{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Import py_entitymatching package\n",
    "import py_entitymatching as em\n",
    "import os\n",
    "import pandas as pd\n",
    "import pandas_profiling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, read the (sample) input tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get the datasets directory\n",
    "datasets_dir = em.get_install_path() + os.sep + 'datasets'\n",
    "\n",
    "# Get the paths of the input tables\n",
    "path_A = datasets_dir + os.sep + 'dblp_demo.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Metadata file is not present in the given path; proceeding to read the csv file.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>authors</th>\n",
       "      <th>venue</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>l0</td>\n",
       "      <td>Paradise: A Database System for GIS Applications</td>\n",
       "      <td>Paradise Team</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>l1</td>\n",
       "      <td>A Query Language and Optimization Techniques for Unstructured Data</td>\n",
       "      <td>Gerd G. Hillebrand, Peter Buneman, Susan B. Davidson, Dan Suciu</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>l2</td>\n",
       "      <td>Turbo-charging Vertical Mining of Large Databases</td>\n",
       "      <td>Jayant R. Haritsa, Devavrat Shah, S. Sudarshan, Pradeep Shenoy, Mayank Bawa, Gaurav Bhalotia</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>l3</td>\n",
       "      <td>Maintenance of Data Cubes and Summary Tables in a Warehouse</td>\n",
       "      <td>Inderpal Singh Mumick, Dallan Quass, Barinderpal Singh Mumick</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>l4</td>\n",
       "      <td>On Relational Support for XML Publishing: Beyond Sorting and Tagging</td>\n",
       "      <td>Raghav Kaushik, Jeffrey F. Naughton, Surajit Chaudhuri</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                                                                 title  \\\n",
       "0  l0                      Paradise: A Database System for GIS Applications   \n",
       "1  l1    A Query Language and Optimization Techniques for Unstructured Data   \n",
       "2  l2                     Turbo-charging Vertical Mining of Large Databases   \n",
       "3  l3           Maintenance of Data Cubes and Summary Tables in a Warehouse   \n",
       "4  l4  On Relational Support for XML Publishing: Beyond Sorting and Tagging   \n",
       "\n",
       "                                                                                        authors  \\\n",
       "0                                                                                 Paradise Team   \n",
       "1                               Gerd G. Hillebrand, Peter Buneman, Susan B. Davidson, Dan Suciu   \n",
       "2  Jayant R. Haritsa, Devavrat Shah, S. Sudarshan, Pradeep Shenoy, Mayank Bawa, Gaurav Bhalotia   \n",
       "3                                 Inderpal Singh Mumick, Dallan Quass, Barinderpal Singh Mumick   \n",
       "4                                        Raghav Kaushik, Jeffrey F. Naughton, Surajit Chaudhuri   \n",
       "\n",
       "               venue  year  \n",
       "0  SIGMOD Conference  1995  \n",
       "1  SIGMOD Conference  1996  \n",
       "2  SIGMOD Conference  2000  \n",
       "3  SIGMOD Conference  1997  \n",
       "4  SIGMOD Conference  2003  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read the CSV files and set 'ID' as the key attribute\n",
    "A = em.read_csv_metadata(path_A, key='id')\n",
    "A.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Profiling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "\n",
       "<div class=\"container pandas-profiling\">\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Overview</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Dataset info</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Number of variables</th>\n",
       "                <td>5 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Number of observations</th>\n",
       "                <td>1800 </td>\n",
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       "                <th>Total Missing (%)</th>\n",
       "                <td>0.0% </td>\n",
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       "                <td>70.4 KiB </td>\n",
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       "                <td>40.0 B </td>\n",
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       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Variables types</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Numeric</th>\n",
       "                <td>1 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Categorical</th>\n",
       "                <td>3 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Date</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Text (Unique)</th>\n",
       "                <td>1 </td>\n",
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       "            <tr>\n",
       "                <th>Rejected</th>\n",
       "                <td>0 </td>\n",
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       "    <div class=\"col-md-12\" style=\"padding-left: 1em;\">\n",
       "        <p class=\"h4\">Warnings</p>\n",
       "        <ul class=\"list-unstyled\"><li><code>authors</code> has a high cardinality: 1703 distinct values  <span class=\"label label-warning\">Warning</span></l><li><code>title</code> has a high cardinality: 1797 distinct values  <span class=\"label label-warning\">Warning</span></l> </ul>\n",
       "    </div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Variables</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">authors<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
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       "            <th>Distinct count</th>\n",
       "            <td>1703</td>\n",
       "        </tr>\n",
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       "            <th>Unique (%)</th>\n",
       "            <td>94.6%</td>\n",
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       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
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       "            <td>0</td>\n",
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       "    <th>Dan Suciu</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        7\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>C. Mohan</th>\n",
       "    <td>\n",
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       "             data-delay=500 title=\"Percentage: 0.3%\">\n",
       "            &nbsp;\n",
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       "        6\n",
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       "</tr><tr class=\"\">\n",
       "    <th>Andrew Eisenberg, Jim Melton</th>\n",
       "    <td>\n",
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       "             data-delay=500 title=\"Percentage: 0.3%\">\n",
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       "        5\n",
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       "             data-delay=500 title=\"Percentage: 99.0%\">\n",
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       "        <td class=\"fillremaining\">Dan Suciu</td>\n",
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       "        <td class=\"number\">5</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
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       "        <td class=\"number\">4</td>\n",
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       "        <td class=\"number\">4</td>\n",
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       "        <td class=\"fillremaining\">Praveen Seshadri</td>\n",
       "        <td class=\"number\">3</td>\n",
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       "        <td class=\"fillremaining\">H. V. Jagadish</td>\n",
       "        <td class=\"number\">3</td>\n",
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       "        <td class=\"number\">3</td>\n",
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       "        <td class=\"fillremaining\">Viswanath Poosala, Yannis E. Ioannidis</td>\n",
       "        <td class=\"number\">3</td>\n",
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       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">id<br/>\n",
