnZiNBo5c+YMTz/9\nNDt27MBgMNDc3ExsbKzQI/XAAw9w+vRp+vv7efbZZzEajej1ekJCQrhw4QKxsbGoVCouXLhAeHg4\nOTk5VFRU0NbWxuTJkyksLKSqqopt27axYcMG9u/fz7lz52hpaeGrr76ioqJC6NjKz88XrsXOnTu5\nfv06aWlpyGQyqquraW5uJjg4mNjYWEHUcjqdtLW1YTabhWum0+mIi4sjMzMTvV6PRqMRIgEDcY6B\ne+e7IuA0M5lMFBUVERoaitlspq6ujuvXrxMaGsqECROEzyOtVotUKqWtrY2IiAiioqLYt28fe/bs\nITw8nIyMDMGJ1NfXh0qlEpyrSUlJhIeHYzabARgYGBgiQDscDgwGg3CfqlSqIc5LtVotdLwFus8C\nj4AoHOjf+6670P4egfEXGKt+vx+dTodGoyEoKIj+/n4AIXpw0qRJVFZW8uCDD1JRUcG7775LRkYG\nWVlZVFRU8Mc//pGjR4+yd+9eJk+ezOOPP87JkydZvnw54eHhaLVaXC4XS5YsYdiwYRw7dozFixeT\nk5OD0+nks88+4/z58yxevJgRI0YglUq5dOkSGzZsQKPRcNttt5GUlCTGF4qIiIiIiIiIiPwg+GcF\nL8kPKfIBQCKR+H9o+yQiIiIiIiIi4vP5uHjxIuXl5Xi9XsrKyhg+fPi32r3lcDj44osv2L59O0aj\nkSVLljBq1Kjvtd+rpaWFTZs2MWrUKMaNGzdkMnRgYIAnn3ySjo4OJk+ezLPPPsvtt99OZGQkO3bs\nYO3atZw4cYKYmBg0Gg0XL15k2bJldHd388orr+Byubh+/ToajYbm5mbMZjOFhYUkJyezefNmZs+e\nzaRJk+ju7ubOO+/kpZde4pVXXhHcB5mZmXR3d7No0SKefvppbDYbY8aMISsri6eeeors7GyamppI\nS0ujra1N6BwaGBigra0Nm81Geno6EydOZN26deh0OgwGA36/H7PZLMQa6nQ6FAoFCQkJghPs/Pnz\nDA4OChP0cXFxdHd3Y7VakUgkDA4OEhwcjMPhwOv14vF4hEn6G51hgQn7QJxcZ2fnkMl6mUwmuIIC\nE/0ymQy32w0gOLyKi4s5efKkINQFBICA00ylUmGz2XC73ZhMJmJiYrhy5Yrg4AoIfoFeMp/Ph0ql\nwmKxCIJaQ0MDEomEiIgI1Go1a9eu5bnnnmPMmDHs3r0bs9lMSkoKzz//PCtWrCA8PJyWlhakUilq\ntZqEhATsdjt1dXXC5LxMJmNgYICCggIAwsPD8Xg81NTUCPGXDoeDpKQkTCYTBQUFxMbGsnnzZgYH\nByktLaW5uRmTyYTFYsFisbBo0SIAWltbmTNnDvv27eNPf/oTGo2GSZMmCc4ruVyOyWQiLCxMcL8c\nOHAAm82GSqVCLpdjtVqZPHkyeXl5nDlzhiNHjrB582aOHz/Op59+Kgibgfuir6+Prq4uoSPNaDQK\nbriAYNPX1yc87/f7MRgMqNVqrl27Rk9Pj+BW+p/+ThQcHCyIqD6fD6VSicFgID4+HrVaTUNDA83N\nzej1eubNm8eTTz6JxWLhrbfe4tChQ3R3dwtxoQkJCQCkpqZy9913I5FIWLt2LRUVFbhcLkEoC/TJ\nWa1WQRy+0aHo8XgwGAx4vV6sVityuRyNRoPT6USj0SCRSAQXZKATCxgiJgc+o77v75QqlUpwpQXO\nc2JiIjabjXnz5rFv3z60Wi1tbW2sXLmSY8eOUVZWxvjx41m+fDkmk4kpU6awf/9+nnjiCZqamti5\ncydTp07lscceY/fu3Tz22GOkpKQwODiITqdjzZo1NDU14ff7ufXWW9HpdNTX1/Ppp5+SlZXF1KlT\nBSfmzp076erqYtasWSQnJ3+v50pERERERERERETk6/x/ySL/8K+xRMFLREREREREROQfwO/3c/Xq\nVcrLy+nt7aW0tJT8/Pxv1Y3V0dHBpk2bOH78OOnp6SxdupTExMRvbf3/KDabjY0bNxIcHMy8efOG\n9Hp5PB6effZZzp07x9y5c/njH//IzTffTHZ2Nh9//DG//vWvqaqqIi4uDplMRkNDA0uXLqWxsZE3\n33wTr9fLlStXMBgMXL9+HavVSmlpKW63m6qqKlasWEFwcDCJiYkUFBTws5/9jN27d5OamorL5SI5\nORmr1cqECRN45plniIqKIiYmht///vecPHmSn/3sZ0gkEkwmE1qtlvj4eHp6evB6vdTW1qJSqfjJ\nT37CBx98gN1uR6/Xk5iYyJkzZwS3lFqtxuv1MmXKFE6cOMHEiRP58MMPhWjAgHAyMDAgOJYCywJi\nV8Bp9X8TvPR6veB0+XpXFyAIIDcKXhKJRHC0REZG0tbWJri/buz4CgkJEeIEdTqdICK0t7ej0WgE\n4SnwvMFgoLu7m7CwMBobGxkxYgQ1NTXCMWk0Gp555hleeukl8vLyqKys5MqVK4SFhbFx40ZWrVqF\nVqvFYrEgk8mIiIiguLiY7u5uvvjiC6FXDf7W6VRSUoLRaCQvL4/BwUE++eQTrFYrCoWC/v5+goKC\nAIiLiyMiIoK6ujoyMzNZtGgR1dXVJCcns3v3bhQKBTNnzqSyshL4m/iybt06qqurycvL40c/+hFB\nQUHCuXc4HHR3d9PY2EhlZSVNTU0olUri4uKIiYkhLCyM8vJyWltb0Wg0hIWFERQURGNjIz6fj+zs\nbEaMGEFcXBxSqZQdO3Zw5swZZDKZIOjd2NUUuH59fX2CmOP3+wWhKSQkROhxu3z5Mj09Pf8joo1G\noyEiIgK/3y+IogFBViaToVKpyMrK4s4776SkpIQXXniBjz/+mIGBARISEpg4cSLx8fFcuHCB2tpa\n+vr66O3tJTExEaPRiNVqRa/XC118X375JW1tbchkMkJDQ9FoNEKHXE1NDV6vd4iA63A4UKvVqFQq\nuru7gb9FwDqdTlQqldB7BcKX4G/8OyBCfp/fK41G45CIUbVaTVRUFDqdDpVKhc/n49q1axQVFWEy\nmfB4PDz55JMsXrwYh8PBrFmzOHLkCPfccw+Dg4N89tlnTJ06lV/84hesW7eO5557joyMDPr7+0lK\nSuKuu+7ixIkTjBgxgkmTJuHxePjqq6+4dOkS8+bNIzk5Ga/Xy7Fjxzhy5AijR4+mtLRU7OkSERER\nERERERH5QSIKXiIiIiIiIiIi3zFNTU2Ul5fT1tZGSUkJo0aNQqVSfSvr9vv91NXV8d5779HY2MjE\niRO59dZbMZlM38r6/1ECE67d3d3cdtttQzpefD4fb7zxBl9++SWLFi3i2WefpbS0lLFjx7Jp0yae\neOIJTp06RXx8PD6fD7PZzJIlS6ipqeG9997D7/dz+fJl9Ho9V69eZXBwUOjzstlsPPLIIzQ1NTF/\n/nzsdjsPP/ww9fX1REdHExQUhE6nIzExkZMnT3L27FkKCwuJiYnh7bffprCwkIsXL5KYmEhXVxf5\n+fn09/czMDBAY2Mjbreb4uJilEolJ06cICQkBKPRSHNzMy6XSxAq5HI548eP5+TJkyxatIjXXnsN\nr9eLQqEQXGEymUyI55NIJEJEXcCxE+jxCUx+B1xbEolEiGl0OBxDJukVCgU+n09wsgTiCgNRcF6v\nl8jISHp6enC5XMLygIgREFz6+/uFOMPIyEgaGhrw+/2o1Wr6+/tRq9Wo1WqhrysmJob6+nqh2ykg\njISFhbFw4ULq6+uRy+V0dnZy9uxZtFotr7zyCi+++CJdXV3C9kNDQxkzZgwSiYRNmzYRHBxMf38/\nCoWC3t5e7r//fvR6PRMmTKCpqYnf/va3dHZ2Cp1W0dHR6HQ6cnNz6enp4fTp0yQnJyOXy2lsbEQu\nl9PV1UVKSgpFRUVYLBZmzpxJUlISK1aswOFw8NprrzF+/HhsNtuQR19fH+Xl5WzduhWLxYJer8dg\nMBAZGUlHRweNjY2EhYUxZ84cwsPDBVEsMzOThIQEwaVUU1NDXV2d4F5Sq9XEx8cTGxuL2+0WIjC7\nu7vp7OwU3F4BAt1yAXE0cA1DQ0NxOBy0trbi8Xi+lXFsNBoxGAwolUokEglKpVK45202G7GxsQwO\nDtLZ2YnFYsFgMJCbm0tpaSm1tbV8/vnndHZ2EhcXx80334xcLuf48eNcu3YNp9PJ4OAgaWlpJCcn\n4/F4yMvLE9xML7zwAu3t7ajVakwmk9Ad1traSmdnpxD/J5fLcTqdSCQS9Ho9PT09eDwetFqt0P8n\nkUhwOp3AUKEr4GwMjJ3BwcFv5bz9MwRca4F9i4iIwOv1MmnSJE6dOsXAwAAymYxbb72VEydO8PTT\nT/Pkk09SW1vL1KlTqa6uZt68eYSGhvLJJ58wdepUHn/8cZ577jnWrVtHeno6NpuNkpISJk6cyJkz\nZ5g7dy4ZGRk0Nzezbds2YmNjmTlzJmq1muvXr7Njxw6MRiMzZ84UoiZFREREREREREREfoiIgpeI\niIiIiIiIyPdEe3s7hw8f5urVqxQVFTF69GihD+pfxev1cvToUdavX4/b7WbRokVMmTIFpVL5raz/\nH8Hv93PkyBGOHz/Oj370I+Li4oYs27x5Mx9++CG33norf/3rX8nOzubmm2/mgw8+4Be/+AUXLlxg\n2LBhghPqjjvu4Pjx42zatEkQvQJRakqlkqlTp7Jz504iIyN58MEHqamp4Z577uHzzz/nt7/9LVKp\nFIVCQXp6OhaLhQULFrB27Vrkcjk5OTmsXr0aiUTCXXfdhd/vJzg4GI1GQ2xsLFarFZfLRUNDA0aj\nkZUrV/L6668jkUgIDg5GIpEInVUAWq2WyMhI+vv7KSgoYN++fTidTvx+P2FhYfT39wtOnoDTKuBG\nCfR4BRxeN8bgBSLYDAYDLpcLl8s15Jzf2N8F/x1hGBDYvF4vw4cPFxxYEokEmUwmTPoHBQXh8Xhw\nOByoVCqUSiVKpZLu7m6hY0yhUAjPK5VKvF6vIMKEhYUJnUvh4eEMGzaM0aNHU1lZSVBQEEeOHAHg\nkUceoaamhuPHjwvOltDQUIqKijAYDHzwwQcEBQXhcDiQy+XYbDbuv/9+hg0bxpIlS+jo6OCuu+4S\n+tPcbjdpaWmYTCYmTZrEgQMHOHbsGCNGjGBwcJCBgQFcLhfNzc1kZWUBfxuH4eHhXL58mWvXrhEe\nHs6dd95JTk4OmZmZpKSkCP17nZ2dPP300+zZsweDwcDIkSMpKSkhJCSE5557jp6eHubNm0dsbCy7\nd+/m7NmzKBQKUlNTCQ4OJiQkhN7eXg4fPozb7SYjIwOVSkVoaCgGg0EQIJ1OJx0dHbS1teHz+TCZ\nTIIrz+/343Q6hwilgY6qgGipUCgEEb27u/tf6qYKrEulUgm9ZomJiRgMBmJjY/H5fJw5c4a2tjYh\ngs9sNtPb24vf7xeu/eDgILt37+b69etERUVx7733MnPmTLZt28b27dtpa2tjYGCA9PR0oqOj8Xq9\njB49mokTJ/L+++/z4YcfCt16RqNR6OcKdMC53W7h/AwODqJSqQQxLeCKk8vlKJVKwSn4fxO9bow9\n/C75eo+YXC4nMjJSEMclEgmtra0sWLCAixcv8qMf/Yjq6mq2bNnC6NGj6ezspLi4mJycHLZs2cK0\nadN49NFHefTRR9m9ezdJSUk4nU7mzZtHWFgYNpuNxYsXYzQaOXjwIKdOnWLmzJlkZ2djt9vZs2cP\nV69e5aabbiIrK0vs6RIREREREREREfnBIwpeIiIiIiIiIiLfMxaLhSNHjlBTU0N+fj5jxowZ4oT6\nV7Db7ezYsYPt27cTEhLC8uXLycvL+14mLi9dusRnn33G9OnTycvLG7Lsyy+/5K9//Su33HILb7/9\nNrGxsSxatIh169bx6KOPUlNTQ0JCghD9t3jxYr766is+//xzfD6f4DxqamoiLCyMsrIyPvroI0aP\nHs2CBQvo6enhtttu49e//jUbN24kLi4On88n9GvFxMTw4YcfkpqaSmRkJBs2bGD69OmcPHmSmJgY\n+vr6yM3NxW63MzAwQH19PRKJhNmzZ3Pu3Dk6OjrQ6/XExMRQU1MjRL0FoguHDRsmiGHt7e14vV5M\nJhNOpxO9Xo9araaxsRGJRIJKpUKhUGC32wUB4UbB60aHSlBQEDab7RuT80qlUugBkkqlgjgSeJ9E\nIiEyMpL29nbhXgi8RiaTCR1YLpcLg8FAWFgYzc3NgmAW6LPSarXo9XosFguRkZE0NjaSmprK1atX\nhZ4pvV7PI488wjvvvENWVhZ79uxhYGCAefPmkZCQwLp164iKiqKjo4Pg4GBGjRpFVFQU7777Lnq9\nXhB37HY79913H6mpqdx+++1cuXKFFStWCA43lUpFRkYGubm5LF++nJdffplr167x05/+lPLycgYH\nBzl58iRWq5XRo0dz9uxZfD4fSUlJ7NixA7PZTF5eHgUFBXg8Hvr7++nr68PlcqHT6XC73Vy4cAGv\n10t2djZFRUXcdNNNbNq0iQMHDjBt2jSeeOIJamtreeutt5BKpaxcuZJRo0ZhNps5ePAg//Vf/8X1\n69eJjo4mIiKCyMhIRowYQVhYGB6PB5vNRl1dHdeuXUOpVJKQkCAIjQH3lMPhoK+vT4jYVCqVQnfY\n4OAgLpdL6IALoFAohPvm7xEQggJ9WAECXXBhYWFERkbi9/uJi4sjNDSUmJgYgoKCBNeXzWYTIjC7\nurpQq9X09vbS09PDwMAAubm5LFy4kOjoaP7whz+wd+9e1Go18+fPZ9WqVezfv5+tW7fS1NTEwMCA\nMBalUimTJk0iJyeH559/ngMHDjA4OIjRaESr1WI0Gunt7cVsNuNyuYTjDgh/MpkMh8MhjIPA+bDb\n7cJ4CHyP/Lrg9F0TuAYBAhGOBQUFXL16le7ubpKTk4mIiCA8PJyRI0fym9/8hrS0NGQyGcOGDWPc\nuHFs3ryZ6dOn88gjj7B69WrOnDlDdHQ0MpmMu+66C4vFQkJCAjNnzsRqtfLxxx9jMBiYM2cOer2e\n06dPs3fvXnJzc5k0adK35kAWERERERERERER+Z9GFLxERERERERERH4g9PX1UVFRwZkzZ8jKyqK0\ntJTQ0NBvZd1ms5kPP/yQyspKcnNzWbp06RCn1XdFR0cHGzZsIDs7mylTpiCVSoVllZWV/O53v2Pq\n1Kl8/PHH6HQ6VqxYwbvvvssjjzxCXV0diYmJWCwW5HI5Cxcu5OOPP2bfvn243W7a29txOp20tLSQ\nkpJCamoqX3zxBQsXLiQtLY3ExETS09NZs2YNZ8+eFaINNRoNeXl5bN68ma6uLgoKCrjpppsoKipi\n5syZeDwegoOD0Wq1REVF0dvbK0ywx8bGMnbsWD777DNMJhMGg0HYD4lEIsSojR07losXLxIbG8uJ\nEyfweDzo9Xq8Xq/gDGtubhYiDTUaDTabTXB1AN8QvALxdV938AS2G3B4SaVSpFLpECEjKCiIgYEB\nIeIwsH6/349OpwMQXFUBh5fFYhG2r1QqkclkghAUHBxMS0sLQUFB2O12BgcHkUqlBAUF8fDDD7Np\n0yaysrIoLy+nq6uL3Nxc7r77bp588kmGDRtGc3MzJpOJvLw8UlJSePvtt9FoNIJrx+FwcO+995KZ\nmcltt93GiRMnuPfee1GpVPT29hISEkJKSgplZWXcdNNNPP300+j1epYtW8bevXuJiIhg9+7dpKWl\nMXv2bA4cOEBpaSlms5kHHngAtVrNQw89hFKp5Pr160LMI0BnZyeHDx/GbDajUCiECEOv10t7ezsm\nk4klS5ZQWFjIvn37aG1t5ZZbbmHBggWo1WrMZjNr167l0KFDjBgxgvz8fCHyD6ClpYWmpia6urro\n6uoiJCSEyZMnk5WVJYhggUdDQwMnTpygsbERjUaDTCaju7tbeG/AFRgQdwJ9WwGx8+99X1IqlUyZ\nMoWCggJB6HC73SgUCoYNG4ZWq8XhcKDRaIiOjkahUCCVStFoNGRmZlJYWEh+fj5RUVFC5KLb7aa6\nuppTp05x5coVXC4Xly9fpre3V4jGmzJlCuvXr2fjxo3Y7XbGjRvHQw89RE1NDZs2bRLiDpOTkwkP\nD0ej0TBjxgwMBgPPPPMMtbW1wN96twIibn9//5Duu4CrMRDBCf8d96lUKnE4HP/qR9q3yo3OMolE\nQlhYGCaTCbfbzeDgIE6nkxkzZtDc3MxPfvITHnzwQYKCgoRzP2fOHDZv3sy0adO47777WLp0KS0t\nLZhMJkJDQ7nttttoaGhg2rRp5Ofnc+zYMcrLy5kyZQqFhYV0dHSwfft2/H4/s2fPJioq6ns+IyIi\nIiIiIiIiIiL/GKLgJSIiIiIiIiLyA8PhcHD8+HFOnDhBcnIyZWVl38rEo9/v59KlS7zzzju0tLQw\nffp0FixYgMFg+Bb2+v8dh8PBRx99JIhWN/YSXbp0iV/+8peMGjWKgwcP4vF4uPfee3n33Xe5//77\naWhoICkpCbPZLDgS1q9fT0VFBf39/fT29mK1Wuno6KCgoACACxcucP/99+NwOJg3bx4NDQ389Kc/\nxeFwoNPpSEpKore3lylTpvDcc88RHh5ObGws77zzDvfddx979uwhIiICu91OTk6O0GtVX1+PQqFg\n+fLlbNmyBbfbLUTPdXR0CGKVQqEgPz+fS5cuMXXqVDZu3AggHHdoaCgul4uuri4hdi3QQXSjw8vv\n96NSqYT4QplMRlhYmLCtAFKpFIlEIkyc3/j/wIR6UlKS4IoLvCYgmplMJiH6T6fTERoaSktLiyC8\nBTrIAv1dAwMD+P1+XC4XJpNJEODCwsKYMmUKZrMZrVbL5cuXaWhoIDo6mmeeeYZHHnmEuLg4mpqa\nMBqN5OTkkJOTw9tvvy1EMgaiHdesWUNubi6LFi3iyy+/5Oc//zk6nY7u7m7i4uJISEhg7ty5pKSk\n8Nvf/pbRo0dTXFzMiRMnUCqVHDp0iPnz5xMaGsqlS5dYsGABzz//PBs3bmT27Nm8/vrrKBQK4G/j\npLe3l7a2NjZv3sy6devo7+/HZDIRHh5OdHQ0p0+fxmKxkJaWRkpKCnV1dTQ3N6PVasnIyCA9PZ2Y\nmBguXLhAZWUlw4YNY8KECRiNRqZMmUJ2drbgLLp69Sp79+6lv7+fjIwM5HI5ra2ttLW1YTQaiY2N\nRS6Xc/36dRwOB2VlZYwcORKFQoHFYuHo0aNUVFQI3VYWi4Wamhpqa2vp6urC6XQKsZdfdy/J5XKm\nTZvGihUrhOfeffddvvrqK0HUSktL46abbiIvLw+v10tnZ6fQ1yaVSunv78dms5GVlUV2djZJSUlD\nhOyuri7OnDlDZWUlPT09tLS00N7ejsvlYuTIkUK326uvvsr169fJzMzkwQcfxOl08uGHH3L58mUc\nDgdJSUmEhoaiVCrJzs7m0qVL7NmzB7vdjlqtxmg0otfrcbvdmM1mweEYuGcDEYc3Rj/eGOP597jR\n/fVdExhfqamptLe3Y7VaGTduHJ2dnaxevZpnn31WOO9ut5vFixezZcsWpk+fzrJly1iyZAn9/f1o\ntVoyMzOZOHEiVquVxYsXo1ar+eSTT/D5fNxyyy3odDoOHDjA2bNnmTx5MoWFhWJ8oYiIiIiIiIiI\nyL8louAlIiIiIiIiIvIDxeVyUVVVRUVFBdHR0ZSVlTFs2LB/eb1er5fy8nLWr1+Pz+fj9ttvZ+LE\niYKj5bstfUStAAAgAElEQVTA6/Wya9cuGhoauP322wkJCRGWNTc38+ijj5KUlERNTQ1dXV088MAD\nrFu3jjVr1tDU1ERycjItLS1EREQwbdo03nrrLc6dO0d3dzdut5u2tjb6+voYO3Ys9fX1uFwuHnnk\nEZqamli5ciWvvfYar7zyCqGhochkMuLi4lAoFPT19XH06FFyc3MZNWoUK1euZMyYMbjdbkJCQtBo\nNEL3TWDiPycnB7lczsWLF9Hr9URGRlJXVycITCqVipCQENxuN6NGjWLnzp14PB4UCgUKhUIQmAIC\nl0wmIygoCIvFAvz3pLvf7x8SeSaTyQgNDaWzs3PIpPyNnV/wzZg2iURCeHg4HR0dgjMGEFwvSqUS\nu90uCB5yuZyenh7B3RXYb71eT39/vyCIxcXF0dLSgs/nIygoiLi4OIqLi4WIx3PnzqHT6XjhhRf4\n1a9+RUhICO3t7YJTqKCggHfffRepVIrX60UikeByuVi9ejUjR45kwYIFfPjhh/zud7/DYDDQ1dVF\namoq8fHxLF26FJvNxhtvvMEdd9wh9G21tLTQ2NjIqlWrqK+vR6vVUlBQwNKlSzGbzfzlL39h4cKF\n37g/Gxoa+M///E+OHz8uRMdNnTqV8vJyPv30U1JSUpg7dy7nzp3jwIEDgqgZFBSE1Wqlvr6euro6\n/H4/RqMRpVJJWloahYWFpKenk5GRgVqtpqqqCofDwaRJkwQR7MYxUlVVxc6dO4WoTp1OR1RUFMHB\nwXR3d9Pa2kpOTg6lpaXExsYOOQa/38/p06f5+OOPOXLkCJ2dnYLzK3C/2Ww2HnroIfLz84X3nTlz\nhm3btvHCCy9w7tw5ysvLaWhoQKPRkJ6ezvTp0yksLBTiFwP7FogJtNvtf1f88vl8XLlyhVOnTnH6\n9Gn6+/upr68XetvmzZtHTEwML7/8MlVVVYSHh7Ns2TJBfK6ursZutxMcHExkZCQJCQksWrSIEydO\nsG7dOmw2G1qtFq1Wi06no7OzE7vdjsfjEQTfG8dF4FwrFIohMYLfF18X14KCgggODsblcgnHHRsb\nS35+PhcuXODcuXPk5uZis9m488472bZtGzNmzGDOnDn8+Mc/BkClUjFu3DiGDRtGWFgY8+bN49Kl\nS3z55ZeUlpZSUlJCXV0du3btIjExkenTpwsOTxEREREREREREZF/R0TBS0RERERERETkB47H4+HM\nmTMcOXIEo9HIuHHjSElJ+Zd/gW+32/nss8/YsWMHERER3H333eTk5Hynv+w/efIk+/fvZ+HChSQn\nJwvPW61Wfv7zn6PVaunq6qK+vp6HH36YDz74gB//+Me0tbWRnJxMY2MjCQkJlJWV8dJLL3HlyhXa\n29sBaGpqYnBwkAkTJnDo0CHi4+NZvnw5druduXPncv/993Pw4EGio6MxGo2oVCqKi4t54403kEgk\npKen85vf/IbXX3+dzZs3ExoaitPpJD09Xei3unbtGlqtljvuuIP169ej0WgICgqis7NTiDVUKpUo\nFAri4uJQKpVcvnxZiFfT6/UoFAr8fj89PT3A3/5AN5lMguAVIOD+CjhSAsKY1Wr9huB1Y3/Tje8B\n0Gg0QsxdQPAKiAB6vV7ogdJqtUJUoVwuFyIPA51RUqlUiDrU6XQMDAzg8XhQKpWYTCZWrVrFtm3b\niIyM5OjRo0gkEn7zm9/w1ltv4ff7sVqtqNVqUlJSGD16NOvWrRO2ATA4OMiqVasYPXo08+bN48UX\nX+Tll1/GYDBgtVrJyMggOTmZ1atXc+jQIfbv3899991HXV0dMpmM48ePExQUxKJFizh69CilpaVU\nV1ezdu1aUlNT2bp1K+Hh4UPOscfjYd26dbz44os4nU7y8vIoLS0lLCyMV155BYBf/epXpKam8uqr\nr9LS0sLixYspKSnBarWye/du3nnnHbq7u4mIiECv1xMVFYXRaMRutwtdV83NzQwMDBAbG8uIESNI\nTk4mPT2dzMxM4uLiuHbtGuXl5bhcLsaNG8fw4cORyWQ0Nzeza9cuTp06RXBwMHq9HolEQkxMDHFx\nccTGxhIaGsrly5fZtWsXra2taLVapkyZwpgxY1CpVNTX17N//372799PZWUlo0aNYvny5cI5eO+9\n96ipqaG0tJTc3FyKi4tJTU3l+PHj7N27l6qqKjweDxEREZSWljJlyhTkcjnXrl2jvr6eoKAg5HK5\n4BLMzMwkJydniPhlt9s5d+4cx48fp6GhgZaWFsxmM16vlzFjxjBu3DjWr1/Pvn378Pl8jBgxgnHj\nxnHq1ClqampwOp3ExcURFhZGfHw8kyZNYuvWrXz11VcMDg6i0+lQqVS43W6sVqsgdgW2L5VKhfs/\nMEYCsY8/BKRSKTqdjujoaKxWKwMDA5SUlODz+Rg2bBhbtmwhMzMTh8PB7bffzo4dO5gxYwZlZWU8\n+OCDqFQqNBoNs2fPRiaTUVZWRl5eHtu3b8dqtbJgwQKUSiU7d+7EarUya9YsEhMTv+/DFhERERER\nEREREfmXEQUvEREREREREZF/E3w+H9XV1ZSXlyOTyRg3bhyZmZlD4sP+GcxmM+vWrePkyZOMHDmS\npUuXfqfdLQ0NDWzZsoVx48ZRXFwsTEI7HA5+9atf0dfXh8/n49y5czzyyCNs3LiRpUuX0tnZSUpK\nCteuXSM9PZ2RI0fyl7/8haamJiGCr7GxEaVSSWlpKbt27WL8+PGUlJSQlJREREQEq1ator29HYPB\nQGJiIg6Hg+zsbNatW0dCQgKZmZk8++yzFBQU0N/fL3R5BQcHY7fbaW1txe12U1ZWxuXLl+np6cFg\nMCCTyejq6gL+u1MrLy+P1tZWYb8C7h+PxyN0UQWEqkA31438PcFLr9fT29s75HVfF7y+7vCKjo6m\nvb1dEJYCr5fJZGg0GkGYUavVyGQybDabEKUY6PQKvE4ul+NwONDr9ULnWHBwMEuXLmXPnj0kJCRw\n+PBhnE4ny5Yto7a2lqamJpxOJzKZjMTERMaOHcvGjRuHuGw8Hg8rV66krKyMmTNn8tRTT7Fhwwa0\nWi02m43s7GwyMjJYvXo1b775Jh0dHfz4xz/m+PHjaLVaDhw4QFlZGSkpKVy5coVZs2bxi1/8gsOH\nD7NmzRqefPLJbwi7ly9f5pe//CWnT58mOjqaoqIiJk6cyNatW6mqquLWW29lzZo1bN68mf3791Na\nWsrdd99NSEgIdXV1PPHEE5w/f56RI0eSnp5OdnY2ubm5DAwM0NnZSU1NDQcPHqS9vZ34+HhMJhO9\nvb0MDAwIbraOjg5sNhsmk4nCwkJKSkoEN9iFCxdob2+nuLiYUaNGodVqgb+JRy0tLVRXV3Pw4EEq\nKysFYWTq1KlMmDCBpKQk+vr6qKqq4tixY0K8oUaj4YUXXqCsrIzc3FzOnj3LwYMHmTlzJpGRkXg8\nHjo7O+nt7SUxMZH8/HyKiorw+/3s3buX8vJyWlpa0Ov1DB8+nGnTphETE0NHRwd1dXUoFApUKpUg\nhmZlZQ0Rv/x+P62trZw6dYpDhw5RX1/PpUuX6OvrIywsjBkzZjA4OMgXX3xBT08PJSUlzJw5k717\n91JZWYnD4SAmJobQ0FASExOJjIxkw4YNNDU1IZFI0Gg0GAwG7HY7DodD6JYLxBoGxpJEIhGchT8E\nAp8xAXdXRkYGADNmzOCVV14hNjYWn8/H/PnzOXToEDNmzCA1NZWnnnoKjUZDSEgIc+bMwe/3c+ut\nt+J0Otm+fTv5+fmMGzeOyspKKioqGDNmDGPHjhV6/ERERERERERERET+3REFLxERERERERGRfzP8\nfj91dXWUl5czMDBAWVkZI0aM+JcmLf1+P7W1tbzzzju0trYya9Ys5s+f/53FW1mtVjZs2EB8fDwz\nZ84UjsXtdvP73/+euro6TCYTR44c4T/+4z/45JNPuO2227BarSQnJ1NfX09+fj4ZGRn86U9/wmw2\n09TUBPzN6RUeHk56ejrl5eUsWbIEvV7P3Llzqaio4Mknn0StVqNSqYiOjiY0NJTTp0/T3NxMTk4O\nq1ev5uTJk7z66qsYDAa8Xi+pqak4HA4cDgetra0EBwczcuRIysvL0el0hISE0NDQgM/nE1xeKSkp\ntLW1kZ6eTkVFBX6/H61Wi9frRavVYrfbcbvd+P1+oYvp69foRjFLqVQK8XQ38nWB6+uEhIRgsVi+\n4e5Sq9VCF5darSYoKAiz2SxsUyqVIpfL0Wq1uN1ujEYjHR0dRERE0NHRgc/nw2QyUVRUhN1uR6fT\ncfbsWSwWC2PHjiUqKopDhw4JQkdcXBxlZWVs3bp1yDF4vV7uvvtuJk+ezNSpU3n44YfZvXu3EOeY\nnZ3NyJEjueWWW3j22WeJjIxk6tSpnDt3DofDwYULF7jjjjvo7u4WXDL33HMPEomE999/n+Li4iHn\nY3BwkNdff51XX30Vn89HQUEBkydPxmKxsH79epKTk3n66ae5fv06H3zwAWFhYdx3331kZWVhsVh4\n6qmn+PLLL0lPTyc/P5/09HSmTp1KZGQkAJ2dnRw4cIDr168Lbq1Az5zZbKaxsZFjx45x+fJlFAoF\nISEhDA4O4vV6sdlsdHR04Ha7iYmJIS8vj7S0NNLS0oa4wfbt28epU6eQSqWMGTOGvLw85HI5TU1N\nnDx5krNnz2Kz2TAajYSGhjJ+/HgmTZpEbGwsTU1N/PnPf+bMmTPk5OSwYMEC+vr6OHPmzJCeN7Va\nzeDgIJ2dnXg8HjIyMigoKCA9PV3oITt37hw+n4+4uDgmTJjAiBEjcLlcXL58GbfbLbiu/H4/WVlZ\nJCQk4HQ6qaur4/r168jlcvr7+zGbzXR0dNDe3i6I+2FhYWzbto36+npSU1OZPXs2J06c4OjRo9jt\ndrRaLREREYJj7v3338dsNqNQKNDpdEilUqxWK263e0is4dfjPn8I3yl1Op0giCqVSuLj4ykrK2Pj\nxo2o1Wo0Gg3Tp0/n5MmTTJ8+naCgIF5++WW0Wi0JCQlMmjSJsLAw5syZw5EjR2hoaOCWW27B5/Ox\nY8cOgoODufnmmwkODv6+D1VERERERERERETkW0UUvERERERERERE/k3x+/00NDRQXl5Od3c3Y8eO\npbCwEIVC8U+v0+PxUF5ezgcffADAXXfdxbhx474TB4DL5eLjjz/G6XSyePFiQWzz+Xy8+OKLlJeX\nExcXx969e7n//vvZuXMnt9xyC3a7neTkZC5fvszo0aOJiYnh+eefx2Kx0NzcjMfjobm5mZSUFNRq\nNVevXuWBBx7AZrOxdOlSnnrqKbZu3UpkZKQQxzZq1CjeeOMNgoKCSEtL480332TUqFH09vYSFBSE\nTqcjKCiI/v5+WlpaAJg7dy579uwRXE4Wi0WINVSpVBiNRnw+H/n5+ezZswefz4dKpRKWezwe7HY7\ngDDZHeDrbiz4W/eQVCrF5XINOY83Cl5fn8APxCfe6GwJLNfr9djtdvx+PxqNBolEgsPhEIQmmUyG\nWq0W1mG32wXnl9frRaVSERMTw8iRI7l+/TqdnZ00NTWRkJDAnDlzWL9+PWq1GrfbTVRUFGVlZXzx\nxRf09fUJ++z3+1mxYgU33XQTY8eOZdWqVVRWVgoOnOzsbCZNmkR+fj7PP/88EyZMIDIykvb2dkFU\nue222zhz5gxjx45l586dvPnmm4wfP55169ah0WiGnKsLFy7w2GOPcfHiReLj4xkzZgwjRozgnXfe\nwWq1Cv1Wr732GhaLhbvuuovp06fj9Xp54YUXeP/99wkNDWXMmDEkJCQwffp0kpKSALBYLBw8eJAr\nV64wduxYioqKUCqVwrYHBwepqqri6NGjhIeHU1xcjFqtpqWlhaNHj1JRUUF/fz8mkwmj0UhfX58Q\nezk4OEhXVxc9PT3I5XIiIiIYP348M2bMoLCwEK/Xy6lTp6ioqMDhcODxeIiKiiImJgaVSoXZbKa3\nt5eoqChiY2OFh8lkGuJ8GxgYoLGxkYsXL3LmzBmuXr2Kz+fD6/WiVCoFAUyj0ZCTk0NeXh5arZaT\nJ09y9OhR2tvbMZlMFBQUMGbMGPR6PTU1NVy5coWenh56e3uJiIigpKSEyZMnk5GRgUwmw2q1cvr0\nacH1de3aNSECMikpicOHD1NXV4dOp2Ps2LHI5XIqKyvp7+8nIiKCiIgICgsLsdvtbN26lf7+flQq\nFWq1WnBNBcaR3+//wQhdgNDr53a7cTqdZGVlERUVRW1tLX19fYSEhDBmzBguXbrEtGnTcDqdfPTR\nR+j1ekaMGMHw4cMpLi4mJSWFzz//nJSUFEpLSzl48CANDQ3cdNNNZGZmfqfRtSIiIiIiIiIiIiLf\nFaLgJSIiIiIiIiLyv4CWlhYOHz5MY2MjJSUlFBUVoVar/+n12e12tm3bxvbt24mPj2flypVCrNb/\nJH6/n3379nH+/Hluv/12wSXj9/t5//332bJlC+np6ezcuZNVq1Zx4MABZs2ahcvlIikpibq6OiZM\nmIBer+eFF16gp6eH1tZW7HY7nZ2d5Ofn09bWht/vZ82aNfh8PiZPnszy5csFF1lcXBxerxeNRsPB\ngwdJT09n7ty5QgdVQDRJSUnBbrdjs9no7OwkMTERuVxOc3MzOp0OmUwmuLQCfVfR0dEYDAbOnz+P\n2+1GLpcjk8nQarX4fD5B5DIYDELPV+D4gW84vLxe75AYtq9P3H/9/8HBwVit1m8sDwgxbrcbpVKJ\n0Wikq6triLtLoVCg0WhwOp0oFArsdjtqtZqBgQGkUikmk4nFixdz6NAh5HI5NTU1GI1GHnzwQf76\n179iMBiw2WxERERQVlbGvn37sFgsQwS65cuXM3fuXPLy8liyZAl1dXV4PB50Oh0ZGRksXLgQqVTK\n+++/zx133IHFYmFwcJBjx46RmZlJYWEhV69eZfz48Tz00ENcvXqVp59+mrvvvnvIfeZ0OnnxxRd5\n5513kEqlFBYWMmPGDCorK9m3bx9TpkzhoYceYsuWLVRUVDBlyhSWLVuGXq9n8+bN/OUvf8Hj8VBW\nVkZCQgJTp05l+PDhSCQSent7OXToELW1tYwePZqSkhJUKtWQbZ84cYJjx44xbNgwxo0bR0xMDP39\n/VRWVnLy5Ekh6jE2Nha73U5HRwcdHR1UV1dz4MABTp8+jdvtRq/Xo9frBUHaZrMJnVUhISFEREQw\nduxYbr75ZgoKCpDL5cJ+uFwuWltbaWlpER4ej2eIABYbGytEJwb2vampiYsXL3L69Gnq6+vxer04\nnU5BGO3u7iYyMpLc3FySkpLo6enhq6++4ty5c7hcLsENGRDn29vbUSqVeDwe5HI5w4cPJycnR+iU\nOn78ODt37uTQoUO0t7fjcrkwGAxMmDABi8XCkSNH8Pv9jBkzBo1Gw4EDB4RIxOjoaEaOHEltbS3l\n5eVCx5xSqcRms31j/PwQUKvVguMzPDycsLAwFAoF1dXVREREMHz4cNrb25kyZQotLS3s378fo9FI\nWVkZiYmJzJkzh7a2Ns6fP8/s2bOx2Wzs37+fvLw8Jk6cOER0FREREREREREREfnfhih4iYiIiIiI\niIj8L6Kzs1NwP4wcOZKSkhL0ev0/vb62tjbee+89Tp06xZgxY7jrrrsICwv7Fvf473P+/Hl27tzJ\n3LlzyczMFJ7fvn07r732GllZWezYsYMlS5Zw4sQJpk2bhtfrJSkpiUuXLgkunJdeeom+vj46Ojro\n6emhr6+PkpISTp06RWpqKjfffDNpaWn4/X5+8pOf4PP50Ol0REREEB8fz+7du3G73WRkZPDSSy8x\na9YsOjo6MBqNaLVa9Ho9DoeDlpYWFAoFN998M7t370ar1WIwGGhpaREcJAqFgvT0dMGp09PTI8Qd\najQavF4vfX19AIIT6uvRhDeKQwGHzT/yN7DJZBJcQjei1WpxOp34fD5BKA30bHm9XqG7C0ClUmG1\nWgkKCqK3t1foIps1axanT58mNDSUkydPIpVKefzxx3nllVfQarWCO6W0tJSKigrMZjNyuVwQ1JYt\nW8aCBQtITk7m9ttvp6WlBbfbTWhoKJmZmSxfvpzTp09TWVkp9IG53W5OnTrF7Nmz8Xq96PV6/H4/\njz/+OFFRUXz00UeCcBKgqqqKxx57jKtXr5KUlMT48eMxmUx88MEHBAUFsXbtWjo6Oti4cSMJCQnc\nd999JCcnc/ToUZ566ilaWlooLi4mLS2NiRMnUlRUhFwux2azcfjwYc6dO8eoUaMYO3bsEEeZ3W7n\n+PHjnDx5ktTUVMrKyoiIiKCrq4ujR49SU1NDbm4uY8aMISQkRHif1+vl4sWLfPnll5w/fx6FQsHE\niRPJz89HLpdz5coVDh06xPHjx+nu7sbj8aBWq5HL5YK4MTg4iFwuJzY2lvT0dOGRmZmJ0WgU3D59\nfX3fEMG0Wi1xcXGCABYVFSW4SN1uN01NTdTW1nL69GnBZedwOHC5XFgsFiwWC+Hh4eTm5pKYmIjF\nYqGqqoquri7CwsIoKCggOzt7SLddZ2cnNpsNpVLJsGHDGD16NImJifT09FBeXk5VVRUNDQ24XC5S\nUlIICgqisrKS7u5usrOziYmJ4fDhw/T29hIcHExsbCwjRozg0KFDXL58WbiPfT4fDofj/zcC9LtE\nIpFgMBhwu91IpVJiY2OJj4/n6NGjhIWFkZycjN1uZ8KECVRXV3P+/HlCQkKYOHEimZmZTJw4kQMH\nDhAeHs6oUaPYt28fEomE2bNnCz8eEBEREREREREREfnfjCh4iYiIiIiIiIj8L6Snp4ejR49y/vx5\ncnNzGTt2LCaT6Z9al9/vp7q6mrfeeouOjg5uueUW5syZ8y85yP5faGlpYdOmTYwaNYpx48YJk/JH\njhzhD3/4AxkZGUKsYW1tLePHj0cikQii16xZs+ju7ubtt9/GarUKvUkej4fRo0dz5MgRpk+fTkpK\nCnPmzGHTpk28+uqrBAcHExQUhFKpJCMjg40bNxIdHc348eMZOXIk/4e9O4+Our73P/6cNbNlJstk\nJwvZFwgJkJWENYAK1VYQqbVYb8W6tf5sSze72Nue29ba6vHcWrW9rVpbsWKrgmhllYQEEhIgJCYm\nk33fM5NJMvv394cn3yuKrVqsve3ncQ4HSGb5TmaGM+f74vV+f+lLX0Kr1aJUKklKSmJ2dpbJyUmc\nTidLly6lr6+Pubk5QkNDsdvtuN1uFAqFHDgsjEXs7OwE3gq3tFotgUCAmZkZ4K2xZj6f711h1jsb\nXh8k8FpoAb2z0aJSqVCr1bjdbnnf0fT0tHxfC6FcUFAQXq8Xj8eDRqPB7XbLe8hycnIIBAIYDAbq\n6+vx+XzccsstHDhwAKVSid1uJyQkhKKiIpqamujr60OlUiFJEkqlkl27drFz505CQ0P5zGc+w/T0\nNHNzc8TGxpKTk8Mtt9zCs88+i9PpZOvWrbS0tMitpx07dmCz2SgsLOS3v/0tBw8e5IYbbuDnP/85\nSqVSfpxzc3Pcf//9/P73v0er1VJQUMC6det48cUXsdls/Md//AelpaX8+te/Zn5+ns9//vOsXr2a\n3t5evv3tb3PmzBmWLl1KTk4Oq1atoqysDL1ez9zcHCdPnqShoYG8vDzKysou2n3ncDiorq7m/Pnz\n8nVDQkLo7e2lurqa/v5+CgoKKCgouOh6CwHZwYMHmZiYIDIykquuuoqVK1ei0+lobW2ltraWCxcu\noFQqMZlMlJSUkJKSgs/nY2RkhM7OTrq7u+nr62N+fh673S6HlAujCUNDQ0lJSSEjI0MOwRISElCr\n1UiSxPj4+EUB2NjYGFar9aIWmNVqxefz0draSnV1NadPn2Zqaor5+Xn5daNSqXC5XPj9frKysoiP\nj2d+fp7m5mZaWloIBAJYLBbMZjOLFi1CoVAQFhaGVqtFp9ORl5cnN7/Gxsaoq6vj1VdfpbW1lZGR\nEUwmE8nJydhsNrq7u4mLiyMxMZFz584xPT2NxWIhPj6e5ORkDh06xMTEBPBW8OVyueQxnx8njUYj\nv7diY2NJTEykvr4ek8nEokWLCAQClJWVcebMGfkxrl69mrKyMkJDQ6mvr2fdunWMjY3R1NTEhg0b\nyM/PF+MLBUEQBEEQhH8bIvASBEEQBEH4F+Z0Ojl16hT19fWkp6dTVlZGRETEh7otn8/H8ePHefrp\np9FoNHzuc5+jpKTkolDhcpuZmWHv3r2EhoZyzTXXyM2SxsZGvve975GYmMihQ4fYvHkzvb29FBUV\nodVq5dDrk5/8JDabjT/84Q9MTEzgdDoZGhpCq9WSlZVFQ0MDN910E3q9nh07dnDnnXdSW1tLaGgo\nMTExaDQaxsbGsNlsZGZm8v3vf5+7776brq4uTCYTRqMRg8HA/Pw8Q0NDGI1GMjMzaWpqQq/Xo1ar\nmZqakgOvhUAjKSmJhoYGJElCp9OhUqlQKBTyGMOFE9Tv/Hz79obXwv6st3v7CMN3jjPU6/XMz8+/\n62e8ME5uod0VCATweDzy9dVqtdw402g0zM/Po1ar5RAjKiqK3NxcxsbG6OrqYnp6moqKCnp7e5mZ\nmcHpdGIymSgoKKCrq4vOzk5UKhWBQAC1Ws2uXbu48cYbgbdGGs7NzeFyuUhMTGT58uXs2LGDRx55\nhKSkJDIzMxkcHKSpqQmr1UpZWRn9/f0sXbqUe+65h9nZWR5//HEqKioueownT57kG9/4Bv39/aSl\npVFRUcHk5CQHDhwgLy+Pr371q7z00kucPXuWrVu3csMNN+D1evnBD37AgQMHSEhIID8/n6KiItav\nX4/FYsHlclFTU0NtbS1LliyhvLwcs9ks3+fCuL033niDvLw8eYfVQig0NzdHSUkJeXl5F+3dGxgY\n4Pjx4xw/fhyfz0d+fj6bNm0iPT0du91OfX09VVVVzMzMEAgEWLZsGQUFBWRmZr7nrj2/38/k5CSj\no6MMDQ3JoVB/fz9Op1MOGBcuq9Vq5TZYVlaW/HtwcDB+v5/h4WEGBgbo7Ozk3Llz9PT04PP5SE5O\nZhsjcxYAACAASURBVMWKFZSWlsqjQQcGBmhububs2bO0trYyMzODw+HA5XJht9vx+XxERUURHR1N\nIBBgYGCAmZkZoqOjycjIIDk5menpabxeL4FAAL1ez4oVK8jJyWHRokXYbDaOHz/OkSNH6Orqwu12\nk5iYyMzMDDabDZPJREJCAjabDbvdjslkIjExEYvFQlVVldxkVCgUcoj7cdHr9Xi9XgwGAwkJCfT0\n9KBQKIiJiSEoKIiVK1dSXV3N1NQUycnJlJeXs2nTJjo7O+WAvrq6mpSUFDZu3HjROEpBEARBEARB\n+HcgAi9BEARBEIR/Ay6Xi9raWk6fPn3R3qAPw+l08vzzz3Pw4EGSk5PZvXs3ycnJl/mI/5fX62X/\n/v2Mj4+zc+dOOVTo7u7m61//OuHh4VRVVVFSUsLk5CTLly/HYDCQmJhIW1sb1113HadPn+all15i\ndHSU+fl5BgcHCQsLw2KxMDw8zK233orRaCQ/P59du3Zht9sxm81YrVYWL17Miy++KJ9ov/HGG/ns\nZz8rN6MWmirDw8P4fD5WrVpFXV0dGo0Gk8nE2NgYgUAAhUJBUFAQERERBAcH09zcfNH+rKCgIJxO\np3zC/e3h1oK3h1jvFWC9F6PRyOzs7Lu+vrB7Sa1Wy6MH397uCgoKQqVSoVQqcTqdGAwG5ubmkCQJ\ni8XCFVdcQWNjI06nk8HBQTIzMwkNDaW9vR23241Op2P58uWMjIzQ1tYmh10ajYbPfvaz3HzzzYyP\nj3PHHXfIDbKUlBTKysooKSnh0UcfZcOGDSiVSqampjh37hyrVq3CZDIRHBxMT08PDz/8MMuXL2fv\n3r0XhU4Oh4Mf/OAHPP/88xiNRkpLS1myZAl//OMf8fv97Nmzh9nZWf70pz+RlZXFHXfcQVRUFI88\n8gj/8z//g9FopKCggJUrV7Jx40aio6PxeDycPn2ampoaMjIyWL16NaGhofJ9jo6OUlVVhc1mY+XK\nlRQXF6PRaDh37hw1NTUYDAZWrVpFRkaGHBb7fD6am5t55ZVXaGlpwWAwsGnTJsrKyggLC6OtrY1T\np05x/vx5eV/aqlWrWL58+UX3/UH5fD7Gx8cZHR2lr6/voiDM4XBgt9vlFmEgECA8PJzY2FjCwsJQ\nKpWoVCpWrlxJcnIyRqPxojbYwki+hV9BQUF0d3dTV1fHuXPncDqdOJ1OfD6fPMLP5XJhtVpJSEjA\n4/EwMDBAb28vBoOBxYsXk5qaikKhYH5+HoVCgU6no7CwkCVLlhAaGsq5c+fYv38/Z86cYWxsDJPJ\nhE6no6enB7/fT2xsrDze1GAwkJSUhNfrpbm5WX4P+P3+j2XEoVKpRKFQoFAoiI6Oxu1243Q6iYyM\nxGg0kpubS3V1NS6Xi9zcXNatW0deXh5NTU3k5eUxMjLCzMwMW7duJSEh4R9+/IIgCIIgCILwz0AE\nXoIgCIIgCP9GPB4PZ8+e5eTJk0RERFBeXk5iYuKHGnk1NDTEb37zG86dO8fq1au58cYb/66T73+N\nJElUV1dz6tQprr/+ehYtWgS8tbNsz549qFQqGhoayMnJwev1kp2dTUhICPHx8XR0dHDddddx6NAh\nDh06xPDwsBxQJSUlMTMzg06n4/rrryczM5Oenh7uu+8+DAYDISEh6HQ6QkJCOH78OIsXL+aOO+7g\nV7/6FY2NjXLDS6/XMzs7y/j4OBEREXIzLCQkhJmZGdxuN0qlUg7I/H4//f39eL1euf2l0+k+UOCl\n0+lwuVzv+2f4zsYXII8VDAQCaLVaJEnC6/XK31/Y3eX1euVdWwvfNxgMlJeX09XVhVKppL29HavV\nSlFREdXV1fLur6VLlzI7O8sbb7whB2larZZdu3Zxyy238MYbb/CNb3wDv9+P3+8nLS2Nq666CovF\nwgsvvMC2bdsYHh5mfHyc7u5urr76akZGRsjNzeXBBx/k/PnzfP3rX+eee+656PVy5MgR7r33XkZG\nRsjKymLjxo2cPXuWhoYGPvWpT1FRUcGTTz4JwG233UZBQQH79+/n/vvvZ3Z2loKCApYvXy6PvfR6\nvZw5c4aTJ0+yePFi1qxZc9E+u4GBASorK+nv76e4uJiCggJ8Ph+1tbWcOXOG+Ph4SktLLwojZmZm\nqKmp4eWXX2Z6epqEhAS2bt1KXl4e8/Pz1NfXc+LECRwOB5IksXz5cnl/2Hu1uS4Hj8fD2NiYPBax\nsbGRc+fO0dXVhdPplMdcqlQq9Ho98fHxpKenk5OTQ2ZmJhkZGXi9Xurq6mhoaKC5uZnp6Wni4+NZ\nsmQJ+fn5LF68mIiICMbGxrhw4QJnz56lubmZ4eFhuW3m9XqJj4/HZDIxPT3NwMAALpeL6OhoFi9e\nTEhIiNzQ0uv1FBcXk5OTg1KppKqqij//+c90dHTg8XgIDg6WW55WqxWHw4HD4UCn05GQkMDY2BiD\ng4MEAgFUKtU/fMThQhBsNpsxGo2MjY0RFhZGSEgIaWlp1NXVIUkSRUVFXHXVVWg0GrxeLzExMbz5\n5pusWrWK4uLij/R1IQiCIAiCIAj/7ETgJQiCIAiC8G/I7/fT2NhIVVUVer2e8vJy0tPTP3DwJUkS\nFy5c4Fe/+hUTExNcd911bNmyRW4tXW5tbW28+OKLbNq0iWXLlgFvhQbf+MY3mJ6e5s033yQhIQGt\nVktqaipWq5VFixbR1dXFjh07eP7556mqqmJkZIS5uTnGxsbIzs6ms7OT7OxsSkpKuPLKK3nggQd4\n9dVXCQ4OJioqCrPZTFNTE3Nzc2RnZ7Nnzx6uu+46AHn82+zsLKOjowAUFxdTW1uLTqdDrVZjt9uB\ntwKk8PBweTzb5OQk8L+7e1wulxxy/a3A61IjDd/Lwsnxd1podymVSgwGA06nU77fhXbXwuhBl8uF\nUqnE5/OhVqtJTU2Vd5k1Nzej0WjYtm0bL7/8snz8GRkZSJLE+fPn5fZMUFAQN910E1/4whc4duwY\nP/7xj+UwLSsri+3bt9Pb28sbb7zB1q1b6erqoru7G6VSybp16+RQ8Tvf+Q7BwcE888wz5OTkyI9p\namqKb3/727z88stYLBa5gfXCCy+QmJjIV7/6VV577TVaWlrYvn0727dvp6mpie9+97t0dHSQl5cn\nB125ubn4/X7Onj3LiRMnWLRoEWvXriUqKgp46/Xf09NDZWUl4+PjlJaWsnz5chwOBzU1NTQ3N8uv\nq4VwTJIk+vr6OHz4MJWVlQCUlpZSUVFBQkIC7e3tnDp1irNnzwIQHh7O6tWryc/Px2KxvK/n++8V\nCATo7++ntbWVlpYWJEkiMzOTpKQkdDodIyMj2Gw2Ojo6aGtrY3BwkJmZGWZnZ3G5XPL4y7i4OJYu\nXSqHMQaDQR6H2N/fz+TkJJGRkSxatIi4uDhiYmLwer1yANbY2Eh/fz8ul0sOZuPi4pAkicnJSSYm\nJjCZTMTHxxMRESGHx3q9ntLSUjIyMnA4HLz00kscO3aMsbEx+b0wPT2NyWTC5XLhdDoJCgoiOjqa\nwcFB7Hb7e44V/ShpNBrCw8MZHx/HZDIRHh7OokWLaGxsJCgoiHXr1rFx40bGxsaIj49ndHSUqKgo\nrrjiig+9o1EQBEEQBEEQ/pWIwEsQBEEQBOHfWCAQoKWlhaqqKvx+P+Xl5XJD4oPw+XwcOXKE3//+\n9+j1ej7/+c9TUFDwoZpjf8vo6Ch79+4lMzOTiooKlEolbreb++67D5vNRl9fn9yMiI+PJyoqiri4\nOPr6+ti+fTu/+93vOHPmDMPDw/I+odzcXJqbm7nqqqtISkriyiuv5KabbmJgYACLxSKfeD548CAR\nERFcf/31nD59msrKSnQ6HSaTSR5JOD09TVJSEmNjY/j9foKDg5mcnESSJJRKpbzby2w209vbiyRJ\ncuDldrvx+/3ApQOvt3uvEOtSLhWOLTzHC+MF3znKTaPRoFarkSQJt9uNVquVb8NqtZKdnc3U1BTt\n7e34/X527tzJyy+/jEKhIBAIkJycjMFgoKGhQW526fV6brrpJm6//Xb27t3LY489RiAQICgoiJyc\nHHbt2sVrr71GIBCgsLCQvr4+mpubycrKIi4ujuDgYKqrq3n++ef5xCc+wWOPPYZarQbeCiYOHDjA\nd7/7XSYnJ8nNzWX16tUcOnSIsbEx7rjjDhQKBQcOHGDFihXcdttteDwevvOd71BVVUV6ejorVqxg\n06ZNFBUVoVQqOX/+PK+//joRERGsW7dOHgMqSRI2m40TJ04wOztLWVkZy5YtY3BwkOrqanp6eli5\nciWFhYWYTCbgrbZSY2MjBw4cwGazYbFY2LJlC6WlpQDU19dz/PhxpqenUSqV8vVTU1M/0j15C3w+\nH11dXbS0tPDmm29iMpnIysoiMzOTqKioS76X/X4/fX19ckA1NDQkjyYcHR1lcnKSmZkZOeDV6XTE\nx8eTkZHBkiVLSE9PJyQkBLvdLo9CdLlc8hjE2NhYNBoNHR0dNDQ0yPvCFgIwlUpFSEgIHo+HyclJ\nAoEAUVFRREREoNVqMRqN8ijLhIQEuru72bt3Ly0tLfJYRIfDIYexs7Oz6HQ6edSpx+P5yH/uCxQK\nBcHBwczNzaHVagkNDSUyMlJ+rWzdupWcnBzcbjdms5nZ2VmuvPJKMjIy/mHHKAiCIAiCIAj/7ETg\nJQiCIAiCICBJEh0dHVRWVuJwOOQT+AthwvvldDp59tlnefXVV8nMzGT37t0fyT6Zubk5nnvuOdRq\nNdu2bUOn0+H3+3nggQeorq5mYmJCbmzExMTIv4aGhrj22mt57LHHaGpqYmRkhKmpKXw+H2lpadhs\nNj772c+yaNEiIiMj5ZAkLCwMg8GAx+OhtbWV9PR07r33Xm688UZ5RF9UVBTz8/OMjo6i1WpJTEyk\nq6sLk8nE7OwsPp9P3tm1cHudnZ3AW00rtVqN1+uVQ6yFkOjt3t7w+luB2N/y9tt/5z6whXbXwjED\n8mUXAoTe3l55b9DGjRtpaGggEAjg9XpJSEggLCyMM2fOoFQq8fv9GAwGbrrpJu68804efvhhnnvu\nOTkQzM/PZ8eOHezdu1du5g0NDdHe3s769etxu90kJSVx//33Mzo6ykMPPcS1114rH+/o6Chf+9rX\nOHr0KOHh4WzYsAGHw0FVVRVr167liiuu4I9//CMGg4E777yT1NRUfvSjH/H8888TGRlJQUEBGzdu\npLy8HJ1OR3NzM8eOHcNisbBu3Tr5NbwQEFdWViJJEuXl5WRlZdHe3s7JkydxOp2UlJSQl5cntxzt\ndjuVlZW88sorOBwOMjMz2bJlC9nZ2XR1dVFdXU19fT0KhYLIyEjWrFlDfn4+wcHBH/q5fb9cLhft\n7e20trbS0dFBVFQUmZmZ8h62S3E6nbS3t9Pe3k5nZydhYWGkpaWRlpZGbGysHM5JksTMzAwjIyN0\nd3fT1tZGS0sLra2tTE1NMTs7SyAQQJIkwsPDSUlJIScnh7S0NMLCwoC3xqYODAzILcrY2FiCgoLk\nMYh1dXV0d3fj8Xjwer1otVqCgoLk1pbFYiEiIgKdTkd4eDgmk4mSkhJCQkI4ffo0Bw8eZGRkRN4d\n5/f7kSQJl8sl39bU1NQ/ZKeXRqORQ/HQ0FBMJhNDQ0PExsbyqU99iuDgYMxmM3NzcxQUFLB69eqP\nrEkrCIIgCIIgCP9XicBLEARBEARBuEhvby+VlZUMDw9TUlLCypUrP/CJ1cHBQXnP1caNG7nhhhsw\nm82X9Tj9fj9/+ctf6Ozs5NOf/jTh4eFIksSvf/1rXnjhBZxOJz6fj6SkJKxWq9z2Gh8f5xOf+AQP\nP/wwb775JuPj44yPj6PVagkPD8fhcHDDDTeQl5fHsWPH+O1vf4vRaMRqtRIREcHp06fRaDRUVFTg\ncrl46aWX0Gq1mEwmtFotdrud+fl5OQhZGPs3OzuLJEmo1WoiIiJQqVT09/fLX1vYp7XQKrlU4PV2\nl9rJdSnvFYwtfH1hd9Dbb0uj0aBQKFAoFHg8Hvl7Go2G5cuXMzExwezsLCMjI+Tk5DA9Pc3c3Bwe\nj4eYmBhiY2Opq6uTRyAajUZuvvlmbr/9du677z4OHz6M3+8nPDyc0tJS1qxZw969e1m9ejXz8/P0\n9fXhdDpZt24ds7Oz+P1+HnzwQVJTU9m3bx+RkZHAW6HKs88+yw9/+EOcTif5+fksXbqUgwcPEhwc\nzF133SU3rm688UauvPJKnnzySX75y1+iUqlYuXIlGzduZP369YSEhNDa2sqxY8cICgpi/fr1LF68\nWH6tXbhwgaqqKnQ6HeXl5SxevJgLFy5QXV2NTqejtLSUrKwslEolkiTR3d3Nq6++Sk1NDWq1mnXr\n1rF+/XpMJhMNDQ0cPXqUqakplEolxcXFFBUVkZyc/JG0It9uZmaGN998k9bWVvr6+khMTJT3bhmN\nxnddPhAIMDg4KIdck5OTpKSkkJaWRmpqqtxge78kSWJ6epqhoSFsNhtvvvkmjY2NdHR04HA45LGe\nQUFBxMXFkZGRQVpaGlarFYPBwOTkJCMjI4SFhREbG4vRaJSbhrW1tXR1deHxeORWokqlYnZ2FrVa\njdVqRafTERkZidVqJT8/H6VSycGDBzl//jzT09MEAgF5N95CiCZJ0kWB8EdBrVYTCASwWCzyvyOp\nqalcffXVqFQqdDodMTExbNmyRX79C4IgCIIgCIJwMRF4CYIgCIIgCJc0PDxMVVUVnZ2dFBYWUlhY\niMFgeN/XX9jd9Ktf/YqpqSk+85nPsHnz5g/cGvtbzpw5w7Fjx9i2bRvJyckAPP/88/z617/G7Xbj\ndDpJS0sjJCSEpKQkIiIicDgcbNy4kZ/97Gd0dnYyNTXF6OgoYWFh+Hw+QkJCuPLKK6moqOBrX/sa\nLS0tmM1mwsLCsFgsnDx5kvj4ePbs2cPdd9+N2+1Gp9MRERHB7Owsk5OTGI1GtFotTqcTk8mE3W6X\nx7AFBwejVCqZmZmRAy6NRgMgN7zUajU+n+/v/vlc6nbeHoK9c9yhQqFAq9XKba2F0YlKpZK4uDh5\n71FPTw+RkZFYLBbGxsZwuVxERUWRmJhIXV0dCoUCv9+P0Wjk85//PLfccgtf+cpXqKurw+/3Ex0d\nTUVFBYsWLeLIkSNs2rSJ4eFh2tvbiYyMJC0tDbPZzEsvvURNTQ2333473/ve9+RAaGBggC9/+cuc\nPHmS6Oho1q9fT2trK52dndxwww0YjUaOHDlCeXk5u3fv5tSpU/zoRz9ifHyc/Px8NmzYwObNm4mJ\nicFms3H06FEA1q9fT2pqKgqFAq/Xy7lz5zh58iShoaGUl5cTFRXFmTNnqKurIzY2ltLSUhITE+Vw\nsKGhgf3799Pd3U1kZCRXX301BQUF8rjDuro6JEkiLi6OtWvXkpeXd8mg6XKamJiQ93GNj4+TlpZG\nZmYmqampBAUFvevyc3NzdHR00N7ejs1mIzg4WG5xLVq0CJVKddmPcWGnXX9/P21tbVy4cIELFy7Q\n09PD7Oys/L4IDQ0lKSmJxYsXExMTg9lsxu12MzMzI+/bczgc9Pb2cubMGXkEosvlkltUbreb0NBQ\nDAaDHIanp6czPDzM8ePH6evrk3eRSZIk75gLBAJ/NYT+sBZe0waDAZVKhcfjYdmyZaxatQq9Xo/R\naOTKK69k2bJlH3kgKgiCIAiCIAj/l4nASxAEQRAEQfirJiYmOHnyJC0tLeTl5VFSUvKB2lo+n49D\nhw7x9NNPYzab+cIXvnDZT9x2d3ezb98+ysvLKSwsRKFQcPToUR544AF8Ph9jY2NkZWURHBxMcnIy\nVqsVl8vFqlWreOCBB+jp6WF6epqxsTHi4uLkUKSgoIDCwkJuueUW5ufnCQsLIzg4mKGhIaamplix\nYgWLFy/mqaeekncGaTQaeUxiRkYG7e3t8sjAhSaVXq9Ho9GgUqmYmpoC3mp0KZXKyx54XcpCO+xS\n7a+FUECSpIuaX8HBwaSnp+NwOOjs7ESn05GVlYXNZsPtdhMeHk5aWhqnT5++KOy69dZb2bVrF7ff\nfjstLS0EAgESEhK45pprcDgc9PT0UFxcTF9fH+3t7RQWFhIUFITFYuHnP/85CoWC3/3udxQWFgJv\nBSNPPPEEP/nJT3C73RQXFxMaGsqJEydYunQpW7Zs4cCBA0RGRnLXXXfh9Xr5zne+I+8CW79+PVu2\nbCElJYXu7m6OHj2K2+1m3bp1ZGZmolAocLvdnDlzhpqaGuLi4igvL8doNFJTU0NjYyNZWVmUlpYS\nEREBwOTkJMePH+eVV15hfn6evLw8tmzZQkxMDOfOnePIkSOMj4+j0WhYtWoVRUVFckj2UZAkiaGh\nIXmEoMvlIiMjg6ysLJKSkt4VWEmSJIeN7e3tjI6OkpSURHp6OqmpqVgslo/kON8Pn8/H+Pg43d3d\nvPHGGzQ0NNDS0sLQ0BBzc3MEAgF5pOjC7q/w8HCUSiUajYaQkBBmZ2fp7e3lwoUL9Pb2Mjc3h9vt\nRqVS4fP50Gq1mM1mzGYzqampREdH09LSwoULF5icnMTn8+H3+y8Kvi43jUaDUqlEoVBQUlJCZmYm\nJpOJ8vJyNmzY8IH+s4EgCIIgCIIg/LsSgZcgCIIgCILwvjgcDqqrqzl//jzZ2dmsWrVK3rXzfszM\nzPDMM8/w6quvkpuby6233kpsbOxlO76pqSmeeeYZFi1axJYtW1CpVNTX13Pffffh8XgYGBggJycH\no9FIeno6ISEhAOTm5vLQQw/R09OD3W5namqKpKQkBgYG2LJlC8uWLWN2dpYf/ehHBAUFERYWhtVq\npa6ujpCQEG677Tbuv/9+Zmdn5f1cs7OzzMzMEB4ezszMDEqlEpVKxdzcnDzC0Gw2o1arGR0dBd4K\nvBbaHQt//yjaJG+n1Wrl+wPk41xotbx9lGFeXh4TExPyGMbi4mIaGxvxer1yGNbQ0CBf12Qycdtt\nt7F9+3Z2795Nb28vkiSRkpLCddddx/nz59FqtSxevJiuri7GxsYoLy8HoKenh71797JmzRp+97vf\nodPpAOjs7OT//b//R319PYsWLaK0tJTa2lp8Ph+f+9znaGpqYnx8nM997nPk5+dz3333ceTIERIT\nEykrK+OTn/wkubm59Pf3c/ToURwOB+vWrSMnJwelUsnc3By1tbXU1taSnJxMeXk5Pp+P6upqurq6\nWLFiBYWFhQQHByNJEjabjZdffpm6ujr0ej2bN29mzZo12O12Tp48SW1tLYFAgMTERNatW0dubu5H\nFlz4/X56enpobW2ltbUVjUZDVlYWmZmZxMXFvStcc7vdF7W4tFqt3OJKTEy87E3My83j8TA6Okpb\nWxvnzp2joaEBm83G+Pg4brcbSZIIDg4mIiKC6OhoIiIiMBgMhIWF4fF46Ovro6WlhcHBQblBthAE\nm0wmzGYzixYtwmQy0dLSQm9vL263+6L3xeWiUChQKpUEBQWxevVq4uPjyc7OZtu2bcTHx1/W+xIE\nQRAEQRCEf2Ui8BIEQRAEQRA+kLm5OU6fPk1dXR0pKSmUlZURFRX1vq/f39/P448/TlNTE1u2bGHn\nzp2XbaSb2+3mz3/+M/Pz8+zYsQOj0Uh7ezvf+MY3mJmZob+/nyVLlqDX68nIyJD35SQlJfGLX/yC\n3t5e7HY7TqeT+Ph4xsbG2LlzJ0VFRfz2t7+lsrKS4OBgQkJCkCSJ9vZ2MjIyWL16Nb/4xS9Qq9Vy\ny2tiYgKFQkFERATj4+Po9Xp5j5dKpcJisbwr8FIoFHKr63I0SS6152vha5f63sIeoUAgcFELLC0t\nDZfLxcTEBHNzcxQVFdHc3Izf7ycoKIjMzEzOnz8vXzc4OJjbb7+dzZs3c9tttzEyMoJCoSA7O5vt\n27dz+PBhUlNT0Wq1ctiSm5uLXq/nD3/4Az09Pfzwhz/k5ptvBt4Kc375y1/y4IMPEggEKCkpwev1\n0tTUxBVXXEFERAQ1NTVs3ryZnTt38sgjj/DMM89gsVgoKSlh27ZtFBUVMTY2xtGjRxkfH2fNmjUs\nW7ZMHi1ZU1PD2bNnyczMZNWqVUxOTnLy5Emmp6cpKSkhPz9fHv9YV1fHCy+8QH9/P0lJSVxzzTWk\npaXR3NzMoUOHGBsbQ6vVsnr1aoqKioiPj/9I2lwej4eOjg5aW1tpa2sjLCyMzMxMMjMz5fbZAkmS\nGB8fl1tcAwMDJCQkyCHXBwmv/5m5XC4GBgZobm7m9OnTNDY20tvby9TUFF6vF7VajcViITw8HKvV\nitlsxmQyMTIyQkdHB4ODgzidTrnhqNVqCQ4OlltjnZ2dzM7OXvb2pclkorS0lIyMDHbu3ElxcTFK\npfKy3ocgCIIgCIIg/KsTgZcgCIIgCILwoSyMfTt16hQxMTGUl5e/7zaCJEk0NDTw+OOP43Q62bVr\nFxUVFZdlN5AkSRw7dozGxkZ27txJdHQ0Q0NDfOUrX2FsbIy+vj5ycnLQ6/XymMPg4GAsFgu//vWv\nGRgYkMeYhYWF4ff72bZtG2VlZXzpS19iYmKCkJAQQkNDsdlsSJLEzp07ee6555ienkaj0WCxWJib\nm2Nubo6YmBhGRkbkNtVCiLWw42thpOFCu2phpOFH7Z0NsrefXH970BYeHo7FYmF6eprp6WkyMzMZ\nHBzE4/Gg0WjIyMjgjTfewOfzEQgEMJvN3HXXXRQXF3PnnXcyPT2NVquV92YdPnyYwsJC7HY77e3t\npKWlERERgSRJPProo8TExPDcc8+RmJgIQGtrK3fddRfNzc0sXryYJUuWcOrUKRYtWsTmzZs5ceIE\nSUlJ3HXXXZw4cYKHH34Yr9fLihUr2LFjB2vWrGFmZoZjx44xMDDA6tWryc/PR61WMz09zcmTJ2lq\naiI3N5fCwkJ6enqoqalBrVZTWloqt7/Gx8c5dOgQhw4dwu12U1JSwpVXXkkgEKC6uprq6moCgQAp\nKSmsX7+e3NxcuZl2Oc3NzdHW1kZraytdXV3ExcXJIdc7R416vV66urrkkEuSJNLT00lLSyMpF2zd\n4wAAIABJREFUKQmtVnvZj++f1ezsLN3d3dTV1XH69GlaW1sZHBzE4XDg8/nQ6XRYLBZMJhNBQUFI\nksTIyAgjIyO43W45BA4KCsJoNOJ2u7Hb7ZelhWmxWCgrK+Paa69l+/btH2hkrCAIgiAIgiAI/0sE\nXoIgCIIgCMLfxefzcfbsWU6ePElISAjl5eUkJye/r0aLz+fjlVde4fe//z1Wq5Xbb7+dnJycy3Jc\nTU1NHDx4kE984hNkZWVht9vZs2cPnZ2d9PT0kJ2djcFgIDs7G5PJRHh4OIFAgKeffpqhoSEmJyfl\nPVvR0dFcccUVxMbG8vWvfx2lUklYWBhms5nGxkZiY2O59tprefDBB1EqlRiNRtRqNVNTU2g0GtRq\ntdwucblcwFtjAoOCgvB4PPJYQbVa/ZGMTHs/FkYZvj3s0ul0JCUlMT09zfDwMNHR0Xi9Xubn51Gp\nVKSlpdHW1ibvOLJYLNxzzz2kpqayZ88eZmZmMBqN8k6is2fPsnLlSvr7+xkYGKCwsBC9Xk9dXR0n\nTpzgM5/5DD/72c9QKpV4PB4eeOABHnvsMdRqNcXFxfLzcu2119LX18fc3By7d+9GkiR+8IMfMDAw\nwJIlS7j++uupqKggEAhw/Phxurq6KCsrY+XKlWg0GsbHx6msrKStrY0VK1awbNkyWltbOX36NNHR\n0ZSWlrJ48WIkSeLNN99k//79NDQ0YLFY2Lp1K8uXL8dms/Haa68xOjpKUFAQ69ato7i4mNjY2Mve\n5pqenpZHFQ4NDZGcnExWVhZpaWno9fqLLjs5OSkHXH19fcTExJCWlkZ6ejpWq/Uj2xv2f5EkSTgc\nDt544w2qqqpoaGigs7OToaEhZmdnUSgU6PV6uW3pcrlwOBzye1SpVKJUKuWw98MICwvj+uuv5+67\n7yYjI+MyP0JBEARBEARB+PciAi9BEARBEAThsggEAjQ1NVFZWYlGo6GsrIysrKz3dYLd4XDw9NNP\nc+jQIVasWMGtt95KZGTk331Mg4OD7N27lxUrVrB69WpcLhf33nsvZ8+epb+/n/T0dAwGg7zbKzY2\nlsnJSZ577jlGRkaYnJzEbDYzPz/PypUrqaio4OzZs+zbtw+j0UhoaChTU1NMT0+zZs0azp07x+jo\nKBqNBpPJhNPpxOv1EhUVJQcjC/uFlEolJpMJSZKYmZkB/nGB16XaXZIkXXS/C6MMnU4nQ0ND6PV6\ngoODmZmZQZIkkpOT6enpwePx4Pf7CQkJ4Wtf+xpms5nvf//7zM/PY7FYqKiokEOm9PR0bDYbXq+X\n/Px8NBoNTz31FC6Xi1/96lds2LABgHPnznHXXXdhs9nIyMggMjKSCxcuUFRURFxcHE1NTVx99dUU\nFRXxgx/8gPr6elJTU/nkJz/J1VdfjcFg4PXXX6etrY2SkhKKiorQarUMDQ1RWVlJT08PhYWFpKen\nc/78ec6fP096ejqlpaVERUUxPz9PTU0NL774IsPDw2RmZnL11VdjMpmoqamhuroav99PRkYGGzZs\nYMmSJQQFBV2250eSJMbGxmhpaaG1tRW73U5GRgaZmZkkJyej0Wjky/p8Pnp7e2lra6O9vR232y2P\nKUxOTv5IWmb/6hbGP546dYqqqiqampro7u5mdHQUt9sNvDVm0+v1vu9GplqtllueC+MQExIS+OlP\nf8qnPvWpi55TQRAEQRAEQRA+HBF4CYIgCIIgCJfVQiumsrISt9tNWVkZS5cufV/jCvv6+nj00Udp\naWnhmmuu4frrr/+7T9jPzMzw7LPPYrFY+OQnP4lCoeC//uu/OHLkCIODg6SkpGAwGFi6dCl6vZ6k\npCRsNhsvv/wyo6OjTE9PEx4ezszMDFdccQUVFRXcf//9dHZ2yqMN29vbMRqN8v6otzdDZmZm0Ov1\neDweuQ2y8LnVZDKhUCjkwGshHPxHf6691L6w2NhY+cR/IBAgLi6O8fFx/H4/iYmJjIyMMD8/TyAQ\nwGKx8K1vfQu3282DDz6Ix+PBarWydetWhoeHMRgMWCwW2traiIqKIikpieHhYf70pz+xfPly9u7d\ni9lsxu1285//+Z888cQT6PV6Vq5cSVtbG0ajkfXr19PY2EhWVha7du3ikUce4eDBg3L7bseOHURF\nRVFZWUlzczOFhYWUlJSg0+no7e2lsrKS4eFhSktLiY2Npa6ujo6ODpYvX05RURFms5mRkRFeeeUV\njhw5giRJrF27lrVr1zI4OMhf/vIXhoaGMBgMVFRUUFRURExMzGV7DgKBAP39/XKTKxAIyKMKExIS\nLho5abfbsdlstLe309XVRWRkpBxyRUdHixbXRyQQCNDd3c3Ro0c5ffo0zc3N9Pb2Mjk5KQe/l6LV\natmwYQP5+fmcPXuWI0eOsHLlSvbt23dZX0OCIAiCIAiC8O9OBF6CIAiCIAjCR0KSJLq6uqiqqmJi\nYoJVq1bJrZ6/db0zZ87w2GOP4Xa7ufnmm1m7du1FJ/w/KJ/Px/79+xkdHWXnzp2YzWb++7//m337\n9jEwMEBiYiImk0kOvdLS0qivr+fw4cOMj4/jcDiwWq243W6uueYaVqxYwZ49e/B4PISHh6NSqeju\n7iY7O5vp6Wl6e3tRq9UYDAacTieBQACj0cj8/DxqtVoeYajVagkKCroo8PqoP9O+8z4uFXYZjUZC\nQkKYnJzE5XKRlJTEyMgIXq+X2NhYpqenmZubQ5IkLBYL9957L/39/Tz55JN4vV7i4uLYunUrb7zx\nBklJSXg8HnmMZFhYGIcOHaKtrY2vf/3r3HPPPQDU1NTwxS9+kf7+frKyslCpVAwMDLBhwwYcDgcK\nhYLdu3dTVVXFk08+icFgoLy8nF27dpGamkp1dTXnz59n+fLlrFq1Cr1eT2dnJydOnMDhcFBaWorJ\nZKK2tpaJiQmKi4tZsWIFGo2GpqYmXnzxRS5cuEBkZCTXXHONHIqdPHkSv99PdnY269evZ8mSJZdt\n95XP56Orq4vW1lbefPNNjEajHHK9PbgKBAL09fXJowpnZmZITU0lLS1NDmyFj4/P56Ouro5Dhw5R\nXV0tNz0lSUKtVrNx40Zuvvlm+fJPPfUUKSkpPPTQQx/jUQuCIAiCIAjCvx4ReAmCIAiCIAgfuYGB\nASorK+nv76eoqIiCgoK/2dzyer0cOHCAZ555hpiYGG6//XYyMzM/9DFIkkR1dTWnTp1ix44dxMfH\n84c//IFHH32UoaEhoqOjCQkJYcmSJRgMBjIzMzl69CgnT55kYmKC+fl5zGYzQUFBbNu2DbfbzeOP\nP45WqyUsLIzh4WECgQDbtm3j6aefRpIk9Ho9kiThcrnkEYdqtVoeaaZUKgkKCmJ+fh74xwRef4tS\nqSQ+Pp7JyUmcTifx8fGMj4/j8XiIiIjA5XLJYw1DQ0P57ne/S319PS+++CKBQIDk5GQ2bNhAU1MT\n2dnZDA0NMT09zbJly5AkiWeffZbg4GCeffZZsrOzmZub45vf/CZ//OMfMZvNZGRk0N7eTlpaGomJ\nifT19bF9+3YUCgUPPfQQTqeTlStXcsstt5CXl0ddXR319fXk5uZSXl6O0WiktbWVyspKvF4vpaWl\nSJLEqVOnUCgUlJaWsmTJEtxuN6+//jovvfQSExMT5Ofns2nTJmZmZnjttdcYHBwkODiYiooKSkpK\nLsuITQCXy4XNZqOlpYWOjg4iIyPlkCssLEy+nNPplFtcC23ChRZXXFzc3xUAC5dfIBBgamqK8fFx\nxsfHmZiYoLe3lx//+MfcdNNN5OXlyZc9d+4c1dXVHDt27GM8YkEQBEEQBEH41yMCL0EQBEEQBOEf\nZnR0lKqqKmw2GytWrKC4uBij0fhXr+NwOHjyySc5fPgwpaWl3HLLLYSHh3/oY2hvb+eFF15g48aN\n5OXlcfDgQX7yk58wODhIeHg44eHh5OTkYDAYyM7OZv/+/Zw5c4aJiQkCgQBarZb4+Hi2bdvGSy+9\nRENDA2azGbPZTGdnJzExMRgMBtra2lCpVOj1epxOJwqF4qLGDrz1YTwoKAifzyeHYB+ldwZqlwrY\nYmNjmZ+fZ2pqirCwMFwuFx6Ph5CQEPx+PzMzMwQCAUJDQ/ne977H4cOHOX78OAqFgpycHJYtW0Z3\ndzcpKSl0dXXJjbm2tjZef/11PvGJT/DYY4+h0Wg4duwYX/rSlxgbGyMjI4PZ2VkCgQAlJSX09vZS\nUFBAUVERDzzwAJ2dneTk5LB7925WrVpFY2MjtbW1ZGVlsXr1aoKDg2lqaqKqqgq1Wk1hYSFOp5Pa\n2lqsViurVq0iOTmZwcFBDhw4wOuvv45Go2Hjxo1kZ2dz/vx5Tp48ic/nY+nSpVRUVJCdnX1Zdis5\nnU55VGFfXx+JiYlkZmaSnp6OyWQC3gpkBwcH5V1ck5OTJCcnk5aWRmpqKsHBwX/3cQh/P5fLdVGo\ntfDnqakpgoODsVqthIeHY7VasVqt/PSnP6W/v58bb7xRvo3f//73LF68mAcffPBjfCSCIAiCIAiC\n8K9HBF6CIAiCIAjCP9zU1BTV1dU0NTWxdOlSSktLCQkJ+avX6e7u5pe//CXt7e1s376d7du3f+jR\ncmNjYzzzzDNkZGSwceNGamtr+da3vkVfXx9ms5nw8HByc3PR6/UsXbqUZ599lsbGRiYnJ1GpVEiS\nRGFhIVu2bOGHP/whDoeD0NBQXC4Xdrud9evX89prryFJEkFBQfj9fnw+HwaDgfn5eRQKhRx6BQUF\nAeB2uz/UY7mcQkJCUKlUTExMyDvI3G43JpMJpVKJ3W6Xm13f+9732LdvHw0NDajValasWEF0dDRz\nc3OEhobS3d1NUlISVquVgwcPYrfbeeihh7j22mtxOBx8+ctfZv/+/YSGhhITE8PAwADLly+Xd4Jt\n27aNp556ipqaGhITE/nc5z7H5s2b6ejooKamhtTUVNasWYPZbOb8+fNUVVVhNpvJy8tjZGSE8+fP\nk5aWRmlpKREREZw7d44///nPtLS0kJiYyJVXXolSqeTw4cMMDAxgsVjYtGkTJSUlWK3Wv/tnOTEx\nIYdcY2NjpKWlkZmZSWpqqvycz8/P09HRQXt7OzabDaPRKLe44uPj39feO+HyCwQC2O32d4VaC03H\nd4ZaVquVsLCwS4ajfX19cnC7ZMkSmpubOXXqFHV1dcTHx38Mj04QBEEQBEEQ/nWJwEsQBEEQBEH4\n2MzMzHDq1CkaGhrIyMigrKzsr4YNkiRx+vRpHnvsMfx+P7t376asrExuTn0Q8/PzPPfccyiVSrZv\n305HRwdf/epXsdls6HQ6oqKiWLp0KUajkezsbJ566ilaW1uZnp5Gr9fj9/vZvHkzycnJ/PznP0ep\nVGKxWBgaGsJkMhEfH8+FCxdQKpXodDrm5uZQqVT4/X75d3hrhKBGo/nYAy+1Wk1ISAhTU1MoFAp0\nOh3z8/Po9Xq0Wi12u/2iZtcTTzxBW1sbQUFBrFq1CoVCgdFoRJIkRkZGyMnJYXZ2lldeeYX09HT2\n7duH1Wpl//797NmzB7vdTkpKClNTU0RERJCUlITD4WD79u00NDTwwgsvEBYWxnXXXcd1113HyMgI\nVVVVJCYmsnbtWiwWC/X19dTU1MhjAXt7e2lvbycvL4/i4mJUKhVHjhxh//79OBwOiouLKSgooL29\nnaqqKvx+P3l5eVRUVJCVlYVarf7QPz9JkhgaGpJDrvn5eTIyMsjMzGTx4sVyUDoyMiLv4hoZGSEp\nKUlucf2t0Fe4vDwezyVDrcnJSQwGw7tCLavVSnBw8Af+96avr4+f//znnDt3jry8PL785S+LsEsQ\nBEEQBEEQPgIi8BIEQRAEQRA+dvPz89TW1lJbW0tiYiJlZWXExsa+5+W9Xi8vvPACe/fuJTExkTvv\nvJOUlJQPfL9+v5+//OUvdHZ28ulPf5rZ2VnuueceLly4gFqtJioqitzcXLl588QTT9DR0YHdbsdo\nNKJSqdi2bRs2m42jR49iMpnQaDSMjY2Rk5NDc3Mzfr8frVaLz+cjEAhcFHbBWx/I1Wo1Xq9X/vvH\n8bk2IiKC6elpfD4fZrOZ2dlZNBoNer1eDrvCwsL45je/yeOPP05/fz8Gg4F169Zht9uJjo5mYmIC\nv99PRkYGDQ0NtLa2cvvtt3PfffcxOTnJnXfeyZEjRwgPD8doNOJyuVi2bBl2u53y8nIUCgVPPPEE\nKpWKjRs3cssttzA3N0dlZSUxMTGsW7eOkJAQamtrOX36NAkJCSQkJGCz2RgdHaWoqIgVK1YwOjrK\niy++SFVVFSaTiY0bNxIWFsbx48fp7e0lLCyMK664gpKSkov2Zn1Qfr+f3t5eWlpaaG1tRaPRkJmZ\nSVZWFnFxcSgUCtxuN52dnXLIpdFo5BZXUlLS3xWyCX+bJEk4HI5LBlvz8/OEhYW9K9QKDw//0O1R\nQRAEQRAEQRA+PiLwEgRBEARBEP5peDweGhoaqK6uJiIigvLychITE9+zUWG32/nNb37D0aNHWbNm\nDbt378ZisXzg+62vr+fo0aNce+21hISEcPfdd1NbW4tCoSAqKoolS5ZgNptJTEzkt7/9Lb29vTid\nTvR6PaGhoVx//fX87ne/Y2RkBLPZLO+5ysjIoLGxEYVCgUajwePxvCvwgrfaVf+IHV7vJSQkBJfL\nhcvlwmw2Mzc3h0KhwGQyXTTGcM+ePTzyyCOMj48TGhpKWVkZ4+Pj8kjChbDgtddeQ61W8/TTT1NQ\nUMAzzzzDvffei8vlIi4ujunpaXm036JFi8jJyeGJJ55gamqKoqIivvjFL6JWq6mqqiIsLIz169cT\nEhJCTU0N9fX1pKSkYLVaaW1tJRAIUFpaSmZmJmfPnuXPf/4z7e3tZGRkUFpaysjICNXV1fh8Plas\nWMGmTZvIyMj40OMCvV4vNpuN1tZW2traCA0NJSsri8zMTLmdODExQXt7O21tbQwMDBAfHy+HXH/P\n/jnhvXm9XiYmJt4Vak1MTKDVat8ValmtViwWy4dqhwqCIAiCIAiC8M9JBF6CIAiCIAjCPx2fz0dj\nYyNVVVUYjUbKy8tJS0t7z5PTXV1d/OIXv6Czs5OdO3fyqU996pL7dP6a7u5u9u3bR1lZGUuWLOFr\nX/sahw8fxufzERMTQ05ODqGhoURGRvLkk08yMDCA2+1Gq9WSkpLCpk2bePjhhwkEAgQHBzM2NkZU\nVBSjo6P4/f6/GmqpVCoCgcDH0uzSarWo1Wrm5uYwGo243W4kSSI4OBiHwyGHXXfeeSePPfYYDoeD\nqKgoVq5cid1ux2KxMDw8TFpaGhMTE9TU1LB27VqefvppJicnufXWW6mursZqtaJSqdDpdCQmJqJW\nq1m9ejUvv/zy/2fv3oP8rus837++fe90ujvpXNoknYRcmoRwMwaICckIzrAKDAN75uLMOnqwZspx\nxdFa/jnjcarOVO1snbns7Kij6yozWh6XcdTB21iiKwprQkLESEBCOhcIbRISyD3ppNPX7/kD6OLS\nQOSS8MXHoypld/vt7+/za/jaP3/PvL+fbNmyJUuWLMnNN9+cKVOmZN26dWlpaRkLXevWrcsDDzyQ\nRYsWpbm5OQ899FA6OjqycuXKTJ8+Pd/73vfy3e9+N6dOncrKlSvT1dWVe++9N729vZk2bVquvvrq\nrFix4mXfMvDkyZPZtm1benp6snPnzsyaNSuLFy/OokWL0t7enqGhoTz66KNjU1yjo6NjgWvevHmm\nhV4lZVmmr6/veVHrwIED6evry+TJk8ed1mpqajrbSwcAAM4AwQsAgNet0dHRPPTQQ1m7dm3Ksszq\n1auzZMmS1NTUPO/Ysiyzbt26fPazn01NTU0+8IEPZPny5b/UBMfhw4fzL//yL5k1a1auuuqq/Of/\n/J9z2223pb+/PzNmzMgFF1yQKVOmZOLEibn11lvz+OOPZ3h4OPX19bnsssvS3t6eb33rW2NvsJ84\ncSKLFy/O5s2bk2TcPbyedrZuZdja2prjx4+noaEho6OjGRkZGftaWZbp6OjIH/3RH+WWW27JqVOn\nMmfOnHR3d4+t/+TJk1mwYEF++tOf5sCBA/kv/+W/5MYbb8znPve5/OVf/mWGhoYyderUnDp1Kt3d\n3UmSlStXpqenJ2vXrk1XV1c+9KEP5dxzz81PfvKT1NXVjYWuu+++O1u2bMmiRYtSFEV6enqyYMGC\nrFixIv39/fn617+eDRs2ZMqUKVm5cmVOnTqV9evXZ2RkJJdddlne8Y53pLu7e9x/X17K0aNHx/bj\neuyxxzJ//vwsXrw45557bpqbm3P48OGxwNXb25sZM2bk3HPPTXd3d6ZNm2Zy6BUYHh7OoUOHxg1b\ntbW1405rTZo06WX9cwYAAN44BC8AAF73yrLMjh07smbNmvT19eXyyy/PxRdfPO7+R0NDQ7ntttvy\nla98Jd3d3fnQhz6UOXPmnPZjDQwM5Bvf+EZOnjyZ3/md38lnP/vZ/NM//VP6+vrS2dmZCy+8MNOm\nTUtZlrntttuyf//+1NTUpLa2Ntdcc002btyYnTt3pqWlJceOHUtTU1MGBwczNDT0olNeZyN4tbS0\n5MSJE6mpqUlRFGOxq6+vbyx2vetd78r//J//M0NDQ2Mxp7m5OX19fWlsbExra2vWrVuXrq6u/Ou/\n/mvKssz73ve+bNq0KZMnT87o6Gg6OzszadKksVD2ve99L21tbXnve9+byy+/PPfff39GR0dz5ZVX\npr29PWvXrs0jjzyShQsXjk1PXXTRRVm2bFm2bNmSr3/96+nt7c0FF1yQ7u7ubN68Ob/4xS/S2dmZ\na665JitWrEhbW9sv9bMoyzL79+9PT09PtmzZkqNHj+bcc8/Neeedl/nz56empia9vb1jkevUqVNZ\nuHBhuru7s2DBAlNEv6SyLHPy5Mlxo9axY8fS3t4+7rTWhAkTzvbSAQCA1ynBCwCASunt7c2aNWvy\nxBNPZMWKFVm2bNm4t4w7cuRIPve5z+XHP/5xrrrqqvzRH/1RJk6ceFqPUZZl7rzzzjzwwAN517ve\nldtvvz1/+7d/myNHjoxFr87Ozhw/fjzf+c53cvjw4dTW1qalpSU33HBDvvzlL2dgYCCNjY05fvx4\nurq6smvXrlf7R/GKPB3iRkdHxybOWlpacvLkybHbGF599dX55je/mbIss2TJkjQ3N6e1tTUHDx7M\nrFmzsnfv3uzYsSPvfve787d/+7f55Cc/mf/6X//r2C0Ra2tr09XVlY6OjnR1deX222/P6Ohorrvu\nutxwww3Ztm1bTp48mSuvvDJtbW1Zu3Ztdu/enXPOOScnTpzIgQMHsnz58syfPz8//OEP8/3vfz8j\nIyO55JJLUldXl5/97GcZGRnJihUr8o53vCMLFiz4paZ8yrLMrl27xia5RkZGxvbjmjNnTvr6+rJj\nx45s3749O3fuzNSpU8duVThjxgxTXKdhZGQkR44ceV7UOnDgQMqyHHdaa/LkyS97jzUAAOBXl+AF\nAEAl7d27N2vXrs2jjz6aSy+9NMuXL09zc/Pzjtu+fXs+/elPZ9euXfnDP/zD/NZv/dZpv5n+4IMP\n5rvf/W6uu+66bN26NX/+53+eAwcOZOrUqbngggsya9as7NmzJz/60Y9y7Nix1NXVpbOzM5deemm+\n/vWvj010lWWZ2traDAwMvOAk15me8Hp6bU//Z2NjYwYHB8di11vf+tb86Ec/Sm1tbS688MLU1dWN\nBbyZM2dm06ZNKYoi//iP/5iurq7ceOON6enpSVtbW8qyzOzZs9Pa2prFixdn3bp1eeKJJ7Jq1aq8\n733vy+7du3PkyJG87W1vS2tra+6+++7s378/M2fOzOHDhzM6OpoVK1akvr4+3/rWt7Jx48bMmDEj\nixYtyq5du7Jr167MnDkz1157bVasWHHaITN58nZ5O3fuTE9PT7Zu3ZqWlpYsXrw4ixcvzvTp07Nn\nz56xKa6jR48+a4qrpaXlNfwnUm39/f3jTmsdOXIkra2t44atCRMmiIYAAMCrRvACAKDSDhw4kLvv\nvjs9PT1ZunRpVqxYkdbW1mcdU5Zl1qxZk89+9rNpbGzMTTfdlGXLlp3W+R977LF85StfyVve8pYk\nyUc+8pHs2bMnU6ZMyYUXXphZs2Zl27Ztueeee9LX15f6+vosWrQoo6Oj2bx5cxobG3PixIlMmjQp\nR44cedWf/8tRX1+foaGhscmuhoaGDA0NjcWuJUuW5N57701DQ0MuvPDCsRhXU1OT+vr6PPjgg7n0\n0ktz66235uMf/3g+85nPpCzLNDU1pb29PVOmTEl3d3ceffTRbN26NUuWLMl//I//MX19fdm/f39W\nr16dCRMmZN26dTl+/HimTJmSAwcOZPLkybnkkkvy2GOP5Zvf/Gb27t2bxYsXZ+LEienp6cno6Ggu\nv/zyXH311Zk3b95px5KBgYFs3749PT092bFjR6ZPnz4WuRobG8emuB5++OG0t7eP7cU1a9Ys+0I9\nw+joaI4ePTrutNbTe7U9909HR8e4tx4FAAB4tQleAAC8IRw9ejTr1q3LAw88kPPPPz+XX355Jk+e\n/KxjBgcH89WvfjVf/epXc/755+dP//RPM3PmzJc89/Hjx/OVr3wl7e3tmTt3bm666aY8+uijmTRp\nUs4///zMnj07mzZtyqZNmzIwMJD6+vq89a1vzX333Zfjx4+ntrY2Q0NDqa+vz8DAwGv1IzgtT090\n1dTUZHR0dCwaPb1n18yZM9PT05OWlpYsWrQodXV1OXXqVNrb27Nv374cPHgwf/Znf5Yrr7wyN954\nY3bu3JmJEyemrq4uM2bMSFdXVwYHB3Pfffdl5syZ+ZM/+ZM0NjZm3759WblyZZqbm7N+/foMDAyk\ntbU1Bw4cyLx587Jo0aJs2LAhd9xxR2pra9Pd3Z2jR49mz5496erqynXXXZcVK1ac9h5OfX192bp1\na7Zs2ZJdu3Zlzpw5Wbx4cc4999wcO3ZsbIrr4MGDmTdvXrq7u7Nw4cJfeu+vN6KBgYGMy1K8AAAg\nAElEQVRxp7UOHTqUlpaWcffWam1tNa0FAACcVYIXAABvKCdOnMiGDRvy05/+NAsWLMiqVavS2dn5\nrGM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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c97175aac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Draw network\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.figure(figsize=(30,30))\n",