       "            <small>Categorical, Unique</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3 collapse in\" id=\"minivalues7850068574683947281\"><table border=\"1\" class=\"dataframe example_values\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>First 3 values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>l415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l1574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l1364</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minivalues7850068574683947281\"><table border=\"1\" class=\"dataframe example_values\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Last 3 values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>l492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#values7850068574683947281,#minivalues7850068574683947281\" aria-expanded=\"false\"\n",
       "       aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 collapse\" id=\"values7850068574683947281\">\n",
       "    <p class=\"h4\">First 10 values</p>\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">l0</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l1</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l10</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l100</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l1000</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "    <p class=\"h4\">Last 10 values</p>\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">l995</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l996</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l997</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l998</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l999</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">title<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"alert\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>1797</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>99.8%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-430463240310549864\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Editorial</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Guest editorial</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Keynote Address</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (1794)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 99.7%\">\n",
       "            1794\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-430463240310549864, #minifreqtable-430463240310549864\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-430463240310549864\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">Editorial</td>\n",
       "        <td class=\"number\">2</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Guest editorial</td>\n",
       "        <td class=\"number\">2</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Keynote Address</td>\n",
       "        <td class=\"number\">2</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Integrating Modelling Systems for Environmental Management Information Systems</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Historical Queries Along Multiple Lines of Time Evolution</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Selectivity Estimation Without the Attribute Value Independence Assumption</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Analysis of existing databases at the logical level: the DBA companion project</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Using Versions in Update Transactions: Application to Integrity Checking</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Power efficient data gathering and aggregation in wireless sensor networks</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Instance-based attribute identification in database integration</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (1787)</td>\n",
       "        <td class=\"number\">1787</td>\n",
       "        <td class=\"number\">99.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">venue<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>5</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>0.3%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4054932569225581416\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>SIGMOD Conference</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 36.3%\">\n",
       "            654\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>VLDB</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:78%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.4%\">\n",
       "            512\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>SIGMOD Record</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:58%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 21.2%\">\n",
       "            381\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:39%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 14.1%\">\n",
       "            253\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable4054932569225581416, #minifreqtable4054932569225581416\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4054932569225581416\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">SIGMOD Conference</td>\n",
       "        <td class=\"number\">654</td>\n",
       "        <td class=\"number\">36.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">VLDB</td>\n",
       "        <td class=\"number\">512</td>\n",
       "        <td class=\"number\">28.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:78%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">SIGMOD Record</td>\n",
       "        <td class=\"number\">381</td>\n",
       "        <td class=\"number\">21.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:58%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">VLDB J.</td>\n",
       "        <td class=\"number\">146</td>\n",
       "        <td class=\"number\">8.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">ACM Trans. Database Syst.</td>\n",
       "        <td class=\"number\">107</td>\n",
       "        <td class=\"number\">5.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:17%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">year<br/>\n",
       "            <small>Numeric</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-6\">\n",
       "    <div class=\"row\">\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Distinct count</th>\n",
       "                    <td>10</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.6%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "\n",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "\n",
       "                <tr>\n",
       "                    <th>Mean</th>\n",
       "                    <td>1998.4</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>1994</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2003</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-6288088970084090367\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAAShJREFUeJzt2MFtwzAQAME4cEkuIj3lnZ5ShHtiGggWkgFJtDTzF8DP6o68jTHGB/Cvz6MPADO7H30A9vf4/l39zfPna4OTzM8EgSAQCAKBIBAILukbchl%2BfwI5gVdCZJlTBOJPzVamC2Svv6GoWGK6QK7OujQXr1gQBALBirWC9ed6TBAIJgibOcNLoUBY5KrrpRULgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEwm2MMY4%2BBMzKBIEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoHwB/TFHqJWyc9bAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-6288088970084090367,#minihistogram-6288088970084090367\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-6288088970084090367\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-6288088970084090367\"\n",
       "                                                  aria-controls=\"quantiles-6288088970084090367\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-6288088970084090367\" aria-controls=\"histogram-6288088970084090367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-6288088970084090367\" aria-controls=\"common-6288088970084090367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-6288088970084090367\" aria-controls=\"extreme-6288088970084090367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
       "\n",
       "    </ul>\n",
       "\n",
       "    <div class=\"tab-content\">\n",
       "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles-6288088970084090367\">\n",
       "            <div class=\"col-md-4 col-md-offset-1\">\n",
       "                <p class=\"h4\">Quantile statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Minimum</th>\n",
       "                        <td>1994</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>1994</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>1996</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>1998</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>2001</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>2003</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>2003</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>9</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>5</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "            <div class=\"col-md-4 col-md-offset-2\">\n",
       "                <p class=\"h4\">Descriptive statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Standard deviation</th>\n",
       "                        <td>2.8231</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.0014127</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.2004</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>1998.4</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>2.4525</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-0.007014</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>3597166</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>7.97</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>14.1 KiB</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram-6288088970084090367\">\n",
       "            <img 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xhtv6G9/%2B5uuvfZaBQQEePS/8sorNlUGAABQP14XsCRp5MiRdpcAAABwxbwuYGVkZNhdAgAAQIN43TVYklRWVqasrCzNmjVLX331lf7617/q8OHDdpcFAABQL14XsP75z3/qjjvu0F/%2B8he9/fbbOn36tDZt2qTk5GQVFhbaXR4AAMAleV3AevLJJ3Xbbbdp8%2BbNuuqqqyRJixcv1uDBg7Vo0SKbqwMAALg0rwtYe/fu1ZQpUzy%2B2NnhcGjatGk6cOCAjZUBAADUj9cFrNraWtXW1tZpP3XqlPz9/W2oCAAA4PJ4XcDq37%2B/nn/%2BeY%2BQVVFRoczMTPXp08fGygAAAOrHz7Isy%2B4ivuvo0aOaNGmSTp48qYqKCnXp0kVffvmlQkND9eqrr%2Bqaa66xu8Qr4nSeND6mw9FKQxZtNT4uAABN7a37%2BzXKuBERVzfKuJfidffB6tChg9avX6833nhDH3/8sWpra3XXXXdp1KhRatu2rd3lAQAAXJLXBSxJCgoK0p133ml3GQAAAFfE6wLWpEmTvref7yIEAADezusC1vnXWNXU1Oif//ynPv30U91zzz02VQUAAFB/XhewLvZdhNnZ2SotLW3iagAAAC6f192m4WJGjRqlt956y%2B4yAAAALslnAtYHH3zAjUYBAIBP8LpThBe6yL2yslL/%2BMc/NGHCBBsqAgAAuDxeF7A6derk8T2EknTVVVdp4sSJ%2BvnPf25TVQAAAPXndQHrySeftLsEAACABvG6gLV79%2B56v7Z3796NWAkAAMCV8bqA9ctf/tJ9ivC7X5N4fpufn58%2B/vjjpi8QAADgErwuYC1fvlwLFy7Ub3/7WyUmJiogIED79%2B/X/PnzNWbMGA0fPtzuEgEAAL6Xn/XdbSIvMHToUM2dO1cDBw70aN%2BzZ49mz56t//3f/7WpsoZxOk8aH9PhaKUhi7YaHxcAgKb21v39GmXciIirG2XcS/G6%2B2CVlZXV%2BbocSWrbtq2OHz9uQ0UAAACXx%2BsCVlxcnBYvXqzKykp3W0VFhTIzM9W3b18bKwMAAKgfr7sG6%2BGHH9akSZM0cOBAde7cWZZl6fPPP1dERIReeeUVu8sDAAC4JK/bweratas2bdqkWbNmKS4uTvHx8Zo7d642bNigH/7wh5c9XnV1tUaOHKn333/f3VZcXKzJkycrLi5Ow4cP17Zt2zzes337do0cOVKxsbGaNGmSiouLGzwvAADQcnhdwJKkH/zgB7rzzjs1ceJEpaena9SoUQoKCrrscaqqqjRz5kwVFRW52yzLUmpqqtq3b6%2B8vDyNGjVK06dPV0lJiSSppKREqampGjt2rNatW6ewsDBNmzZNXva7AAAAwIt5XcCyLEuLFi1S7969NXLkSJWWlurBBx/U3Llzdfbs2XqPc/DgQY0fP15HjhzxaN%2B5c6eKi4s1f/58de3aVf/%2B7/%2BuuLg45eXlSZLWrl2rHj166N5779X111%2BvjIwMffnll9q1a5fReQIAgObL6wLW6tWrtWHDBj366KMKCAiQJN12223avHmzsrKy6j3Orl27lJSUpNzcXI/2wsJCde/eXcHBwe62hIQEFRQUuPt79erl7gsKClJMTIy7HwAA4FK87iL33NxcPfLIIxoyZIgWLFggSRo%2BfLiuuuoqZWRk6IEHHqjXOBMmTLhgu9PpVGRkpEdbeHi4SktL69VfH2VlZXI6nR5tDkdwnXEbyt/f6/IxAABXxOFoXp9pXhewvvjiC3Xr1q1O%2B4033lgntFwJl8vl3hn7VkBAgKqrq%2BvVXx%2B5ubl1dttSU1OVlpZ2hVUDANC8tWvXxu4SjPK6gHXNNddo//79ioqK8mh/9913de211zZ4/MDAQFVUVHi0VVdXq3Xr1u7%2B88NUdXW1QkJC6n2MlJQUDR482KPN4QjW8eOnrrDqC2MHCwDQXJj%2BjPyWXcHN6wLWr371K/3ud7%2BT0%2BmUZVnasWOHcnNztXr1aj300EMNHr9Dhw46ePCgR1t5ebn79F2HDh1UXl5ep/9Cu2oXExkZWed0oNN5UjU1tVdYNQAAzVtz%2B4z0uoCVnJysmpoaPffcczpz5oweeeQRhYWF6f7779ddd93V4PFjY2OVk5OjM2fOuHet8vPzlZCQ4O7Pz893v97lcunAgQOaPn16g48NAABaBq8LWG%2B88YaGDRumlJQUHTt2TJZlKTw83Nj4iYmJ6tixo9LT0zVt2jRt2bJF%2B/btU0ZGhqRvAt7KlSuVk5OjQYMGKTs7W1FRUUpKSjJWAwAAaN687iKe%2BfPnuy9mDwsLMxquJMnf31/Lli2T0%2BnU2LFjtXHjRmVnZ6tTp06SpKioKD377LPKy8vTuHHjVFFRoezsbPn5%2BRmtAwAANF9et4PVuXNnffrpp/rxj39sbMx//OMfHs%2Bvu%2B46vfrqqxd9/a233qpbb73V2PEBAEDL4nUB68Ybb9RvfvMbrVixQp07d1ZgYKBH/7en8gAAALyV1wWszz77zH3BuYn7XgEAADQ1rwhYTz31lKZPn67g4GCtXr3a7nIAAAAaxCsucn/ppZfkcrk82u677z6VlZXZVBEAAMCV84qAZVlWnbbdu3erqqrKhmoAAAAaxisCFgAAQHNCwAIAADDMawIWN/IEAADNhVf8FqEkLVy40OOeV2fPnlVmZqbatPH8FmzugwUAALydVwSs3r1717nnVXx8vI4fP67jx4/bVBUAAMCV8YqAxb2vAABAc%2BI112ABAAA0FwQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgWIsMWP/zP/%2BjG264weORlpYmSSouLtbkyZMVFxen4cOHa9u2bTZXCwAAfI3D7gLscPDgQQ0aNEgLFixwtwUGBsqyLKWmpio6Olp5eXnavHmzpk%2Bfrk2bNqlTp042VgwAAHxJiwxYhw4dUnR0tCIiIjzad%2BzYoeLiYq1Zs0bBwcHq2rWrduzYoby8PM2YMcOmagEAgK9pkacIDx06pM6dO9dpLywsVPfu3RUcHOxuS0hIUEFBQRNWBwAAfF2L28GyLEufffaZtm3bpueff17nzp3TsGHDlJaWJqfTqcjISI/Xh4eHq7S09LKOUVZWJqfT6dHmcATXGbuh/P1bZD4GADRDDkfz%2BkxrcQGrpKRELpdLAQEBWrp0qb744gstXLhQZ86ccbd/V0BAgKqrqy/rGLm5ucrKyvJoS01NdV9IDwAAPLVr18buEoxqcQHrmmuu0fvvv68f/OAH8vPzU7du3VRbW6vf/va3GjNmjFwul8frq6ur1bp168s6RkpKigYPHuzR5nAE6/jxUw2u/7vYwQIANBemPyO/ZVdwa3EBS5JCQ0M9nnft2lVVVVWKiIjQ4cOHPfrKy8sv%2B9ReZGRknfc4nSdVU1N7ZQUDANDMNbfPyBa3BbJ161YlJSV57FR9/PHHCg0NVUJCgj766COdOXPG3Zefn6/Y2Fg7SgUAAD6qxQWs%2BPh4BQYG6uGHH9bhw4f197//XU899ZR%2B/etfKzExUR07dlR6erqKioqUk5Ojffv2ady4cXaXDQAAfEiLC1ht27bVypUrdezYMSUnJ2vu3LlKSUnRr3/9a/n7%2B2vZsmVyOp0aO3asNm7cqOzsbG4yCgAALoufZVmW3UW0BE7nSeNjOhytNGTRVuPjAgDQ1N66v1%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%2BevHFF%2B0uCQAA%2BBCH3QV4o6eeekoffvihVq1apZKSEj344IPq1KmThg0bZndpAADABxCwznP69GmtXbtWL7zwgmJiYhQTE6OioiK99tprBCwAAFAvnCI8zyeffKKamhrFx8e72xISElRYWKja2lobKwMAAL6CHazzOJ1OtWvXTgEBAe629u3bq6qqShUVFQoLC7vkGGVlZXI6nR5tDkewIiMjjdbq708%2BBgA0Dw5H8/pMI2Cdx%2BVyeYQrSe7n1dXV9RojNzdXWVlZHm3Tp0/XjBkzzBT5f8rKynTPD4uUkpJiPLyhfsrKypSbm8sa2Ig1sB9rYD/WwPs0r7hoQGBgYJ0g9e3z1q1b12uMlJQU/fnPf/Z4pKSkGK/V6XQqKyurzm4Zmg5rYD/WwH6sgf1YA%2B/DDtZ5OnTooOPHj6umpkYOxzd/PE6nU61bt1ZISEi9xoiMjORfEAAAtGDsYJ2nW7ducjgcKigocLfl5%2BfrpptuUqtW/HEBAIBLIzGcJygoSKNHj9Zjjz2mffv2afPmzXrxxRc1adIku0sDAAA%2Bwv%2Bxxx57zO4ivE2fPn104MAB/eEPf9COHTv0H//xH0pOTra7rAtq06aNEhMT1aZNG7tLabFYA/uxBvZjDezHGngXP8uyLLuLAAAAaE44RQgAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIDlZaqrqzVy5Ei9//777rYPP/xQKSkpio%2BP1/jx4z2%2BJ1GS1q9fr6FDh6pnz55KTU296Lepr1ixQoMHD27U%2BpuDxliD1157TT/5yU/Us2dPpaWlqaKioknm4qtMr0FVVZUWLFigvn37qm/fvnrkkUd0%2BvTpJpuPLzl69KjS0tKUmJioAQMGKCMjQ1VVVZKk4uJiTZ48WXFxcRo%2BfLi2bdvm8d7t27dr5MiRio2N1aRJk1RcXOzR//LLL2vAgAGKj4/XnDlz5HK5mmxevqSx1qC6ulq///3vNXDgQPXu3VupqakqLS1t0rm1JAQsL1JVVaWZM2eqqKjI3fbVV19p8uTJio6O1rp16zR8%2BHBNmTJFJSUlkqStW7dqzpw5%2BuUvf6m1a9cqODhYU6dOVW1trcfYxcXFysrKatL5%2BKLGWINNmzbpqaeeUnp6utasWaN//etfmj9/vi3z8wWNsQZZWVnatWuXcnJy9Pzzz2vPnj1avHixLfPzZpZlKS0tTS6XS6%2B99pqWLFmiLVu2aOnSpbIsS6mpqWrfvr3y8vI0atQoTZ8%2B3b0GJSUlSk1N1dixY7Vu3TqFhYVp2rRp%2BvbLQt5%2B%2B21lZWVp/vz5WrVqlQoLC5WZmWnndL1SY67BM888o82bN2vRokV6/fXXVVNTo%2BnTp4svdGkkFrxCUVGR9fOf/9y64447rOjoaGvnzp2WZVnWihUrrJ/%2B9KdWTU2N%2B7W/%2BtWvrEWLFlmWZVn33XefNXv2bHefy%2BWyEhMTrXfffddj/ClTpli/%2BMUvrEGDBjXBbHxTY63B6NGjrWeffdbdv2vXLmvEiBEe4%2BEbjbUGd9xxh7V69Wp3/yuvvGKNGDGiKabkUw4ePGhFR0dbTqfT3fZf//VfVv/%2B/a3t27dbcXFx1qlTp9x999xzj/XMM89YlmVZS5cutSZGy7fSAAAHj0lEQVROnOjuO336tBUfH%2B9ewwkTJrhfa1mWtXv3buvmm2%2B2Tp8%2B3djT8imNuQa33HKL9eabb7r7jx49akVHR1ufffZZI8%2BqZWIHy0vs2rVLSUlJys3N9WgvLi5WTEyM/P393W033HCD%2B/RIcXGxbr75Zndf69at9W//9m8ep0/Wr18vl8ulcePGNfIsfFtjrEFlZaUOHDigIUOGuPt79%2B6tN954w2M8fKOxfg5CQ0P19ttv6%2Buvv9bXX3%2Bt//7v/1a3bt2aYEa%2BJSIiQitWrFD79u092isrK1VYWKju3bsrODjY3Z6QkOD%2BMy4sLFSvXr3cfUFBQYqJiVFBQYHOnTun/fv3e/THxcXp7Nmz%2BuSTTxp5Vr6lsdagtrZWmZmZuuWWW%2Boc8%2BTJk400m5bNYXcB%2BMaECRMu2N6%2Bffs6fwGVlpbq%2BPHjkqTw8HCVlZW5%2B2pra3X06FF3/7Fjx7Ro0SK99NJL2r9/fyNV3zw0xhp8e/3DsWPH9Itf/EJffPGF%2BvXrp7lz5yokJKSRZuK7GuvnYPbs2ZoxY4aSkpIkSdHR0XruuecaYwo%2BLSQkRAMGDHA/r62t1auvvqo%2BffrI6XQqMjLS4/Xh4eHua3i%2Br//EiROqqqry6Hc4HAoNDeUaoPM01hq0atWqTrh65ZVX1K5dO91www2NNJuWjR0sL3f77bdr3759%2BtOf/qSamhpt3bpV77zzjs6ePStJGj58uF5//XV98MEHOnv2rJYvX66vvvrK3f/EE09ozJgxuv766%2B2chk9ryBqcOnVKkjR//nxNnTpVTz/9tIqKijR79mw7p%2BRzGvpzcOTIEXXs2FGrVq3SypUrVVVVpSeffNLOKfmEzMxMHThwQA888IBcLpcCAgI8%2BgMCAlRdXS1J39t/5swZ9/OLvR8XZmoNzrd582a9%2BOKLmjVrVp33wAwClpeLjo7WggULlJGRoZtuuklLlizRXXfdpTZt2kiSxo8frxEjRujuu%2B9WbGysioqKNHDgQLVt21Zbt25VQUGBUlNTbZ6Fb2vIGjgc32wS33ffffrpT3%2BqhIQEPf7449qyZYuOHj1q57R8SkPWoLKyUnPnztWDDz6opKQk9evXT0888YTy8vI8dr3gKTMzU6tWrVJmZqaio6MVGBhY54O6urparVu3lqSL9gcFBSkwMND9/EL9uDCTa/Bdmzdv1v3336%2BJEyfqzjvvbNxJtGAELB%2BQnJysPXv26O9//7v%2B/Oc/y8/PT1FRUZIkf39/Pfroo8rPz9f27du1ZMkSOZ1OXXPNNdq0aZNKS0vVt29fxcfH69FHH1VJSYni4%2BO1Z88em2flW650DSIiIiRJXbp0cY/1ox/9SJI4NXKZrnQNDh8%2BrNOnT%2BvGG290j9W9e3fV1tayBhexYMECvfTSS8rMzNTQoUMlSR06dFB5ebnH68rLy92npC7WHxERodDQUAUGBnr019TUqKKiwv0zAk%2Bm1%2BBbb775pv7zP/9TKSkpmjNnTiPPomUjYHm5nTt36oEHHpC/v78iIyNlWZa2bt3qvpbk5ZdfVk5OjoKCghQaGqqysjJ9/PHHSkxM1G9%2B8xu9%2BeabWr9%2BvdavX6%2B0tDRFRkZq/fr16tGjh80z8x0NWYNOnTopMjLS4/qhQ4cOyc/PT506dbJrSj6nIWvw7YfPwYMH3eMdPnxYktwBDf9fVlaW1qxZo8WLF2vEiBHu9tjYWH300Ufu032SlJ%2Bfr9jYWHd/fn6%2Bu8/lcunAgQOKjY1Vq1atdNNNN3n0FxQUyOFweARffKMx1kCSduzYodmzZ%2Bvuu%2B/WvHnzmmg2LRcBy8v96Ec/0pYtW/THP/5RxcXF%2Bt3vfqevv/5ao0ePlvTNB8QLL7ygnTt3qqioSGlpabr11lsVHR2t8PBwXXfdde5HeHi4HA6HrrvuOveWMi6tIWvg5%2BenyZMn65lnntF7772nTz75RI899phuu%2B02/uV%2BGRqyBj/84Q81YMAAzZs3Tx9%2B%2BKH279%2BvefPmacSIEQoLC7N5Zt7l0KFDWrZsmaZOnaqEhAQ5nU73IzExUR07dlR6erqKioqUk5Ojffv2uX87OTk5WXv37lVOTo6KioqUnp6uqKgodwieMGGCVq5cqc2bN2vfvn167LHHNH78eE4Rnqex1qCmpkZz5sxR7969NXXqVI9xuQ6ukdh8mwhcwHfv/2NZlrVlyxZr2LBhVmxsrDVp0iTr4MGDHq9fvny51a9fP6tXr17WQw89ZJ08efKC4%2Bbl5XEfrHoyuQa1tbVWdna2dcstt1hxcXHWzJkzrRMnTjTZXHyVyTWoqKiwHnroIatv377WLbfcYs2bN8%2BqrKxssrn4iueff96Kjo6%2B4MOyLOvzzz%2B37r77bqtHjx7WiBEjrPfee8/j/X/729%2Bs22%2B/3br55pute%2B65xzpy5Eid8fv27WslJCRY6enp1pkzZ5psbr6isdbggw8%2BuOi43/05gzl%2BlsUtXAEAAEziFCEAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGPb/AId5eEcSnUk%2BAAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-6288088970084090367\">\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2001</td>\n",