    "size = float(len(set(partition.values())))\n",
    "pos = nx.spring_layout(graph)\n",
    "count = 0\n",
    "for com in set(partition.values()) :\n",
    "    count += 1\n",
    "    list_nodes = [nodes for nodes in partition.keys()\n",
    "                                if partition[nodes] == com]\n",
    "    nx.draw_networkx_nodes(graph, pos, list_nodes, node_size = 30,\n",
    "                                node_color = str(count / size))\n",
    "nx.draw_networkx_edges(graph,pos, alpha=0.5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import textblob\n",
    "\n",
    "## Add sentiment score\n",
    "sentiment_score = []\n",
    "for row in range(query_df.shape[0]):\n",
    "    sentiment_score.append(TextBlob(query_df.loc[row,'articles']).sentiment.polarity)\n",
    "sentiment_score = pd.Series(sentiment_score)\n",
    "\n",
    "##Normalize sentiment score\n",
    "sentiment_score = ((sentiment_score + abs(sentiment_score.min()))/(sentiment_score.max()+abs(sentiment_score.min())))\n",
    "\n",
    "query_df['sent_score'] = sentiment_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Add subjectivity score\n",
    "subjectivity_score = []\n",
    "for row in range(query_df.shape[0]):\n",
    "    subjectivity_score.append(TextBlob(query_df.loc[row,'articles']).sentiment.subjectivity)\n",
    "subjectivity_score = pd.Series(subjectivity_score)\n",
    "query_df['subj_score'] = subjectivity_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Add length of article\n",
    "length = []\n",
    "for row in range(query_df.shape[0]):\n",
    "    length.append(len(query_df.loc[row,'articles'].split()))\n",
    "query_df['length'] = pd.Series(length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>titles</th>\n",
       "      <th>author</th>\n",
       "      <th>date_published</th>\n",
       "      <th>articles</th>\n",
       "      <th>source</th>\n",
       "      <th>query_score</th>\n",
       "      <th>group</th>\n",
       "      <th>sent_score</th>\n",
       "      <th>subj_score</th>\n",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Solar Price Revolution</td>\n",
       "      <td>Klaus Töpfer</td>\n",
       "      <td>Apr 3, 2015</td>\n",
       "      <td>POTSDAM – A silent revolution is under way. In...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/s...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.606695</td>\n",
       "      <td>0.441589</td>\n",
       "      <td>767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>India’s Deadly Cities</td>\n",
       "      <td>Asit K. Biswas</td>\n",
       "      <td>Aug 18, 2015</td>\n",
       "      <td>SINGAPORE – China and India are driving Asia’s...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.524630</td>\n",
       "      <td>0.391922</td>\n",
       "      <td>845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Renewable Energy and Middle East Economic Renewal</td>\n",
       "      <td>Moha Ennaji</td>\n",
       "      <td>Feb 19, 2016</td>\n",
       "      <td>FEZ – The global oil-price bust has devastated...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/m...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.708468</td>\n",
       "      <td>0.422566</td>\n",
       "      <td>730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Renewed Hope for Renewable Energy</td>\n",
       "      <td>Kandeh K. Yumkella</td>\n",
       "      <td>Oct 6, 2009</td>\n",
       "      <td>VIENNA – A decade ago, renewable energy was vi...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.465909</td>\n",
       "      <td>0.379101</td>\n",
       "      <td>777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sustainable Energy Now</td>\n",
       "      <td>Anita George</td>\n",
       "      <td>Apr 15, 2015</td>\n",
       "      <td>WASHINGTON, DC – The world has never been clos...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/s...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.648693</td>\n",
       "      <td>0.456173</td>\n",
       "      <td>841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Troubled Water</td>\n",
       "      <td>Rashad Kaldany</td>\n",
       "      <td>Jun 12, 2012</td>\n",
       "      <td>WASHINGTON, DC– By the time you finish reading...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.593593</td>\n",
       "      <td>0.439961</td>\n",
       "      <td>717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Global Energy Realism</td>\n",
       "      <td>Ana Palacio</td>\n",
       "      <td>Dec 10, 2014</td>\n",
       "      <td>MADRID – Energy has become a focal point of gl...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.587622</td>\n",
       "      <td>0.349625</td>\n",
       "      <td>877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A Free Lunch for America</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>Sep 29, 2011</td>\n",
       "      <td>BERKELEY – Former US Treasury Secretary Lawren...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.231608</td>\n",
       "      <td>0.321149</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Containing the Resource Crisis</td>\n",
       "      <td>Alejandro Litovsky</td>\n",
       "      <td>Jul 14, 2014</td>\n",
       "      <td>LONDON – The proclamation of a new Cold War, f...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.515520</td>\n",
       "      <td>0.423882</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A Better EU Budget</td>\n",
       "      <td>Guy Verhofstadt</td>\n",
       "      <td>Jun 24, 2013</td>\n",
       "      <td>BRUSSELS – Stopping Europe’s economic decline ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.569134</td>\n",
       "      <td>0.201471</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A Global Solutions Network</td>\n",
       "      <td>Jeffrey D. Sachs</td>\n",
       "      <td>Aug 22, 2012</td>\n",
       "      <td>NEW YORK – Great social change occurs in sever...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.617923</td>\n",
       "      <td>0.401636</td>\n",
       "      <td>959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Enigma of China's Economic \"Miracle\"</td>\n",
       "      <td>Orville Schell</td>\n",
       "      <td>Nov 7, 2003</td>\n",
       "      <td>The People's Republic of China is a country in...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.525116</td>\n",
       "      <td>0.356007</td>\n",
       "      <td>226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Sub-Saharan Africa’s Subprime Borrowers</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>Jun 25, 2013</td>\n",
       "      <td>NEW YORK – In recent years, a growing number o...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/s...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.494133</td>\n",
       "      <td>0.405223</td>\n",
       "      <td>959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Scaling Up Water Sustainability</td>\n",
       "      <td>Giulio Boccaletti</td>\n",
       "      <td>Jan 15, 2014</td>\n",
       "      <td>NEW YORK – Since 2000, when the United Nations...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.751213</td>\n",
       "      <td>0.462311</td>\n",
       "      <td>834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Stress Nexus</td>\n",
       "      <td>Peter Voser</td>\n",
       "      <td>Jan 21, 2013</td>\n",
       "      <td>LONDON – Every day, the number of people inhab...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.820083</td>\n",
       "      <td>0.421110</td>\n",
       "      <td>670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>New Battlegrounds in Development Finance</td>\n",
       "      <td>Nancy Alexander</td>\n",
       "      <td>Oct 15, 2014</td>\n",
       "      <td>PRETORIA – The popularity of public-private pa...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.441763</td>\n",
       "      <td>0.326943</td>\n",
       "      <td>245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Infrastructure for a Sustainable Future</td>\n",
       "      <td>Zia Qureshi</td>\n",
       "      <td>Feb 24, 2016</td>\n",
       "      <td>WASHINGTON, DC – Infrastructure is a powerful ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.787870</td>\n",
       "      <td>0.472249</td>\n",
       "      <td>892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Can We Feed the World?</td>\n",
       "      <td>Gordon Conway</td>\n",
       "      <td>Apr 2, 2013</td>\n",
       "      <td>LONDON – In the 1960’s, the Green Revolution –...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.593256</td>\n",
       "      <td>0.403308</td>\n",
       "      <td>774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Kyoto’s Misplaced Priorities</td>\n",
       "      <td>Bjørn Lomborg</td>\n",
       "      <td>Feb 10, 2005</td>\n",
       "      <td>When the Kyoto treaty enters into force on Feb...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/k...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.671868</td>\n",
       "      <td>0.451607</td>\n",
       "      <td>902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Investing in Immigrant Europe</td>\n",
       "      <td>Giles Merritt</td>\n",
       "      <td>Feb 3, 2015</td>\n",
       "      <td>BRUSSELS – In the wake of the terrorist attack...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.585613</td>\n",
       "      <td>0.433068</td>\n",
       "      <td>755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>China’s Next Stimulus</td>\n",
       "      <td>Yu Yongding</td>\n",
       "      <td>Mar 24, 2016</td>\n",
       "      <td>BEIJING – Since last November, economists and ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.564377</td>\n",
       "      <td>0.450846</td>\n",
       "      <td>923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>America’s Trade Deficit Begins at Home</td>\n",
       "      <td>Stephen S. Roach</td>\n",
       "      <td>Apr 25, 2016</td>\n",
       "      <td>NEW HAVEN – Thanks to fear mongering on the US...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/u...</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>0.492677</td>\n",
       "      <td>0.365063</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Capitals of Capital</td>\n",
       "      <td>Ian Bremmer</td>\n",
       "      <td>May 29, 2009</td>\n",
       "      <td>NEW YORK – Recently, China’s government announ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.550677</td>\n",
       "      <td>0.282816</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>After Kyoto</td>\n",
       "      <td>Ian Johnson</td>\n",
       "      <td>Feb 15, 2005</td>\n",
       "      <td>The Kyoto Protocol treaty has now entered into...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.626399</td>\n",
       "      <td>0.454174</td>\n",
       "      <td>764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>A New World’s New Development Bank</td>\n",
       "      <td>Nicholas Stern</td>\n",
       "      <td>May 1, 2013</td>\n",
       "      <td>NEW YORK – At the conclusion of their summit i...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.715038</td>\n",
       "      <td>0.496999</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ebola’s Next Frontier</td>\n",
       "      <td>Hrishabh Sandilya</td>\n",
       "      <td>Oct 23, 2014</td>\n",
       "      <td>NEW DELHI – Which countries, beyond those in W...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0.543652</td>\n",
       "      <td>0.382487</td>\n",
       "      <td>793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>The Age of Megaprojects</td>\n",
       "      <td>Nancy Alexander</td>\n",
       "      <td>Jul 10, 2015</td>\n",
       "      <td>WASHINGTON, DC – We seem to be entering a new ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.472379</td>\n",
       "      <td>0.394162</td>\n",
       "      <td>1034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Financing Renewable Energy</td>\n",
       "      <td>Richard Robb</td>\n",
       "      <td>Nov 16, 2009</td>\n",
       "      <td>NEW YORK – There is plenty of money in the pri...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.431956</td>\n",
       "      <td>0.423075</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>A Growth Pact for America</td>\n",
       "      <td>Glenn Hubbard</td>\n",
       "      <td>Nov 5, 2014</td>\n",
       "      <td>NEW YORK – America, once again, will have a di...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.492215</td>\n",
       "      <td>0.402204</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The Horn of Africa’s Last Famine?</td>\n",
       "      <td>Sam Dryden</td>\n",
       "      <td>Sep 14, 2011</td>\n",
       "      <td>SEATTLE – The recent pledge of $350 million by...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.667429</td>\n",
       "      <td>0.404557</td>\n",
       "      <td>668</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>The Electronic Money Revolution</td>\n",
       "      <td>Robert J. Shiller</td>\n",
       "      <td>Jul 27, 2004</td>\n",
       "      <td>Most journalistic accounts of the new forms of...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.799189</td>\n",
       "      <td>0.549818</td>\n",
       "      <td>244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>The Orange Velvet Revolution</td>\n",
       "      <td>Anders Åslund</td>\n",
       "      <td>Dec 21, 2004</td>\n",
       "      <td>Ukraine’s ‘Orange Revolution’ will reach its c...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.833408</td>\n",