       "        <td class=\"number\">218</td>\n",
       "        <td class=\"number\">12.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1998</td>\n",
       "        <td class=\"number\">194</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:89%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2000</td>\n",
       "        <td class=\"number\">191</td>\n",
       "        <td class=\"number\">10.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:87%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1995</td>\n",
       "        <td class=\"number\">188</td>\n",
       "        <td class=\"number\">10.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:86%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1996</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:83%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1994</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:83%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1999</td>\n",
       "        <td class=\"number\">176</td>\n",
       "        <td class=\"number\">9.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:80%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1997</td>\n",
       "        <td class=\"number\">164</td>\n",
       "        <td class=\"number\">9.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:75%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2003</td>\n",
       "        <td class=\"number\">154</td>\n",
       "        <td class=\"number\">8.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:70%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2002</td>\n",
       "        <td class=\"number\">151</td>\n",
       "        <td class=\"number\">8.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:69%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-6288088970084090367\">\n",
       "            <p class=\"h4\">Minimum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1994</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:93%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1995</td>\n",
       "        <td class=\"number\">188</td>\n",
       "        <td class=\"number\">10.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:96%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1996</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:93%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1997</td>\n",
       "        <td class=\"number\">164</td>\n",
       "        <td class=\"number\">9.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:84%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1998</td>\n",
       "        <td class=\"number\">194</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "            <p class=\"h4\">Maximum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1999</td>\n",
       "        <td class=\"number\">176</td>\n",
       "        <td class=\"number\">9.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:80%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2000</td>\n",
       "        <td class=\"number\">191</td>\n",
       "        <td class=\"number\">10.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:87%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2001</td>\n",
       "        <td class=\"number\">218</td>\n",
       "        <td class=\"number\">12.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2002</td>\n",
       "        <td class=\"number\">151</td>\n",
       "        <td class=\"number\">8.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:69%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2003</td>\n",
       "        <td class=\"number\">154</td>\n",
       "        <td class=\"number\">8.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:70%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Sample</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-12\" style=\"overflow:scroll; width: 100%%; overflow-y: hidden;\">\n",
       "        <table border=\"1\" class=\"dataframe sample\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>authors</th>\n",
       "      <th>venue</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>l0</td>\n",
       "      <td>Paradise: A Database System for GIS Applications</td>\n",
       "      <td>Paradise Team</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>l1</td>\n",
       "      <td>A Query Language and Optimization Techniques for Unstructured Data</td>\n",
       "      <td>Gerd G. Hillebrand, Peter Buneman, Susan B. Davidson, Dan Suciu</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>l2</td>\n",
       "      <td>Turbo-charging Vertical Mining of Large Databases</td>\n",
       "      <td>Jayant R. Haritsa, Devavrat Shah, S. Sudarshan, Pradeep Shenoy, Mayank Bawa, Gaurav Bhalotia</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>l3</td>\n",
       "      <td>Maintenance of Data Cubes and Summary Tables in a Warehouse</td>\n",
       "      <td>Inderpal Singh Mumick, Dallan Quass, Barinderpal Singh Mumick</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>l4</td>\n",
       "      <td>On Relational Support for XML Publishing: Beyond Sorting and Tagging</td>\n",
       "      <td>Raghav Kaushik, Jeffrey F. Naughton, Surajit Chaudhuri</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "</div>\n",
       "</div>"
      ],
      "text/plain": [
       "<pandas_profiling.ProfileReport at 0x110b51e80>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pandas_profiling.ProfileReport(A)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving the Data Profiling Report to an HTML File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pfr = pandas_profiling.ProfileReport(A)\n",
    "pfr.to_file(\"/tmp/example.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<meta charset=\"UTF-8\">\n",
       "\n",
       "<style>\n",
       "\n",
       "        .variablerow {\n",
       "            border: 1px solid #e1e1e8;\n",
       "            border-top: hidden;\n",
       "            padding-top: 2em;\n",
       "            padding-bottom: 2em;\n",
       "            padding-left: 1em;\n",
       "            padding-right: 1em;\n",
       "        }\n",
       "\n",
       "        .headerrow {\n",
       "            border: 1px solid #e1e1e8;\n",
       "            background-color: #f5f5f5;\n",
       "            padding: 2em;\n",
       "        }\n",
       "        .namecol {\n",
       "            margin-top: -1em;\n",
       "            overflow-x: auto;\n",
       "        }\n",
       "\n",
       "        .dl-horizontal dt {\n",
       "            text-align: left;\n",
       "            padding-right: 1em;\n",
       "            white-space: normal;\n",
       "        }\n",
       "\n",
       "        .dl-horizontal dd {\n",
       "            margin-left: 0;\n",
       "        }\n",
       "\n",
       "        .ignore {\n",
       "            opacity: 0.4;\n",
       "        }\n",
       "\n",
       "        .container.pandas-profiling {\n",
       "            max-width:975px;\n",
       "        }\n",
       "\n",
       "        .col-md-12 {\n",
       "            padding-left: 2em;\n",
       "        }\n",
       "\n",
       "        .indent {\n",
       "            margin-left: 1em;\n",
       "        }\n",
       "\n",
       "        /* Table example_values */\n",
       "            table.example_values {\n",
       "                border: 0;\n",
       "            }\n",
       "\n",
       "            .example_values th {\n",
       "                border: 0;\n",
       "                padding: 0 ;\n",
       "                color: #555;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "\n",
       "            .example_values tr, .example_values td{\n",
       "                border: 0;\n",
       "                padding: 0;\n",
       "                color: #555;\n",
       "            }\n",
       "\n",
       "        /* STATS */\n",
       "            table.stats {\n",
       "                border: 0;\n",
       "            }\n",
       "\n",
       "            .stats th {\n",
       "                border: 0;\n",
       "                padding: 0 2em 0 0;\n",
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       "                font-weight: 600;\n",
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       "\n",
       "            .stats tr {\n",
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       "\n",
       "            .stats tr:hover{\n",
       "                text-decoration: underline;\n",
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       "\n",
       "            .stats td{\n",
       "                color: #555;\n",
       "                padding: 1px;\n",
       "                border: 0;\n",
       "            }\n",
       "\n",
       "\n",
       "        /* Sample table */\n",
       "            table.sample {\n",
       "                border: 0;\n",
       "                margin-bottom: 2em;\n",
       "                margin-left:1em;\n",
       "            }\n",
       "            .sample tr {\n",
       "                border:0;\n",
       "            }\n",
       "            .sample td, .sample th{\n",
       "                padding: 0.5em;\n",
       "                white-space: nowrap;\n",
       "                border: none;\n",
       "\n",
       "            }\n",
       "\n",
       "            .sample thead {\n",
       "                border-top: 0;\n",
       "                border-bottom: 2px solid #ddd;\n",
       "            }\n",
       "\n",
       "            .sample td {\n",
       "                width:100%;\n",
       "            }\n",
       "\n",
       "\n",
       "        /* There is no good solution available to make the divs equal height and then center ... */\n",
       "            .histogram {\n",
       "                margin-top: 3em;\n",
       "            }\n",
       "        /* Freq table */\n",
       "\n",
       "            table.freq {\n",
       "                margin-bottom: 2em;\n",
       "                border: 0;\n",
       "            }\n",
       "            table.freq th, table.freq tr, table.freq td {\n",
       "                border: 0;\n",
       "                padding: 0;\n",
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       "\n",
       "            .freq thead {\n",
       "                font-weight: 600;\n",
       "                white-space: nowrap;\n",
       "                overflow: hidden;\n",
       "                text-overflow: ellipsis;\n",
       "\n",
       "            }\n",
       "\n",
       "            td.fillremaining{\n",
       "                width:auto;\n",
       "                max-width: none;\n",
       "            }\n",
       "\n",
       "            td.number, th.number {\n",
       "                text-align:right ;\n",
       "            }\n",
       "\n",
       "        /* Freq mini */\n",
       "            .freq.mini td{\n",
       "                width: 50%;\n",
       "                padding: 1px;\n",
       "                font-size: 12px;\n",
       "\n",
       "            }\n",
       "            table.freq.mini {\n",
       "                 width:100%;\n",
       "            }\n",
       "            .freq.mini th {\n",
       "                overflow: hidden;\n",
       "                text-overflow: ellipsis;\n",
       "                white-space: nowrap;\n",
       "                max-width: 5em;\n",
       "                font-weight: 400;\n",
       "                text-align:right;\n",
       "                padding-right: 0.5em;\n",
       "            }\n",
       "\n",
       "            .missing {\n",
       "                color: #a94442;\n",
       "            }\n",
       "            .alert, .alert > th, .alert > td {\n",
       "                color: #a94442;\n",
       "            }\n",
       "\n",
       "\n",
       "        /* Bars in tables */\n",
       "            .freq .bar{\n",
       "                float: left;\n",
       "                width: 0;\n",
       "                height: 100%;\n",
       "                line-height: 20px;\n",
       "                color: #fff;\n",
       "                text-align: center;\n",
       "                background-color: #337ab7;\n",
       "                border-radius: 3px;\n",
       "                margin-right: 4px;\n",
       "            }\n",
       "            .other .bar {\n",
       "                background-color: #999;\n",
       "            }\n",
       "            .missing .bar{\n",
       "                background-color: #a94442;\n",
       "            }\n",
       "            .tooltip-inner {\n",
       "                width: 100%;\n",
       "                white-space: nowrap;\n",
       "                text-align:left;\n",
       "            }\n",
       "\n",
       "            .extrapadding{\n",
       "                padding: 2em;\n",
       "            }\n",
       "\n",
       "</style>\n",
       "\n",
       "<div class=\"container pandas-profiling\">\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Overview</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Dataset info</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Number of variables</th>\n",
       "                <td>5 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Number of observations</th>\n",
       "                <td>1800 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total Missing (%)</th>\n",
       "                <td>0.0% </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Total size in memory</th>\n",
       "                <td>70.4 KiB </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Average record size in memory</th>\n",
       "                <td>40.0 B </td>\n",
       "            </tr>\n",
       "            </tbody>\n",
       "        </table>\n",
       "    </div>\n",
       "    <div class=\"col-md-6 namecol\">\n",
       "        <p class=\"h4\">Variables types</p>\n",
       "        <table class=\"stats\" style=\"margin-left: 1em;\">\n",
       "            <tbody>\n",
       "            <tr>\n",
       "                <th>Numeric</th>\n",
       "                <td>1 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Categorical</th>\n",
       "                <td>3 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Date</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Text (Unique)</th>\n",
       "                <td>1 </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <th>Rejected</th>\n",
       "                <td>0 </td>\n",
       "            </tr>\n",
       "            </tbody>\n",
       "        </table>\n",
       "    </div>\n",
       "    <div class=\"col-md-12\" style=\"padding-left: 1em;\">\n",
       "        <p class=\"h4\">Warnings</p>\n",
       "        <ul class=\"list-unstyled\"><li><code>authors</code> has a high cardinality: 1703 distinct values  <span class=\"label label-warning\">Warning</span></l><li><code>title</code> has a high cardinality: 1797 distinct values  <span class=\"label label-warning\">Warning</span></l> </ul>\n",
       "    </div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Variables</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">authors<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"alert\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>1703</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>94.6%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable8366240282999009270\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Dan Suciu</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.4%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        7\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>C. Mohan</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.3%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        6\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Andrew Eisenberg, Jim Melton</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.3%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        5\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (1700)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 99.0%\">\n",