       "      <td>0.403395</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>The Euro Grows Up</td>\n",
       "      <td>Wim Duisenberg</td>\n",
       "      <td>Jan 1, 2005</td>\n",
       "      <td>On January 1, the euro celebrated its sixth bi...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.883575</td>\n",
       "      <td>0.360919</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>Why Wolfensohn Mattered</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>May 6, 2005</td>\n",
       "      <td>At the end of this month, James Wolfensohn’s t...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/w...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.733368</td>\n",
       "      <td>0.566667</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>Putting Europe into the EU Budget</td>\n",
       "      <td>Stefano Micossi</td>\n",
       "      <td>Mar 3, 2005</td>\n",
       "      <td>Most independent observers agree that the Euro...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/p...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.440022</td>\n",
       "      <td>0.327914</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>A Day of Liberation</td>\n",
       "      <td>Michael Mertes</td>\n",
       "      <td>May 3, 2005</td>\n",
       "      <td>When I was seven years old, in 1960, my grandm...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.331614</td>\n",
       "      <td>0.445776</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>Religious Pluralism for a Pluralist Age</td>\n",
       "      <td>Peter Berger</td>\n",
       "      <td>Apr 28, 2005</td>\n",
       "      <td>The election of Pope Benedict XVI and the glob...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.477955</td>\n",
       "      <td>0.416178</td>\n",
       "      <td>949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>Live Long and Prosper</td>\n",
       "      <td>Robert J. Shiller</td>\n",
       "      <td>Apr 27, 2005</td>\n",
       "      <td>Living a long time is one of our deepest wishe...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/l...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.624699</td>\n",
       "      <td>0.391484</td>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>Giving Till it Heals</td>\n",
       "      <td>Jeffrey D. Sachs</td>\n",
       "      <td>Mar 30, 2005</td>\n",
       "      <td>In my new book  The End of Poverty , I show ho...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/g...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.636208</td>\n",
       "      <td>0.488128</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>Europe and Asia’s Arms Race</td>\n",
       "      <td>Per Ahlmark</td>\n",
       "      <td>Mar 22, 2005</td>\n",
       "      <td>When European unification was launched, it was...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.628716</td>\n",
       "      <td>0.384226</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>China's Anti-Secession Law Boomerangs</td>\n",
       "      <td>Amit Chanda</td>\n",
       "      <td>Mar 22, 2005</td>\n",
       "      <td>The passage of any law by China’s rubber-stamp...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.347870</td>\n",
       "      <td>0.455952</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>China’s “Peaceful” Rise?</td>\n",
       "      <td>Joseph S. Nye</td>\n",
       "      <td>Mar 16, 2005</td>\n",
       "      <td>In recent weeks, China announced a 12.6% incre...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.561960</td>\n",
       "      <td>0.438659</td>\n",
       "      <td>274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>The Time is Now to Fight Disease</td>\n",
       "      <td>Mabel van Oranje</td>\n",
       "      <td>Mar 14, 2005</td>\n",
       "      <td>It is possible for a child born just ten years...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.418854</td>\n",
       "      <td>0.487182</td>\n",
       "      <td>243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>Democracy in Inaction at the World Bank</td>\n",
       "      <td>Joseph E. Stiglitz</td>\n",
       "      <td>Mar 6, 2005</td>\n",
       "      <td>James Wolfensohn, the president of the World B...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/d...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.859795</td>\n",
       "      <td>0.575805</td>\n",
       "      <td>237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>Europe’s High Court Confronts Racism</td>\n",
       "      <td>James A. Goldston</td>\n",
       "      <td>Mar 1, 2005</td>\n",
       "      <td>The European Court of Human Rights is hearing ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.614559</td>\n",
       "      <td>0.423070</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>Asia’s Post-Tsunami Future</td>\n",
       "      <td>Jean-Pierre Lehmann</td>\n",
       "      <td>Jan 5, 2005</td>\n",
       "      <td>There can be no underestimating the scale of t...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/a...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.275402</td>\n",
       "      <td>0.316414</td>\n",
       "      <td>264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>Fiscal Follies in America and Beyond</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>Feb 28, 2005</td>\n",
       "      <td>Those of us who know that long-run fiscal imba...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.591324</td>\n",
       "      <td>0.432963</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>The Lost Wealth of Nations</td>\n",
       "      <td>Partha Dasgupta</td>\n",
       "      <td>Feb 22, 2005</td>\n",
       "      <td>The phrase “sustainable development” is common...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.311579</td>\n",
       "      <td>0.454865</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>The Primacy of NATO</td>\n",
       "      <td>Jaap D. Scheffer</td>\n",
       "      <td>Feb 18, 2005</td>\n",
       "      <td>F OR PUBLICATION FEBRUARY 22, NOT BEFORE Toda...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.699401</td>\n",
       "      <td>0.510119</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>Will Europe Learn to Love Bush?</td>\n",
       "      <td>Albert Rohan</td>\n",
       "      <td>Feb 17, 2005</td>\n",
       "      <td>President George W. Bush will soon travel to E...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/w...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.377005</td>\n",
       "      <td>0.279323</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Europe’s Scientific Meltdown</td>\n",
       "      <td>Claude Kordon</td>\n",
       "      <td>Feb 2, 2005</td>\n",
       "      <td>After World War II, most Europeans agreed that...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/e...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.481793</td>\n",
       "      <td>0.326070</td>\n",
       "      <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>Iraq’s Half Step</td>\n",
       "      <td>Barry Rubin</td>\n",
       "      <td>Feb 1, 2005</td>\n",
       "      <td>The relatively successful election in Iraq is ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/i...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.676499</td>\n",
       "      <td>0.567231</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>The Software of Life</td>\n",
       "      <td>Antoine Danchin</td>\n",
       "      <td>Jan 28, 2005</td>\n",
       "      <td>Being alive, we tend to think that life is eas...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.524301</td>\n",
       "      <td>0.488843</td>\n",
       "      <td>751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>The Environmental Effect of Tsunamis</td>\n",
       "      <td>Arne Jernelov</td>\n",
       "      <td>Jan 24, 2005</td>\n",
       "      <td>Reports about the tsunamis that devastated Sou...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.450439</td>\n",
       "      <td>0.440609</td>\n",
       "      <td>694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>Bush’s Crash Test Economics</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>Jan 11, 2005</td>\n",
       "      <td>Fifteen years ago, the United States was in th...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/b...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.307526</td>\n",
       "      <td>0.402920</td>\n",
       "      <td>342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>Reconciliation’s New Frontier</td>\n",
       "      <td>Dominique Moisi</td>\n",
       "      <td>May 24, 2006</td>\n",
       "      <td>In France, May 10 is a day to commemorate the ...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.489380</td>\n",
       "      <td>0.323810</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>France is Not Working</td>\n",
       "      <td>Brigitte Granville</td>\n",
       "      <td>May 29, 2006</td>\n",
       "      <td>France’s chronic malaise is marked by periodic...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/f...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.456013</td>\n",
       "      <td>0.425427</td>\n",
       "      <td>251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>The Myth of the “Ownership Society”</td>\n",
       "      <td>J. Bradford DeLong</td>\n",
       "      <td>May 31, 2006</td>\n",
       "      <td>\"No,\" said former Fox News journalist Tony Sno...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/t...</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0.568301</td>\n",
       "      <td>0.422391</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Children of Frenchmen</td>\n",
       "      <td>Jean-Paul Fitoussi</td>\n",
       "      <td>Jun 15, 2007</td>\n",
       "      <td>One puzzling and often overlooked feature of t...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/c...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.448286</td>\n",
       "      <td>0.353007</td>\n",
       "      <td>264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Russia’s Moving Presidential Target</td>\n",
       "      <td>Georgy Satarov</td>\n",
       "      <td>Jul 30, 2007</td>\n",
       "      <td>Recently, a small event caused a major stir in...</td>\n",
       "      <td>https://www.project-syndicate.org/commentary/r...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.533093</td>\n",
       "      <td>0.473848</td>\n",
       "      <td>177</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                titles               author  \\\n",
       "0                           The Solar Price Revolution         Klaus Töpfer   \n",
       "1                                India’s Deadly Cities       Asit K. Biswas   \n",
       "2    Renewable Energy and Middle East Economic Renewal          Moha Ennaji   \n",
       "3                    Renewed Hope for Renewable Energy   Kandeh K. Yumkella   \n",
       "4                               Sustainable Energy Now         Anita George   \n",
       "5                                       Troubled Water       Rashad Kaldany   \n",
       "6                                Global Energy Realism          Ana Palacio   \n",
       "7                             A Free Lunch for America   J. Bradford DeLong   \n",
       "8                       Containing the Resource Crisis   Alejandro Litovsky   \n",
       "9                                   A Better EU Budget      Guy Verhofstadt   \n",
       "10                          A Global Solutions Network     Jeffrey D. Sachs   \n",
       "11            The Enigma of China's Economic \"Miracle\"       Orville Schell   \n",
       "12             Sub-Saharan Africa’s Subprime Borrowers   Joseph E. Stiglitz   \n",
       "13                     Scaling Up Water Sustainability    Giulio Boccaletti   \n",
       "14                                    The Stress Nexus          Peter Voser   \n",
       "15            New Battlegrounds in Development Finance      Nancy Alexander   \n",
       "16             Infrastructure for a Sustainable Future          Zia Qureshi   \n",
       "17                              Can We Feed the World?        Gordon Conway   \n",
       "18                        Kyoto’s Misplaced Priorities        Bjørn Lomborg   \n",
       "19                       Investing in Immigrant Europe        Giles Merritt   \n",
       "20                               China’s Next Stimulus          Yu Yongding   \n",
       "21              America’s Trade Deficit Begins at Home     Stephen S. Roach   \n",
       "22                                 Capitals of Capital          Ian Bremmer   \n",
       "23                                         After Kyoto          Ian Johnson   \n",
       "24                  A New World’s New Development Bank       Nicholas Stern   \n",
       "25                               Ebola’s Next Frontier    Hrishabh Sandilya   \n",
       "26                             The Age of Megaprojects      Nancy Alexander   \n",
       "27                          Financing Renewable Energy         Richard Robb   \n",
       "28                           A Growth Pact for America        Glenn Hubbard   \n",
       "29                   The Horn of Africa’s Last Famine?           Sam Dryden   \n",
       "..                                                 ...                  ...   \n",
       "970                    The Electronic Money Revolution    Robert J. Shiller   \n",
       "971                       The Orange Velvet Revolution        Anders Åslund   \n",
       "972                                  The Euro Grows Up       Wim Duisenberg   \n",
       "973                            Why Wolfensohn Mattered   Joseph E. Stiglitz   \n",
       "974                  Putting Europe into the EU Budget      Stefano Micossi   \n",
       "975                                A Day of Liberation       Michael Mertes   \n",
       "976            Religious Pluralism for a Pluralist Age         Peter Berger   \n",
       "977                              Live Long and Prosper    Robert J. Shiller   \n",
       "978                               Giving Till it Heals     Jeffrey D. Sachs   \n",
       "979                        Europe and Asia’s Arms Race          Per Ahlmark   \n",