       "            1782\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable8366240282999009270, #minifreqtable8366240282999009270\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable8366240282999009270\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">Dan Suciu</td>\n",
       "        <td class=\"number\">7</td>\n",
       "        <td class=\"number\">0.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">C. Mohan</td>\n",
       "        <td class=\"number\">6</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Andrew Eisenberg, Jim Melton</td>\n",
       "        <td class=\"number\">5</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Xiaolei Qian</td>\n",
       "        <td class=\"number\">5</td>\n",
       "        <td class=\"number\">0.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Joseph M. Hellerstein</td>\n",
       "        <td class=\"number\">4</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Richard T. Snodgrass</td>\n",
       "        <td class=\"number\">4</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Praveen Seshadri</td>\n",
       "        <td class=\"number\">3</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">H. V. Jagadish</td>\n",
       "        <td class=\"number\">3</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Nam Huyn</td>\n",
       "        <td class=\"number\">3</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Viswanath Poosala, Yannis E. Ioannidis</td>\n",
       "        <td class=\"number\">3</td>\n",
       "        <td class=\"number\">0.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (1693)</td>\n",
       "        <td class=\"number\">1757</td>\n",
       "        <td class=\"number\">97.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">id<br/>\n",
       "            <small>Categorical, Unique</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3 collapse in\" id=\"minivalues7850068574683947281\"><table border=\"1\" class=\"dataframe example_values\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>First 3 values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>l415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l1574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l1364</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minivalues7850068574683947281\"><table border=\"1\" class=\"dataframe example_values\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Last 3 values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>l492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>l92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#values7850068574683947281,#minivalues7850068574683947281\" aria-expanded=\"false\"\n",
       "       aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 collapse\" id=\"values7850068574683947281\">\n",
       "    <p class=\"h4\">First 10 values</p>\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">l0</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l1</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l10</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l100</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l1000</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "    <p class=\"h4\">Last 10 values</p>\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">l995</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l996</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l997</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l998</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">l999</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">title<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"alert\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>1797</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>99.8%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable-430463240310549864\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>Editorial</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Guest editorial</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2\n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>Keynote Address</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:1%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 0.1%\">\n",
       "            &nbsp;\n",
       "        </div>\n",
       "        2\n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (1794)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 99.7%\">\n",
       "            1794\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable-430463240310549864, #minifreqtable-430463240310549864\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable-430463240310549864\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">Editorial</td>\n",
       "        <td class=\"number\">2</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Guest editorial</td>\n",
       "        <td class=\"number\">2</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Keynote Address</td>\n",
       "        <td class=\"number\">2</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Integrating Modelling Systems for Environmental Management Information Systems</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Historical Queries Along Multiple Lines of Time Evolution</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Selectivity Estimation Without the Attribute Value Independence Assumption</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Analysis of existing databases at the logical level: the DBA companion project</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Using Versions in Update Transactions: Application to Integrity Checking</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Power efficient data gathering and aggregation in wireless sensor networks</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">Instance-based attribute identification in database integration</td>\n",
       "        <td class=\"number\">1</td>\n",
       "        <td class=\"number\">0.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:1%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"other\">\n",
       "        <td class=\"fillremaining\">Other values (1787)</td>\n",
       "        <td class=\"number\">1787</td>\n",
       "        <td class=\"number\">99.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">venue<br/>\n",
       "            <small>Categorical</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-3\">\n",
       "    <table class=\"stats \">\n",
       "        <tr class=\"\">\n",
       "            <th>Distinct count</th>\n",
       "            <td>5</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <th>Unique (%)</th>\n",
       "            <td>0.3%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (%)</th>\n",
       "            <td>0.0%</td>\n",
       "        </tr>\n",
       "        <tr class=\"ignore\">\n",
       "            <th>Missing (n)</th>\n",
       "            <td>0</td>\n",
       "        </tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-6 collapse in\" id=\"minifreqtable4054932569225581416\">\n",
       "    <table class=\"mini freq\">\n",
       "        <tr class=\"\">\n",
       "    <th>SIGMOD Conference</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:100%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 36.3%\">\n",
       "            654\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>VLDB</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:78%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 28.4%\">\n",
       "            512\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"\">\n",
       "    <th>SIGMOD Record</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:58%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 21.2%\">\n",
       "            381\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr><tr class=\"other\">\n",
       "    <th>Other values (2)</th>\n",
       "    <td>\n",
       "        <div class=\"bar\" style=\"width:39%\" data-toggle=\"tooltip\" data-placement=\"right\" data-html=\"true\"\n",
       "             data-delay=500 title=\"Percentage: 14.1%\">\n",
       "            253\n",
       "        </div>\n",
       "        \n",
       "    </td>\n",
       "</tr>\n",
       "    </table>\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#freqtable4054932569225581416, #minifreqtable4054932569225581416\"\n",
       "       aria-expanded=\"true\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"col-md-12 extrapadding collapse\" id=\"freqtable4054932569225581416\">\n",
       "    \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">SIGMOD Conference</td>\n",
       "        <td class=\"number\">654</td>\n",
       "        <td class=\"number\">36.3%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">VLDB</td>\n",
       "        <td class=\"number\">512</td>\n",
       "        <td class=\"number\">28.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:78%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">SIGMOD Record</td>\n",
       "        <td class=\"number\">381</td>\n",
       "        <td class=\"number\">21.2%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:58%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">VLDB J.</td>\n",
       "        <td class=\"number\">146</td>\n",
       "        <td class=\"number\">8.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:23%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">ACM Trans. Database Syst.</td>\n",
       "        <td class=\"number\">107</td>\n",
       "        <td class=\"number\">5.9%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:17%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div><div class=\"row variablerow\">\n",
       "    <div class=\"col-md-3 namecol\">\n",
       "        <p class=\"h4\">year<br/>\n",
       "            <small>Numeric</small>\n",
       "        </p>\n",
       "    </div><div class=\"col-md-6\">\n",
       "    <div class=\"row\">\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "                <tr>\n",
       "                    <th>Distinct count</th>\n",
       "                    <td>10</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Unique (%)</th>\n",
       "                    <td>0.6%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Missing (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Infinite (n)</th>\n",
       "                    <td>0</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "\n",
       "        </div>\n",
       "        <div class=\"col-sm-6\">\n",
       "            <table class=\"stats \">\n",
       "\n",
       "                <tr>\n",
       "                    <th>Mean</th>\n",
       "                    <td>1998.4</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Minimum</th>\n",
       "                    <td>1994</td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <th>Maximum</th>\n",
       "                    <td>2003</td>\n",
       "                </tr>\n",
       "                <tr class=\"ignore\">\n",
       "                    <th>Zeros (%)</th>\n",
       "                    <td>0.0%</td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "<div class=\"col-md-3 collapse in\" id=\"minihistogram-6288088970084090367\">\n",
       "    <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAABLCAYAAAA1fMjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAAShJREFUeJzt2MFtwzAQAME4cEkuIj3lnZ5ShHtiGggWkgFJtDTzF8DP6o68jTHGB/Cvz6MPADO7H30A9vf4/l39zfPna4OTzM8EgSAQCAKBIBAILukbchl%2BfwI5gVdCZJlTBOJPzVamC2Svv6GoWGK6QK7OujQXr1gQBALBirWC9ed6TBAIJgibOcNLoUBY5KrrpRULgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEgkAgCASCQCAIBIJAIAgEwm2MMY4%2BBMzKBIEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoEgEAgCgSAQCAKBIBAIAoHwB/TFHqJWyc9bAAAAAElFTkSuQmCC\">\n",
       "\n",
       "</div>\n",
       "<div class=\"col-md-12 text-right\">\n",
       "    <a role=\"button\" data-toggle=\"collapse\" data-target=\"#descriptives-6288088970084090367,#minihistogram-6288088970084090367\"\n",
       "       aria-expanded=\"false\" aria-controls=\"collapseExample\">\n",
       "        Toggle details\n",
       "    </a>\n",
       "</div>\n",
       "<div class=\"row collapse col-md-12\" id=\"descriptives-6288088970084090367\">\n",
       "    <ul class=\"nav nav-tabs\" role=\"tablist\">\n",
       "        <li role=\"presentation\" class=\"active\"><a href=\"#quantiles-6288088970084090367\"\n",
       "                                                  aria-controls=\"quantiles-6288088970084090367\" role=\"tab\"\n",
       "                                                  data-toggle=\"tab\">Statistics</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#histogram-6288088970084090367\" aria-controls=\"histogram-6288088970084090367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Histogram</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#common-6288088970084090367\" aria-controls=\"common-6288088970084090367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Common Values</a></li>\n",
       "        <li role=\"presentation\"><a href=\"#extreme-6288088970084090367\" aria-controls=\"extreme-6288088970084090367\"\n",
       "                                   role=\"tab\" data-toggle=\"tab\">Extreme Values</a></li>\n",
       "\n",
       "    </ul>\n",
       "\n",
       "    <div class=\"tab-content\">\n",
       "        <div role=\"tabpanel\" class=\"tab-pane active row\" id=\"quantiles-6288088970084090367\">\n",
       "            <div class=\"col-md-4 col-md-offset-1\">\n",
       "                <p class=\"h4\">Quantile statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Minimum</th>\n",
       "                        <td>1994</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>5-th percentile</th>\n",
       "                        <td>1994</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q1</th>\n",
       "                        <td>1996</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Median</th>\n",
       "                        <td>1998</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Q3</th>\n",
       "                        <td>2001</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>95-th percentile</th>\n",
       "                        <td>2003</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Maximum</th>\n",
       "                        <td>2003</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Range</th>\n",
       "                        <td>9</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Interquartile range</th>\n",
       "                        <td>5</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "            <div class=\"col-md-4 col-md-offset-2\">\n",
       "                <p class=\"h4\">Descriptive statistics</p>\n",
       "                <table class=\"stats indent\">\n",
       "                    <tr>\n",
       "                        <th>Standard deviation</th>\n",
       "                        <td>2.8231</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Coef of variation</th>\n",
       "                        <td>0.0014127</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Kurtosis</th>\n",
       "                        <td>-1.2004</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Mean</th>\n",
       "                        <td>1998.4</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>MAD</th>\n",
       "                        <td>2.4525</td>\n",
       "                    </tr>\n",
       "                    <tr class=\"\">\n",
       "                        <th>Skewness</th>\n",
       "                        <td>-0.007014</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Sum</th>\n",
       "                        <td>3597166</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Variance</th>\n",
       "                        <td>7.97</td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th>Memory size</th>\n",
       "                        <td>14.1 KiB</td>\n",
       "                    </tr>\n",
       "                </table>\n",