       "980              China's Anti-Secession Law Boomerangs          Amit Chanda   \n",
       "981                           China’s “Peaceful” Rise?        Joseph S. Nye   \n",
       "982                   The Time is Now to Fight Disease     Mabel van Oranje   \n",
       "983            Democracy in Inaction at the World Bank   Joseph E. Stiglitz   \n",
       "984               Europe’s High Court Confronts Racism    James A. Goldston   \n",
       "985                         Asia’s Post-Tsunami Future  Jean-Pierre Lehmann   \n",
       "986               Fiscal Follies in America and Beyond   J. Bradford DeLong   \n",
       "987                         The Lost Wealth of Nations      Partha Dasgupta   \n",
       "988                                The Primacy of NATO     Jaap D. Scheffer   \n",
       "989                    Will Europe Learn to Love Bush?         Albert Rohan   \n",
       "990                       Europe’s Scientific Meltdown        Claude Kordon   \n",
       "991                                   Iraq’s Half Step          Barry Rubin   \n",
       "992                               The Software of Life      Antoine Danchin   \n",
       "993               The Environmental Effect of Tsunamis        Arne Jernelov   \n",
       "994                        Bush’s Crash Test Economics   J. Bradford DeLong   \n",
       "995                      Reconciliation’s New Frontier      Dominique Moisi   \n",
       "996                              France is Not Working   Brigitte Granville   \n",
       "997                The Myth of the “Ownership Society”   J. Bradford DeLong   \n",
       "998                              Children of Frenchmen   Jean-Paul Fitoussi   \n",
       "999                Russia’s Moving Presidential Target       Georgy Satarov   \n",
       "\n",
       "    date_published                                           articles  \\\n",
       "0      Apr 3, 2015  POTSDAM – A silent revolution is under way. In...   \n",
       "1     Aug 18, 2015  SINGAPORE – China and India are driving Asia’s...   \n",
       "2     Feb 19, 2016  FEZ – The global oil-price bust has devastated...   \n",
       "3      Oct 6, 2009  VIENNA – A decade ago, renewable energy was vi...   \n",
       "4     Apr 15, 2015  WASHINGTON, DC – The world has never been clos...   \n",
       "5     Jun 12, 2012  WASHINGTON, DC– By the time you finish reading...   \n",
       "6     Dec 10, 2014  MADRID – Energy has become a focal point of gl...   \n",
       "7     Sep 29, 2011  BERKELEY – Former US Treasury Secretary Lawren...   \n",
       "8     Jul 14, 2014  LONDON – The proclamation of a new Cold War, f...   \n",
       "9     Jun 24, 2013  BRUSSELS – Stopping Europe’s economic decline ...   \n",
       "10    Aug 22, 2012  NEW YORK – Great social change occurs in sever...   \n",
       "11     Nov 7, 2003  The People's Republic of China is a country in...   \n",
       "12    Jun 25, 2013  NEW YORK – In recent years, a growing number o...   \n",
       "13    Jan 15, 2014  NEW YORK – Since 2000, when the United Nations...   \n",
       "14    Jan 21, 2013  LONDON – Every day, the number of people inhab...   \n",
       "15    Oct 15, 2014  PRETORIA – The popularity of public-private pa...   \n",
       "16    Feb 24, 2016  WASHINGTON, DC – Infrastructure is a powerful ...   \n",
       "17     Apr 2, 2013  LONDON – In the 1960’s, the Green Revolution –...   \n",
       "18    Feb 10, 2005  When the Kyoto treaty enters into force on Feb...   \n",
       "19     Feb 3, 2015  BRUSSELS – In the wake of the terrorist attack...   \n",
       "20    Mar 24, 2016  BEIJING – Since last November, economists and ...   \n",
       "21    Apr 25, 2016  NEW HAVEN – Thanks to fear mongering on the US...   \n",
       "22    May 29, 2009  NEW YORK – Recently, China’s government announ...   \n",
       "23    Feb 15, 2005  The Kyoto Protocol treaty has now entered into...   \n",
       "24     May 1, 2013  NEW YORK – At the conclusion of their summit i...   \n",
       "25    Oct 23, 2014  NEW DELHI – Which countries, beyond those in W...   \n",
       "26    Jul 10, 2015  WASHINGTON, DC – We seem to be entering a new ...   \n",
       "27    Nov 16, 2009  NEW YORK – There is plenty of money in the pri...   \n",
       "28     Nov 5, 2014  NEW YORK – America, once again, will have a di...   \n",
       "29    Sep 14, 2011  SEATTLE – The recent pledge of $350 million by...   \n",
       "..             ...                                                ...   \n",
       "970   Jul 27, 2004  Most journalistic accounts of the new forms of...   \n",
       "971   Dec 21, 2004  Ukraine’s ‘Orange Revolution’ will reach its c...   \n",
       "972    Jan 1, 2005  On January 1, the euro celebrated its sixth bi...   \n",
       "973    May 6, 2005  At the end of this month, James Wolfensohn’s t...   \n",
       "974    Mar 3, 2005  Most independent observers agree that the Euro...   \n",
       "975    May 3, 2005  When I was seven years old, in 1960, my grandm...   \n",
       "976   Apr 28, 2005  The election of Pope Benedict XVI and the glob...   \n",
       "977   Apr 27, 2005  Living a long time is one of our deepest wishe...   \n",
       "978   Mar 30, 2005  In my new book  The End of Poverty , I show ho...   \n",
       "979   Mar 22, 2005  When European unification was launched, it was...   \n",
       "980   Mar 22, 2005  The passage of any law by China’s rubber-stamp...   \n",
       "981   Mar 16, 2005  In recent weeks, China announced a 12.6% incre...   \n",
       "982   Mar 14, 2005  It is possible for a child born just ten years...   \n",
       "983    Mar 6, 2005  James Wolfensohn, the president of the World B...   \n",
       "984    Mar 1, 2005  The European Court of Human Rights is hearing ...   \n",
       "985    Jan 5, 2005  There can be no underestimating the scale of t...   \n",
       "986   Feb 28, 2005  Those of us who know that long-run fiscal imba...   \n",
       "987   Feb 22, 2005  The phrase “sustainable development” is common...   \n",
       "988   Feb 18, 2005   F OR PUBLICATION FEBRUARY 22, NOT BEFORE Toda...   \n",
       "989   Feb 17, 2005  President George W. Bush will soon travel to E...   \n",
       "990    Feb 2, 2005  After World War II, most Europeans agreed that...   \n",
       "991    Feb 1, 2005  The relatively successful election in Iraq is ...   \n",
       "992   Jan 28, 2005  Being alive, we tend to think that life is eas...   \n",
       "993   Jan 24, 2005  Reports about the tsunamis that devastated Sou...   \n",
       "994   Jan 11, 2005  Fifteen years ago, the United States was in th...   \n",
       "995   May 24, 2006  In France, May 10 is a day to commemorate the ...   \n",
       "996   May 29, 2006  France’s chronic malaise is marked by periodic...   \n",
       "997   May 31, 2006  \"No,\" said former Fox News journalist Tony Sno...   \n",
       "998   Jun 15, 2007  One puzzling and often overlooked feature of t...   \n",
       "999   Jul 30, 2007  Recently, a small event caused a major stir in...   \n",
       "\n",
       "                                                source  query_score  group  \\\n",
       "0    https://www.project-syndicate.org/commentary/s...            4      0   \n",
       "1    https://www.project-syndicate.org/commentary/i...            4      1   \n",
       "2    https://www.project-syndicate.org/commentary/m...            4      0   \n",
       "3    https://www.project-syndicate.org/commentary/r...            3      0   \n",
       "4    https://www.project-syndicate.org/commentary/s...            3      0   \n",
       "5    https://www.project-syndicate.org/commentary/t...            3      2   \n",
       "6    https://www.project-syndicate.org/commentary/g...            3      0   \n",
       "7    https://www.project-syndicate.org/commentary/a...            3      3   \n",
       "8    https://www.project-syndicate.org/commentary/a...            3      2   \n",
       "9    https://www.project-syndicate.org/commentary/f...            3      4   \n",
       "10   https://www.project-syndicate.org/commentary/a...            3      5   \n",
       "11   https://www.project-syndicate.org/commentary/t...            3      1   \n",
       "12   https://www.project-syndicate.org/commentary/s...            3      3   \n",
       "13   https://www.project-syndicate.org/commentary/g...            3      2   \n",
       "14   https://www.project-syndicate.org/commentary/t...            3      2   \n",
       "15   https://www.project-syndicate.org/commentary/i...            3      6   \n",
       "16   https://www.project-syndicate.org/commentary/i...            3      0   \n",
       "17   https://www.project-syndicate.org/commentary/a...            3      2   \n",
       "18   https://www.project-syndicate.org/commentary/k...            3      0   \n",
       "19   https://www.project-syndicate.org/commentary/e...            3      4   \n",
       "20   https://www.project-syndicate.org/commentary/c...            3      1   \n",
       "21   https://www.project-syndicate.org/commentary/u...            3      7   \n",
       "22   https://www.project-syndicate.org/commentary/c...            3      1   \n",
       "23   https://www.project-syndicate.org/commentary/a...            3      0   \n",
       "24   https://www.project-syndicate.org/commentary/t...            3      6   \n",
       "25   https://www.project-syndicate.org/commentary/e...            3      8   \n",
       "26   https://www.project-syndicate.org/commentary/g...            3      6   \n",
       "27   https://www.project-syndicate.org/commentary/f...            3      0   \n",
       "28   https://www.project-syndicate.org/commentary/e...            3      3   \n",
       "29   https://www.project-syndicate.org/commentary/t...            3      2   \n",
       "..                                                 ...          ...    ...   \n",
       "970  https://www.project-syndicate.org/commentary/t...            1      8   \n",
       "971  https://www.project-syndicate.org/commentary/t...            1     13   \n",
       "972  https://www.project-syndicate.org/commentary/t...            1      3   \n",
       "973  https://www.project-syndicate.org/commentary/w...            1      6   \n",
       "974  https://www.project-syndicate.org/commentary/p...            1      4   \n",
       "975  https://www.project-syndicate.org/commentary/a...            1      4   \n",
       "976  https://www.project-syndicate.org/commentary/r...            1     13   \n",
       "977  https://www.project-syndicate.org/commentary/l...            1      8   \n",
       "978  https://www.project-syndicate.org/commentary/g...            1      5   \n",
       "979  https://www.project-syndicate.org/commentary/e...            1      1   \n",
       "980  https://www.project-syndicate.org/commentary/c...            1     13   \n",
       "981  https://www.project-syndicate.org/commentary/c...            1      1   \n",
       "982  https://www.project-syndicate.org/commentary/t...            1      5   \n",
       "983  https://www.project-syndicate.org/commentary/d...            1      6   \n",
       "984  https://www.project-syndicate.org/commentary/e...            1      8   \n",
       "985  https://www.project-syndicate.org/commentary/a...            1      1   \n",
       "986  https://www.project-syndicate.org/commentary/f...            1      3   \n",
       "987  https://www.project-syndicate.org/commentary/t...            1      5   \n",
       "988  https://www.project-syndicate.org/commentary/t...            1     13   \n",
       "989  https://www.project-syndicate.org/commentary/w...            1     13   \n",
       "990  https://www.project-syndicate.org/commentary/e...            1      4   \n",
       "991  https://www.project-syndicate.org/commentary/i...            1     13   \n",
       "992  https://www.project-syndicate.org/commentary/t...            1      8   \n",
       "993  https://www.project-syndicate.org/commentary/t...            1      2   \n",
       "994  https://www.project-syndicate.org/commentary/b...            1      3   \n",
       "995  https://www.project-syndicate.org/commentary/r...            1      4   \n",
       "996  https://www.project-syndicate.org/commentary/f...            1      4   \n",
       "997  https://www.project-syndicate.org/commentary/t...            1     15   \n",
       "998  https://www.project-syndicate.org/commentary/c...            1      4   \n",
       "999  https://www.project-syndicate.org/commentary/r...            1     13   \n",
       "\n",
       "     sent_score  subj_score  length  \n",
       "0      0.606695    0.441589     767  \n",
       "1      0.524630    0.391922     845  \n",
       "2      0.708468    0.422566     730  \n",
       "3      0.465909    0.379101     777  \n",
       "4      0.648693    0.456173     841  \n",
       "5      0.593593    0.439961     717  \n",
       "6      0.587622    0.349625     877  \n",
       "7      0.231608    0.321149     289  \n",
       "8      0.515520    0.423882     801  \n",
       "9      0.569134    0.201471     218  \n",
       "10     0.617923    0.401636     959  \n",
       "11     0.525116    0.356007     226  \n",
       "12     0.494133    0.405223     959  \n",
       "13     0.751213    0.462311     834  \n",
       "14     0.820083    0.421110     670  \n",
       "15     0.441763    0.326943     245  \n",
       "16     0.787870    0.472249     892  \n",
       "17     0.593256    0.403308     774  \n",
       "18     0.671868    0.451607     902  \n",
       "19     0.585613    0.433068     755  \n",
       "20     0.564377    0.450846     923  \n",
       "21     0.492677    0.365063     985  \n",
       "22     0.550677    0.282816     214  \n",
       "23     0.626399    0.454174     764  \n",
       "24     0.715038    0.496999     267  \n",
       "25     0.543652    0.382487     793  \n",
       "26     0.472379    0.394162    1034  \n",
       "27     0.431956    0.423075     275  \n",
       "28     0.492215    0.402204     281  \n",
       "29     0.667429    0.404557     668  \n",
       "..          ...         ...     ...  \n",
       "970    0.799189    0.549818     244  \n",
       "971    0.833408    0.403395     252  \n",
       "972    0.883575    0.360919     216  \n",
       "973    0.733368    0.566667     203  \n",
       "974    0.440022    0.327914     254  \n",
       "975    0.331614    0.445776     405  \n",
       "976    0.477955    0.416178     949  \n",
       "977    0.624699    0.391484     293  \n",
       "978    0.636208    0.488128     297  \n",
       "979    0.628716    0.384226     254  \n",
       "980    0.347870    0.455952     290  \n",
       "981    0.561960    0.438659     274  \n",
       "982    0.418854    0.487182     243  \n",
       "983    0.859795    0.575805     237  \n",
       "984    0.614559    0.423070     252  \n",
       "985    0.275402    0.316414     264  \n",
       "986    0.591324    0.432963     240  \n",
       "987    0.311579    0.454865     209  \n",
       "988    0.699401    0.510119      98  \n",
       "989    0.377005    0.279323     230  \n",
       "990    0.481793    0.326070     311  \n",
       "991    0.676499    0.567231     254  \n",
       "992    0.524301    0.488843     751  \n",
       "993    0.450439    0.440609     694  \n",
       "994    0.307526    0.402920     342  \n",
       "995    0.489380    0.323810     259  \n",
       "996    0.456013    0.425427     251  \n",
       "997    0.568301    0.422391     356  \n",
       "998    0.448286    0.353007     264  \n",
       "999    0.533093    0.473848     177  \n",
       "\n",
       "[1000 rows x 10 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_df.to_csv('query_df.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Appendix: Supporting modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## NLP modules\n",
    "import gensim\n",
    "from gensim.models.doc2vec import Doc2Vec\n",
    "import nltk\n",
    "import textblob\n",
    "from textblob import TextBlob\n",
    "from sklearn.feature_extraction.stop_words import ENGLISH_STOP_WORDS\n",
    "from nltk.corpus import stopwords ##Note you'll need to download NLTK and corpuses\n",
    "from spacy.en import English ##Note you'll need to install Spacy and download its dependencies\n",
    "parser = English()\n",
    "\n",
    "## Other Python modules\n",
    "import itertools\n",
    "from operator import itemgetter\n",
    "import re\n",
    "import string\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "from IPython.display import IFrame\n",
    "\n",
    "# Graph module\n",
    "import networkx as nx\n",
    "\n",
    "## Machine learning & text vectorizer modules\n",
    "from sklearn.decomposition import TruncatedSVD\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# A custom function to clean the text before sending it into the vectorizer\n",
    "def cleanText(text):\n",
    "    # get rid of newlines\n",
    "    text = text.strip().replace(\"\\n\", \" \").replace(\"\\r\", \" \")\n",
    "    \n",
    "    # replace twitter @mentions\n",
    "    mentionFinder = re.compile(r\"@[a-z0-9_]{1,15}\", re.IGNORECASE)\n",
    "    text = mentionFinder.sub(\"@MENTION\", text)\n",
    "    text = re.sub('[^a-zA-Z ]','',text)\n",
    "    # replace HTML symbols\n",
    "    text = text.replace(\"&amp;\", \"and\").replace(\"&gt;\", \">\").replace(\"&lt;\", \"<\")\n",
    "    \n",
    "    # lowercase\n",
    "    text = text.lower()\n",
    "#     text = str(TextBlob(text).correct())\n",
    "    return text\n",
    "\n",
    "# A custom function to tokenize the text using spaCy\n",
    "# and convert to lemmas\n",
    "def tokenizeText(sample):\n",
    "    # get the tokens using spaCy\n",
    "    tokens = parser(cleanText(sample))\n",
    "\n",
    "    # lemmatize\n",
    "    lemmas = []\n",
    "    for tok in tokens:\n",
    "        lemmas.append(tok.lemma_.lower().strip() if tok.lemma_ != \"-PRON-\" else tok.lower_)\n",
    "    tokens = lemmas\n",
    "\n",
    "    # stoplist the tokens\n",
    "    tokens = [tok for tok in tokens if tok not in STOPLIST]\n",
    "\n",
    "    # stoplist symbols\n",
    "    tokens = [tok for tok in tokens if tok not in SYMBOLS]\n",
    "\n",
    "    # remove large strings of whitespace\n",
    "    while \"\" in tokens:\n",
    "        tokens.remove(\"\")\n",
    "    while \" \" in tokens:\n",
    "        tokens.remove(\" \")\n",
    "    while \"\\n\" in tokens:\n",
    "        tokens.remove(\"\\n\")\n",
    "    while \"\\n\\n\" in tokens:\n",
    "        tokens.remove(\"\\n\\n\")\n",
    "\n",
    "    return tokens\n",
    "\n",
    "# A custom stoplist\n",
    "STOPLIST = set(stopwords.words('english') + [\"n't\", \"'s\", \"'m\", \"ca\"] + list(ENGLISH_STOP_WORDS))\n",
    "# List of symbols we don't care about\n",
    "SYMBOLS = \" \".join(string.punctuation).split(\" \") + [\"-----\", \"---\", \"...\", \"“\", \"”\", \"'ve\"]\n",
    "\n",
    "## Tokenizer specific for Doc2Vec where each word is important, so stop words are not removed.\n",
    "def doc2vec_tokenizeText(corpus):\n",
    "    punctuation = \"\"\".,?!:;(){}[]\"\"\"\n",
    "    corpus = [z.lower().replace('\\n','') for z in corpus]\n",
    "    corpus = [z.replace('<br />', ' ') for z in corpus]\n",
    "\n",
    "    #treat punctuation as individual words\n",
    "    for c in punctuation:\n",
    "        corpus = [z.replace(c, ' %s '%c) for z in corpus]\n",
    "    corpus = [z.split() for z in corpus]\n",
    "    return corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def cos_sim(text1,text2):\n",
    "    tfvectorizer = TfidfVectorizer(tokenizer=tokenizeText)\n",
    "    arrays = tfvectorizer.fit_transform([text1,text2]).A\n",
    "    num = (arrays[0]*arrays[1]).sum()\n",
    "    denom1 = np.sqrt((arrays[0]**2).sum())\n",
    "    denom2 = np.sqrt((arrays[1]**2).sum())\n",
    "    return num/(denom1*denom2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# coding=utf-8\n",
    "\n",
    "\n",
    "class Status(object):\n",
    "    \"\"\"\n",
    "    To handle several data in one struct.\n",
    "\n",
    "    Could be replaced by named tuple, but don't want to depend on python 2.6\n",
    "    \"\"\"\n",
    "    node2com = {}\n",
    "    total_weight = 0\n",
    "    internals = {}\n",
    "    degrees = {}\n",
    "    gdegrees = {}\n",
    "\n",
    "    def __init__(self):\n",
    "        self.node2com = dict([])\n",
    "        self.total_weight = 0\n",
    "        self.degrees = dict([])\n",
    "        self.gdegrees = dict([])\n",
    "        self.internals = dict([])\n",
    "        self.loops = dict([])\n",
    "\n",
    "    def __str__(self):\n",
    "        return (\"node2com : \" + str(self.node2com) + \" degrees : \"\n",
    "                + str(self.degrees) + \" internals : \" + str(self.internals)\n",
    "                + \" total_weight : \" + str(self.total_weight))\n",
    "\n",
    "    def copy(self):\n",
    "        \"\"\"Perform a deep copy of status\"\"\"\n",
    "        new_status = Status()\n",
    "        new_status.node2com = self.node2com.copy()\n",
    "        new_status.internals = self.internals.copy()\n",
    "        new_status.degrees = self.degrees.copy()\n",
    "        new_status.gdegrees = self.gdegrees.copy()\n",
    "        new_status.total_weight = self.total_weight\n",
    "\n",
    "    def init(self, graph, weight, part=None):\n",
    "        \"\"\"Initialize the status of a graph with every node in one community\"\"\"\n",
    "        count = 0\n",
    "        self.node2com = dict([])\n",
    "        self.total_weight = 0\n",
    "        self.degrees = dict([])\n",
    "        self.gdegrees = dict([])\n",
    "        self.internals = dict([])\n",
    "        self.total_weight = graph.size(weight=weight)\n",
    "        if part is None:\n",
    "            for node in graph.nodes():\n",
    "                self.node2com[node] = count\n",
    "                deg = float(graph.degree(node, weight=weight))\n",
    "                if deg < 0:\n",
    "                    error = \"Bad graph type ({})\".format(type(graph))\n",
    "                    raise ValueError(error)\n",
    "                self.degrees[count] = deg\n",
    "                self.gdegrees[node] = deg\n",
    "                edge_data = graph.get_edge_data(node, node, {weight: 0})\n",
    "                self.loops[node] = float(edge_data.get(weight, 1))\n",
    "                self.internals[count] = self.loops[node]\n",
    "                count += 1\n",
    "        else:\n",
    "            for node in graph.nodes():\n",
    "                com = part[node]\n",
    "                self.node2com[node] = com\n",
    "                deg = float(graph.degree(node, weight=weight))\n",
    "                self.degrees[com] = self.degrees.get(com, 0) + deg\n",
    "                self.gdegrees[node] = deg\n",
    "                inc = 0.\n",
    "                for neighbor, datas in graph[node].items():\n",
    "                    edge_weight = datas.get(weight, 1)\n",
    "                    if edge_weight <= 0:\n",
    "                        error = \"Bad graph type ({})\".format(type(graph))\n",
    "                        raise ValueError(error)\n",
    "                    if part[neighbor] == com:\n",
    "                        if neighbor == node:\n",
    "                            inc += float(edge_weight)\n",
    "                        else:\n",
    "                            inc += float(edge_weight) / 2.\n",
    "                self.internals[com] = self.internals.get(com, 0) + inc\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\"\"\"\n",
    "This module implements community detection.\n",
    "\"\"\"\n",
    "from __future__ import print_function\n",
    "import networkx as nx\n",
    "import array\n",
    "\n",
    "__author__ = \"\"\"Thomas Aynaud (thomas.aynaud@lip6.fr)\"\"\"\n",
    "#    Copyright (C) 2009 by\n",
    "#    Thomas Aynaud <thomas.aynaud@lip6.fr>\n",
    "#    All rights reserved.\n",
    "#    BSD license.\n",
    "\n",
    "__PASS_MAX = -1\n",
    "__MIN = 0.0000001\n",
    "\n",
    "\n",
    "def partition_at_level(dendrogram, level):\n",
    "    \"\"\"Return the partition of the nodes at the given level\n",
    "\n",
    "    A dendrogram is a tree and each level is a partition of the graph nodes.\n",
    "    Level 0 is the first partition, which contains the smallest communities,\n",
    "    and the best is len(dendrogram) - 1.\n",
    "    The higher the level is, the bigger are the communities\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    dendrogram : list of dict\n",
    "       a list of partitions, ie dictionnaries where keys of the i+1 are the\n",
    "       values of the i.\n",
    "    level : int\n",
    "       the level which belongs to [0..len(dendrogram)-1]\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    partition : dictionnary\n",
    "       A dictionary where keys are the nodes and the values are the set it\n",
    "       belongs to\n",
    "\n",
    "    Raises\n",
    "    ------\n",
    "    KeyError\n",
    "       If the dendrogram is not well formed or the level is too high\n",
    "\n",
    "    See Also\n",
    "    --------\n",
    "    best_partition which directly combines partition_at_level and\n",
    "    generate_dendrogram to obtain the partition of highest modularity\n",
    "\n",
    "    Examples\n",
    "    --------\n",
    "    >>> G=nx.erdos_renyi_graph(100, 0.01)\n",
    "    >>> dendrogram = generate_dendrogram(G)\n",
    "    >>> for level in range(len(dendrogram) - 1) :\n",
    "    >>>     print(\"partition at level\", level, \"is\", partition_at_level(dendrogram, level))  # NOQA\n",
    "    \"\"\"\n",
    "    partition = dendrogram[0].copy()\n",
    "    for index in range(1, level + 1):\n",
    "        for node, community in partition.items():\n",
    "            partition[node] = dendrogram[index][community]\n",
    "    return partition\n",
    "\n",
    "\n",
    "def modularity(partition, graph, weight='weight'):\n",
    "    \"\"\"Compute the modularity of a partition of a graph\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    partition : dict\n",
    "       the partition of the nodes, i.e a dictionary where keys are their nodes\n",
    "       and values the communities\n",
    "    graph : networkx.Graph\n",
    "       the networkx graph which is decomposed\n",
    "    weight : str, optional\n",
    "        the key in graph to use as weight. Default to 'weight'\n",
    "\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    modularity : float\n",
    "       The modularity\n",
    "\n",
    "    Raises\n",
    "    ------\n",
    "    KeyError\n",
    "       If the partition is not a partition of all graph nodes\n",
    "    ValueError\n",
    "        If the graph has no link\n",
    "    TypeError\n",
    "        If graph is not a networkx.Graph\n",
    "\n",
    "    References\n",
    "    ----------\n",
    "    .. 1. Newman, M.E.J. & Girvan, M. Finding and evaluating community\n",
    "    structure in networks. Physical Review E 69, 26113(2004).\n",
    "\n",
    "    Examples\n",
    "    --------\n",
    "    >>> G=nx.erdos_renyi_graph(100, 0.01)\n",
    "    >>> part = best_partition(G)\n",
    "    >>> modularity(part, G)\n",
    "    \"\"\"\n",
    "    if type(graph) != nx.Graph:\n",
    "        raise TypeError(\"Bad graph type, use only non directed graph\")\n",
    "\n",
    "    inc = dict([])\n",
    "    deg = dict([])\n",
    "    links = graph.size(weight=weight)\n",
    "    if links == 0:\n",
    "        raise ValueError(\"A graph without link has an undefined modularity\")\n",
    "\n",
    "    for node in graph:\n",
    "        com = partition[node]\n",
    "        deg[com] = deg.get(com, 0.) + graph.degree(node, weight=weight)\n",
    "        for neighbor, datas in graph[node].items():\n",
    "            edge_weight = datas.get(weight, 1)\n",
    "            if partition[neighbor] == com:\n",
    "                if neighbor == node:\n",
    "                    inc[com] = inc.get(com, 0.) + float(edge_weight)\n",
    "                else:\n",
    "                    inc[com] = inc.get(com, 0.) + float(edge_weight) / 2.\n",
    "\n",
    "    res = 0.\n",
    "    for com in set(partition.values()):\n",
    "        res += (inc.get(com, 0.) / links) - \\\n",
    "               (deg.get(com, 0.) / (2. * links)) ** 2\n",
    "    return res\n",
    "\n",
    "\n",
    "def best_partition(graph, partition=None, weight='weight', resolution=1.):\n",
    "    \"\"\"Compute the partition of the graph nodes which maximises the modularity\n",
    "    (or try..) using the Louvain heuristices\n",
    "\n",
    "    This is the partition of highest modularity, i.e. the highest partition\n",
    "    of the dendrogram generated by the Louvain algorithm.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    graph : networkx.Graph\n",
    "       the networkx graph which is decomposed\n",
    "    partition : dict, optional\n",
    "       the algorithm will start using this partition of the nodes.\n",
    "       It's a dictionary where keys are their nodes and values the communities\n",
    "    weight : str, optional\n",
    "        the key in graph to use as weight. Default to 'weight'\n",
    "    resolution :  double, optional\n",
    "        Will change the size of the communities, default to 1.\n",
    "        represents the time described in\n",
    "        \"Laplacian Dynamics and Multiscale Modular Structure in Networks\",\n",
    "        R. Lambiotte, J.-C. Delvenne, M. Barahona\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    partition : dictionnary\n",
    "       The partition, with communities numbered from 0 to number of communities\n",
    "\n",
    "    Raises\n",
    "    ------\n",
    "    NetworkXError\n",
    "       If the graph is not Eulerian.\n",
    "\n",
    "    See Also\n",
    "    --------\n",
    "    generate_dendrogram to obtain all the decompositions levels\n",
    "\n",
    "    Notes\n",
    "    -----\n",
    "    Uses Louvain algorithm\n",
    "\n",
    "    References\n",
    "    ----------\n",
    "    .. 1. Blondel, V.D. et al. Fast unfolding of communities in\n",
    "    large networks. J. Stat. Mech 10008, 1-12(2008).\n",
    "\n",
    "    Examples\n",
    "    --------\n",
    "    >>>  #Basic usage\n",
    "    >>> G=nx.erdos_renyi_graph(100, 0.01)\n",
    "    >>> part = best_partition(G)\n",
    "\n",
    "    >>> #other example to display a graph with its community :\n",
    "    >>> #better with karate_graph() as defined in networkx examples\n",
    "    >>> #erdos renyi don't have true community structure\n",
    "    >>> G = nx.erdos_renyi_graph(30, 0.05)\n",
    "    >>> #first compute the best partition\n",
    "    >>> partition = community.best_partition(G)\n",
    "    >>>  #drawing\n",
    "    >>> size = float(len(set(partition.values())))\n",
    "    >>> pos = nx.spring_layout(G)\n",
    "    >>> count = 0.\n",
    "    >>> for com in set(partition.values()) :\n",
    "    >>>     count += 1.\n",
    "    >>>     list_nodes = [nodes for nodes in partition.keys()\n",
    "    >>>                                 if partition[nodes] == com]\n",
    "    >>>     nx.draw_networkx_nodes(G, pos, list_nodes, node_size = 20,\n",
    "                                    node_color = str(count / size))\n",
    "    >>> nx.draw_networkx_edges(G,pos, alpha=0.5)\n",
    "    >>> plt.show()\n",
    "    \"\"\"\n",
    "    dendo = generate_dendrogram(graph, partition, weight, resolution)\n",
    "    return partition_at_level(dendo, len(dendo) - 1)\n",
    "\n",
    "\n",
    "def generate_dendrogram(graph, part_init=None, weight='weight', resolution=1.):\n",
    "    \"\"\"Find communities in the graph and return the associated dendrogram\n",
    "\n",
    "    A dendrogram is a tree and each level is a partition of the graph nodes.\n",
    "    Level 0 is the first partition, which contains the smallest communities,\n",
    "    and the best is len(dendrogram) - 1. The higher the level is, the bigger\n",
    "    are the communities\n",
    "\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    graph : networkx.Graph\n",
    "        the networkx graph which will be decomposed\n",
    "    part_init : dict, optional\n",
    "        the algorithm will start using this partition of the nodes. It's a\n",
    "        dictionary where keys are their nodes and values the communities\n",
    "    weight : str, optional\n",
    "        the key in graph to use as weight. Default to 'weight'\n",
    "    resolution :  double, optional\n",
    "        Will change the size of the communities, default to 1.\n",
    "        represents the time described in\n",
    "        \"Laplacian Dynamics and Multiscale Modular Structure in Networks\",\n",
    "        R. Lambiotte, J.-C. Delvenne, M. Barahona\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    dendrogram : list of dictionaries\n",
    "        a list of partitions, ie dictionnaries where keys of the i+1 are the\n",
    "        values of the i. and where keys of the first are the nodes of graph\n",
    "\n",
    "    Raises\n",
    "    ------\n",
    "    TypeError\n",
    "        If the graph is not a networkx.Graph\n",
    "\n",
    "    See Also\n",
    "    --------\n",
    "    best_partition\n",
    "\n",
    "    Notes\n",
    "    -----\n",
    "    Uses Louvain algorithm\n",
    "\n",
    "    References\n",
    "    ----------\n",
    "    .. 1. Blondel, V.D. et al. Fast unfolding of communities in large\n",
    "    networks. J. Stat. Mech 10008, 1-12(2008).\n",
    "\n",
    "    Examples\n",
    "    --------\n",
    "    >>> G=nx.erdos_renyi_graph(100, 0.01)\n",
    "    >>> dendo = generate_dendrogram(G)\n",
    "    >>> for level in range(len(dendo) - 1) :\n",
    "    >>>     print(\"partition at level\", level,\n",
    "    >>>           \"is\", partition_at_level(dendo, level))\n",
    "    :param weight:\n",
    "    :type weight:\n",
    "    \"\"\"\n",
    "    if type(graph) != nx.Graph:\n",
    "        raise TypeError(\"Bad graph type, use only non directed graph\")\n",
    "\n",
    "    # special case, when there is no link\n",
    "    # the best partition is everyone in its community\n",
    "    if graph.number_of_edges() == 0:\n",
    "        part = dict([])\n",
    "        for node in graph.nodes():\n",
    "            part[node] = node\n",
    "        return [part]\n",
    "\n",
    "    current_graph = graph.copy()\n",
    "    status = Status()\n",
    "    status.init(current_graph, weight, part_init)\n",
    "    status_list = list()\n",
    "    __one_level(current_graph, status, weight, resolution)\n",
    "    new_mod = __modularity(status)\n",
    "    partition = __renumber(status.node2com)\n",
    "    status_list.append(partition)\n",
    "    mod = new_mod\n",
    "    current_graph = induced_graph(partition, current_graph, weight)\n",
    "    status.init(current_graph, weight)\n",
    "\n",
    "    while True:\n",
    "        __one_level(current_graph, status, weight, resolution)\n",
    "        new_mod = __modularity(status)\n",
    "        if new_mod - mod < __MIN:\n",
    "            break\n",
    "        partition = __renumber(status.node2com)\n",
    "        status_list.append(partition)\n",
    "        mod = new_mod\n",
    "        current_graph = induced_graph(partition, current_graph, weight)\n",
    "        status.init(current_graph, weight)\n",
    "    return status_list[:]\n",
    "\n",
    "\n",
    "def induced_graph(partition, graph, weight=\"weight\"):\n",
    "    \"\"\"Produce the graph where nodes are the communities\n",
    "\n",
    "    there is a link of weight w between communities if the sum of the weights\n",
    "    of the links between their elements is w\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    partition : dict\n",
    "       a dictionary where keys are graph nodes and  values the part the node\n",
    "       belongs to\n",
    "    graph : networkx.Graph\n",
    "        the initial graph\n",
    "    weight : str, optional\n",
    "        the key in graph to use as weight. Default to 'weight'\n",
    "\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    g : networkx.Graph\n",
    "       a networkx graph where nodes are the parts\n",
    "\n",
    "    Examples\n",
    "    --------\n",
    "    >>> n = 5\n",
    "    >>> g = nx.complete_graph(2*n)\n",
    "    >>> part = dict([])\n",
    "    >>> for node in g.nodes() :\n",
    "    >>>     part[node] = node % 2\n",
    "    >>> ind = induced_graph(part, g)\n",
    "    >>> goal = nx.Graph()\n",
    "    >>> goal.add_weighted_edges_from([(0,1,n*n),(0,0,n*(n-1)/2), (1, 1, n*(n-1)/2)])  # NOQA\n",
    "    >>> nx.is_isomorphic(int, goal)\n",
    "    True\n",
    "    \"\"\"\n",
    "    ret = nx.Graph()\n",
    "    ret.add_nodes_from(partition.values())\n",
    "\n",
    "    for node1, node2, datas in graph.edges_iter(data=True):\n",
    "        edge_weight = datas.get(weight, 1)\n",
    "        com1 = partition[node1]\n",
    "        com2 = partition[node2]\n",
    "        w_prec = ret.get_edge_data(com1, com2, {weight: 0}).get(weight, 1)\n",
    "        ret.add_edge(com1, com2, attr_dict={weight: w_prec + edge_weight})\n",
    "\n",
    "    return ret\n",
    "\n",
    "\n",
    "def __renumber(dictionary):\n",
    "    \"\"\"Renumber the values of the dictionary from 0 to n\n",
    "    \"\"\"\n",
    "    count = 0\n",
    "    ret = dictionary.copy()\n",
    "    new_values = dict([])\n",
    "\n",
    "    for key in dictionary.keys():\n",
    "        value = dictionary[key]\n",
    "        new_value = new_values.get(value, -1)\n",
    "        if new_value == -1:\n",
    "            new_values[value] = count\n",
    "            new_value = count\n",
    "            count += 1\n",
    "        ret[key] = new_value\n",
    "\n",
    "    return ret\n",
    "\n",
    "\n",
    "def __load_binary(data):\n",
    "    \"\"\"Load binary graph as used by the cpp implementation of this algorithm\n",
    "    \"\"\"\n",
    "    data = open(data, \"rb\")\n",
    "\n",
    "    reader = array.array(\"I\")\n",
    "    reader.fromfile(data, 1)\n",
    "    num_nodes = reader.pop()\n",
    "    reader = array.array(\"I\")\n",
    "    reader.fromfile(data, num_nodes)\n",
    "    cum_deg = reader.tolist()\n",
    "    num_links = reader.pop()\n",
    "    reader = array.array(\"I\")\n",
    "    reader.fromfile(data, num_links)\n",
    "    links = reader.tolist()\n",
    "    graph = nx.Graph()\n",
    "    graph.add_nodes_from(range(num_nodes))\n",
    "    prec_deg = 0\n",
    "\n",
    "    for index in range(num_nodes):\n",
    "        last_deg = cum_deg[index]\n",
    "        neighbors = links[prec_deg:last_deg]\n",
    "        graph.add_edges_from([(index, int(neigh)) for neigh in neighbors])\n",
    "        prec_deg = last_deg\n",
    "\n",
    "    return graph\n",
    "\n",
    "\n",
    "def __one_level(graph, status, weight_key, resolution):\n",
    "    \"\"\"Compute one level of communities\n",
    "    \"\"\"\n",
    "    modified = True\n",
    "    nb_pass_done = 0\n",
    "    cur_mod = __modularity(status)\n",
    "    new_mod = cur_mod\n",
    "\n",
    "    while modified and nb_pass_done != __PASS_MAX:\n",
    "        cur_mod = new_mod\n",
    "        modified = False\n",
    "        nb_pass_done += 1\n",
    "\n",
    "        for node in graph.nodes():\n",
    "            com_node = status.node2com[node]\n",
    "            degc_totw = status.gdegrees.get(node, 0.) / (status.total_weight * 2.)  # NOQA\n",
    "            neigh_communities = __neighcom(node, graph, status, weight_key)\n",
    "            __remove(node, com_node,\n",
    "                     neigh_communities.get(com_node, 0.), status)\n",
    "            best_com = com_node\n",
    "            best_increase = 0\n",
    "            for com, dnc in neigh_communities.items():\n",
    "                incr = resolution * dnc - \\\n",
    "                       status.degrees.get(com, 0.) * degc_totw\n",
    "                if incr > best_increase:\n",
    "                    best_increase = incr\n",
    "                    best_com = com\n",
    "            __insert(node, best_com,\n",
    "                     neigh_communities.get(best_com, 0.), status)\n",
    "            if best_com != com_node:\n",
    "                modified = True\n",
    "        new_mod = __modularity(status)\n",
    "        if new_mod - cur_mod < __MIN:\n",
    "            break\n",
    "\n",
    "\n",
    "def __neighcom(node, graph, status, weight_key):\n",
    "    \"\"\"\n",
    "    Compute the communities in the neighborhood of node in the graph given\n",
    "    with the decomposition node2com\n",
    "    \"\"\"\n",
    "    weights = {}\n",
    "    for neighbor, datas in graph[node].items():\n",
    "        if neighbor != node:\n",
    "            edge_weight = datas.get(weight_key, 1)\n",
    "            neighborcom = status.node2com[neighbor]\n",
    "            weights[neighborcom] = weights.get(neighborcom, 0) + edge_weight\n",
    "\n",
    "    return weights\n",
    "\n",
    "\n",
    "def __remove(node, com, weight, status):\n",
    "    \"\"\" Remove node from community com and modify status\"\"\"\n",
    "    status.degrees[com] = (status.degrees.get(com, 0.)\n",
    "                           - status.gdegrees.get(node, 0.))\n",
    "    status.internals[com] = float(status.internals.get(com, 0.) -\n",
    "                                  weight - status.loops.get(node, 0.))\n",
    "    status.node2com[node] = -1\n",
    "\n",
    "\n",
    "def __insert(node, com, weight, status):\n",
    "    \"\"\" Insert node into community and modify status\"\"\"\n",
    "    status.node2com[node] = com\n",
    "    status.degrees[com] = (status.degrees.get(com, 0.) +\n",
    "                           status.gdegrees.get(node, 0.))\n",
    "    status.internals[com] = float(status.internals.get(com, 0.) +\n",
    "                                  weight + status.loops.get(node, 0.))\n",
    "\n",
    "\n",
    "def __modularity(status):\n",
    "    \"\"\"\n",
    "    Fast compute the modularity of the partition of the graph using\n",
    "    status precomputed\n",
    "    \"\"\"\n",
    "    links = float(status.total_weight)\n",
    "    result = 0.\n",
    "    for community in set(status.node2com.values()):\n",
    "        in_degree = status.internals.get(community, 0.)\n",
    "        degree = status.degrees.get(community, 0.)\n",
    "        if links > 0:\n",
    "            result += in_degree / links - ((degree / (2. * links)) ** 2)\n",
    "    return result\n"
   ]
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