       "            </div>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-8 col-md-offset-2\" id=\"histogram-6288088970084090367\">\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD%2BnaQAAIABJREFUeJzt3X9clGW%2B//E3MoGgsQiCq9HJ1Y1SLEAUNH%2B0upmu2voDk81c03btnIcop3TXQrNatWjDVSswI63M2mSVXfWUbefYcTdNTcVAy9pQa6VYZEhJ0RFE7u8fnebbiCbKBfcMvJ6Pxzx6zHXNXPfn8grn7XXf3ONnWZYlAAAAGNPK7gIAAACaGwIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADDMYXcBLYXTedL4mK1a%2BSksrI2OHTul2lrL%2BPi4NNbAfqyB/VgD%2B7EGFxcRcbUtx2UHy4e1auUnPz8/tWrlZ3cpLRZrYD/WwH6sgf1YA%2B9DwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwxx2FwAAaLl%2BtvQ9u0u4LG/d38/uEuAj2MECAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMCwZhuwjh49qrS0NCUmJmrAgAHKyMhQVVWVJKm4uFiTJ09WXFychg8frm3btnm8d/v27Ro5cqRiY2M1adIkFRcX2zEFAADgo5plwLIsS2lpaXK5XHrttde0ZMkSbdmyRUuXLpVlWUpNTVX79u2Vl5enUaNGafr06SopKZEklZSUKDU1VWPHjtW6desUFhamadOmybIsm2cFAAB8hcPuAhrD4cOHVVBQoPfee0/t27eXJKWlpen3v/%2B9Bg4cqOLiYq1Zs0bBwcHq2rWrduzYoby8PM2YMUNr165Vjx49dO%2B990qSMjIy1K9fP%2B3atUtJSUl2TgsAAPiIZrmDFRERoRUrVrjD1bcqKytVWFio7t27Kzg42N2ekJCggoICSVJhYaF69erl7gsKClJMTIy7HwAA4FKa5Q5WSEiIBgwY4H5eW1urV199VX369JHT6VRkZKTH68PDw1VaWipJl%2Byvj7KyMjmdTo82hyO4zrgN5e/fyuO/aHqsgf1YA/u1pDVwOLxzji1pDXxFswxY58vMzNSBAwe0bt06vfzyywoICPDoDwgIUHV1tSTJ5XJ9b3995ObmKisry6MtNTVVaWlpVziD7xcSEtQo46L%2BWAP7sQb2awlr0K5dG7tL%2BF4tYQ18RbMPWJmZmVq1apWWLFmi6OhoBQYGqqKiwuM11dXVat26tSQpMDCwTpiqrq5WSEhIvY%2BZkpKiwYMHe7Q5HME6fvzUFc7iwvz9WykkJEgnTrh07lyt0bFRP6yB/VgD%2B7WkNTD997gpLWkNLpddobhZB6wFCxbo9ddfV2ZmpoYOHSpJ6tChgw4ePOjxuvLycvfpuw4dOqi8vLxOf7du3ep93MjIyDqnA53Ok6qpaZz/6c%2Bdq220sVE/rIH9WAP7tYQ18Pb5tYQ18BXN9mRtVlaW1qxZo8WLF2vEiBHu9tjYWH300Uc6c%2BaMuy0/P1%2BxsbHu/vz8fHefy%2BXSgQMH3P0AAACX0iwD1qFDh7Rs2TJNnTpVCQkJcjqd7kdiYqI6duyo9PR0FRUVKScnR/v27dO4ceMkScnJydq7d69ycnJUVFSk9PR0RUVFcYsGAABQb80yYL3zzjs6d%2B6cnnvuOfXv39/j4e/vr2XLlsnpdGrs2LHauHGjsrOz1alTJ0lSVFSUnn32WeXl5WncuHGqqKhQdna2/Pz8bJ4VAADwFX4WtyhvEk7nSeNjOhyt1K5dGx0/fopz7jZhDezHGtivIWvws6XvNVJVjeOt%2B/vZXcIF8XNwcRERV9ty3Ga5gwUAAGAnAhYAAIBhzfo2DQC8E6eFADR37GABAAAYRsACAAAwjIAFAABgGNdgAUAz42vXuAHNETtYAAAAhhGwAAAADCNgAQAAGMY1WGgyvnZdCPc%2BAgBcKXawAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIZxo1Ef12vuX%2B0uodnixqgAgCvFDhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGPfBAoBL8LV7ogGwHztYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDHHYXAMCMny19z%2B4SAAD/hx0sAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADDMYXcBja26ulpjx47VvHnzlJSUJElauHChVq9e7fG6efPmaeLEiZKk7du364knnlBxcbFiY2P1%2BOOP69prr23y2gEAaIifLX3P7hLq7a37%2B9ldglHNegerqqpKM2fOVFFRkUf7oUOHNGvWLG3bts39SE5OliSVlJQoNTVVY8eO1bp16xQWFqZp06bJsiw7pgAAAHxQsw1YBw8e1Pjx43XkyJE6fYcOHVL37t0VERHhfgQFBUmS1q5dqx49eujee%2B/V9ddfr4yMDH355ZfatWtXU08BAAD4qGYbsHbt2qWkpCTl5uZ6tFdWVuro0aPq3LnzBd9XWFioXr16uZ8HBQUpJiZGBQUFjVkuAABoRprtNVgTJky4YPuhQ4fk5%2Ben5cuX691331VoaKimTJmiMWPGSJKcTqciIyM93hMeHq7S0tJ6H7usrExOp9OjzeEIrjNuQ/n7N9t8DABeyZeuafI1Dkfz%2BkxrtgHrYg4fPiw/Pz916dJFEydO1O7duzVv3jy1bdtWQ4YMkcvlUkBAgMd7AgICVF1dXe9j5ObmKisry6MtNTVVaWlpRuYAAEBz065dG7tLMKrFBazRo0dr0KBBCg0NlSTdeOON%2Bvzzz/X6669ryJAhCgwMrBOmqqurFRISUu9jpKSkaPDgwR5tDkewjh8/1fAJfAc7WACA5sL0Z%2BS37ApuLS5g%2Bfn5ucPVt7p06aKdO3dKkjp06KDy8nKP/vLycnXr1q3ex4iMjKxzOtDpPKmamtorrBoAgOatuX1GtrgtkKefflqTJ0/2aPvkk0/UpUsXSVJsbKzy8/PdfS6XSwcOHFBsbGxTlgkAAHxYiwtYgwYN0u7du7Vy5UodOXJEf/zjH7V%2B/Xrde%2B%2B9kqTk5GTt3btXOTk5KioqUnp6uqKiotw3KQUAALiUFhewbr75Zj399NPasGGDRo4cqdWrV%2BsPf/iD4uPjJUlRUVF69tlnlZeXp3HjxqmiokLZ2dny8/OzuXIAAOAr/CxuUd4knM6Txsd0OFppyKKtxscFAKCpNdZX5UREXN0o415Ki9vBAgAAaGwELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDvC5g3XnnnVqzZo1OnjT/1TIAAABNwesCVp8%2BfbR8%2BXL1799fM2fO1LZt28TXJQIAAF/idQFr1qxZ2rJli5YtWyZ/f3/NmDFDP/nJT7RkyRJ99tlndpcHAABwSX6Wl28PuVwurV69WsuWLVNVVZV69uype%2B65R7fffrvdpV0Wp9P8KU%2BHo5WGLNpqfFwAAJraW/f3a5RxIyKubpRxL8Vhy1HroaysTBs3btTGjRv16aefqmfPnhozZoxKS0v18MMPa/fu3Zo7d67dZQIAANThdQFrw4YN2rBhg95//32FhYVp9OjReuaZZ9S5c2f3azp27KjHH3%2BcgAUAALyS1wWsuXPnatCgQcrOztbAgQPVqlXdy8S6dOmiiRMn2lAdAADApXldwHr33XfVrl07VVRUuMPVvn37FBMTI39/f0lSz5491bNnTzvLBAAAuCiv%2By3CyspKDRs2TC%2B88IK77b777tOoUaP0r3/9y8bKAAAA6sfrAtYTTzyh6667TlOmTHG3bdq0SR07dlRGRoaNlQEAANSP1wWsPXv26KGHHlJERIS7LSwsTLNnz9bOnTttrAwAAKB%2BvC5gORwOnThxok67y%2BXiju4AAMAneF3AGjhwoBYuXKgjR46424qLi5WRkaEBAwbYWBkAAED9eN1vET744IOaMmWKhg4dqpCQEEnSiRMnFBMTo/T0dJurAwAAuDSvC1jh4eH6y1/%2Bou3bt6uoqEgOh0M//vGP1bdvX/n5%2BdldHgAAwCV5XcCSJH9/fw0YMIBTggAAwCd5XcByOp1aunSp9u7dq7Nnz9a5sP2dd96xqTIAAID68bqANW/ePH344YcaMWKErr7anm/ABgAAaAivC1g7d%2B7UihUr1KtXL7tLAQAAuCJed5uG4OBghYeH210GAADAFfO6gDVq1CitWLFC586ds7sUAACAK%2BJ1pwgrKir0xhtv6G9/%2B5uuvfZaBQQEePS/8sorNlUGAABQP14XsCRp5MiRdpcAAABwxbwuYGVkZNhdAgAAQIN43TVYklRWVqasrCzNmjVLX331lf7617/q8OHDdpcFAABQL14XsP75z3/qjjvu0F/%2B8he9/fbbOn36tDZt2qTk5GQVFhbaXR4AAMAleV3AevLJJ3Xbbbdp8%2BbNuuqqqyRJixcv1uDBg7Vo0SKbqwMAALg0rwtYe/fu1ZQpUzy%2B2NnhcGjatGk6cOCAjZUBAADUj9cFrNraWtXW1tZpP3XqlPz9/W2oCAAA4PJ4XcDq37%2B/nn/%2BeY%2BQVVFRoczMTPXp08fGygAAAOrHz7Isy%2B4ivuvo0aOaNGmSTp48qYqKCnXp0kVffvmlQkND9eqrr%2Bqaa66xu8Qr4nSeND6mw9FKQxZtNT4uAABN7a37%2BzXKuBERVzfKuJfidffB6tChg9avX6833nhDH3/8sWpra3XXXXdp1KhRatu2rd3lAQAAXJLXBSxJCgoK0p133ml3GQAAAFfE6wLWpEmTvref7yIEAADezusC1vnXWNXU1Oif//ynPv30U91zzz02VQUAAFB/XhewLvZdhNnZ2SotLW3iagAAAC6f192m4WJGjRqlt956y%2B4yAAAALslnAtYHH3zAjUYBAIBP8LpThBe6yL2yslL/%2BMc/NGHCBBsqAgAAuDxeF7A6derk8T2EknTVVVdp4sSJ%2BvnPf25TVQAAAPXndQHrySeftLsEAACABvG6gLV79%2B56v7Z3796NWAkAAMCV8bqA9ctf/tJ9ivC7X5N4fpufn58%2B/vjjpi8QAADgErwuYC1fvlwLFy7Ub3/7WyUmJiogIED79%2B/X/PnzNWbMGA0fPtzuEgEAAL6Xn/XdbSIvMHToUM2dO1cDBw70aN%2BzZ49mz56t//3f/7WpsoZxOk8aH9PhaKUhi7YaHxcAgKb21v39GmXciIirG2XcS/G6%2B2CVlZXV%2BbocSWrbtq2OHz9uQ0UAAACXx%2BsCVlxcnBYvXqzKykp3W0VFhTIzM9W3b18bKwMAAKgfr7sG6%2BGHH9akSZM0cOBAde7cWZZl6fPPP1dERIReeeUVu8sDAAC4JK/bweratas2bdqkWbNmKS4uTvHx8Zo7d642bNigH/7wh5c9XnV1tUaOHKn333/f3VZcXKzJkycrLi5Ow4cP17Zt2zzes337do0cOVKxsbGaNGmSiouLGzwvAADQcnhdwJKkH/zgB7rzzjs1ceJEpaena9SoUQoKCrrscaqqqjRz5kwVFRW52yzLUmpqqtq3b6%2B8vDyNGjVK06dPV0lJiSSppKREqampGjt2rNatW6ewsDBNmzZNXva7AAAAwIt5XcCyLEuLFi1S7969NXLkSJWWlurBBx/U3Llzdfbs2XqPc/DgQY0fP15HjhzxaN%2B5c6eKi4s1f/58de3aVf/%2B7/%2BuuLg45eXlSZLWrl2rHj166N5779X111%2BvjIwMffnll9q1a5fReQIAgObL6wLW6tWrtWHDBj366KMKCAiQJN12223avHmzsrKy6j3Orl27lJSUpNzcXI/2wsJCde/eXcHBwe62hIQEFRQUuPt79erl7gsKClJMTIy7HwAA4FK87iL33NxcPfLIIxoyZIgWLFggSRo%2BfLiuuuoqZWRk6IEHHqjXOBMmTLhgu9PpVGRkpEdbeHi4SktL69VfH2VlZXI6nR5tDkdwnXEbyt/f6/IxAABXxOFoXp9pXhewvvjiC3Xr1q1O%2B4033lgntFwJl8vl3hn7VkBAgKqrq%2BvVXx%2B5ubl1dttSU1OVlpZ2hVUDANC8tWvXxu4SjPK6gHXNNddo//79ioqK8mh/9913de211zZ4/MDAQFVUVHi0VVdXq3Xr1u7%2B88NUdXW1QkJC6n2MlJQUDR482KPN4QjW8eOnrrDqC2MHCwDQXJj%2BjPyWXcHN6wLWr371K/3ud7%2BT0%2BmUZVnasWOHcnNztXr1aj300EMNHr9Dhw46ePCgR1t5ebn79F2HDh1UXl5ep/9Cu2oXExkZWed0oNN5UjU1tVdYNQAAzVtz%2B4z0uoCVnJysmpoaPffcczpz5oweeeQRhYWF6f7779ddd93V4PFjY2OVk5OjM2fOuHet8vPzlZCQ4O7Pz893v97lcunAgQOaPn16g48NAABaBq8LWG%2B88YaGDRumlJQUHTt2TJZlKTw83Nj4iYmJ6tixo9LT0zVt2jRt2bJF%2B/btU0ZGhqRvAt7KlSuVk5OjQYMGKTs7W1FRUUpKSjJWAwAAaN687iKe%2BfPnuy9mDwsLMxquJMnf31/Lli2T0%2BnU2LFjtXHjRmVnZ6tTp06SpKioKD377LPKy8vTuHHjVFFRoezsbPn5%2BRmtAwAANF9et4PVuXNnffrpp/rxj39sbMx//OMfHs%2Bvu%2B46vfrqqxd9/a233qpbb73V2PEBAEDL4nUB68Ybb9RvfvMbrVixQp07d1ZgYKBH/7en8gAAALyV1wWszz77zH3BuYn7XgEAADQ1rwhYTz31lKZPn67g4GCtXr3a7nIAAAAaxCsucn/ppZfkcrk82u677z6VlZXZVBEAAMCV84qAZVlWnbbdu3erqqrKhmoAAAAaxisCFgAAQHNCwAIAADDMawIWN/IEAADNhVf8FqEkLVy40OOeV2fPnlVmZqbatPH8FmzugwUAALydVwSs3r1717nnVXx8vI4fP67jx4/bVBUAAMCV8YqAxb2vAABAc%2BI112ABAAA0FwQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGEbAAgAAMIyABQAAYBgBCwAAwDACFgAAgGEELAAAAMMIWAAAAIYRsAAAAAwjYAEAABhGwAIAADCMgAUAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgWIsMWP/zP/%2BjG264weORlpYmSSouLtbkyZMVFxen4cOHa9u2bTZXCwAAfI3D7gLscPDgQQ0aNEgLFixwtwUGBsqyLKWmpio6Olp5eXnavHmzpk%2Bfrk2bNqlTp042VgwAAHxJiwxYhw4dUnR0tCIiIjzad%2BzYoeLiYq1Zs0bBwcHq2rWrduzYoby8PM2YMcOmagEAgK9pkacIDx06pM6dO9dpLywsVPfu3RUcHOxuS0hIUEFBQRNWBwAAfF2L28GyLEufffaZtm3bpueff17nzp3TsGHDlJaWJqfTqcjISI/Xh4eHq7S09LKOUVZWJqfT6dHmcATXGbuh/P1bZD4GADRDDkfz%2BkxrcQGrpKRELpdLAQEBWrp0qb744gstXLhQZ86ccbd/V0BAgKqrqy/rGLm5ucrKyvJoS01NdV9IDwAAPLVr18buEoxqcQHrmmuu0fvvv68f/OAH8vPzU7du3VRbW6vf/va3GjNmjFwul8frq6ur1bp168s6RkpKigYPHuzR5nAE6/jxUw2u/7vYwQIANBemPyO/ZVdwa3EBS5JCQ0M9nnft2lVVVVWKiIjQ4cOHPfrKy8sv%2B9ReZGRknfc4nSdVU1N7ZQUDANDMNbfPyBa3BbJ161YlJSV57FR9/PHHCg0NVUJCgj766COdOXPG3Zefn6/Y2Fg7SgUAAD6qxQWs%2BPh4BQYG6uGHH9bhw4f197//XU899ZR%2B/etfKzExUR07dlR6erqKioqUk5Ojffv2ady4cXaXDQAAfEiLC1ht27bVypUrdezYMSUnJ2vu3LlKSUnRr3/9a/n7%2B2vZsmVyOp0aO3asNm7cqOzsbG4yCgAALoufZVmW3UW0BE7nSeNjOhytNGTRVuPjAgDQ1N66v1%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%2BevHFF%2B0uCQAA%2BBCH3QV4o6eeekoffvihVq1apZKSEj344IPq1KmThg0bZndpAADABxCwznP69GmtXbtWL7zwgmJiYhQTE6OioiK99tprBCwAAFAvnCI8zyeffKKamhrFx8e72xISElRYWKja2lobKwMAAL6CHazzOJ1OtWvXTgEBAe629u3bq6qqShUVFQoLC7vkGGVlZXI6nR5tDkewIiMjjdbq708%2BBgA0Dw5H8/pMI2Cdx%2BVyeYQrSe7n1dXV9RojNzdXWVlZHm3Tp0/XjBkzzBT5f8rKynTPD4uUkpJiPLyhfsrKypSbm8sa2Ig1sB9rYD/WwPs0r7hoQGBgYJ0g9e3z1q1b12uMlJQU/fnPf/Z4pKSkGK/V6XQqKyurzm4Zmg5rYD/WwH6sgf1YA%2B/DDtZ5OnTooOPHj6umpkYOxzd/PE6nU61bt1ZISEi9xoiMjORfEAAAtGDsYJ2nW7ducjgcKigocLfl5%2BfrpptuUqtW/HEBAIBLIzGcJygoSKNHj9Zjjz2mffv2afPmzXrxxRc1adIku0sDAAA%2Bwv%2Bxxx57zO4ivE2fPn104MAB/eEPf9COHTv0H//xH0pOTra7rAtq06aNEhMT1aZNG7tLabFYA/uxBvZjDezHGngXP8uyLLuLAAAAaE44RQgAAGAYAQsAAMAwAhYAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIDlZaqrqzVy5Ei9//777rYPP/xQKSkpio%2BP1/jx4z2%2BJ1GS1q9fr6FDh6pnz55KTU296Lepr1ixQoMHD27U%2BpuDxliD1157TT/5yU/Us2dPpaWlqaKioknm4qtMr0FVVZUWLFigvn37qm/fvnrkkUd0%2BvTpJpuPLzl69KjS0tKUmJioAQMGKCMjQ1VVVZKk4uJiTZ48WXFxcRo%2BfLi2bdvm8d7t27dr5MiRio2N1aRJk1RcXOzR//LLL2vAgAGKj4/XnDlz5HK5mmxevqSx1qC6ulq///3vNXDgQPXu3VupqakqLS1t0rm1JAQsL1JVVaWZM2eqqKjI3fbVV19p8uTJio6O1rp16zR8%2BHBNmTJFJSUlkqStW7dqzpw5%2BuUvf6m1a9cqODhYU6dOVW1trcfYxcXFysrKatL5%2BKLGWINNmzbpqaeeUnp6utasWaN//etfmj9/vi3z8wWNsQZZWVnatWuXcnJy9Pzzz2vPnj1avHixLfPzZpZlKS0tTS6XS6%2B99pqWLFmiLVu2aOnSpbIsS6mpqWrfvr3y8vI0atQoTZ8%2B3b0GJSUlSk1N1dixY7Vu3TqFhYVp2rRp%2BvbLQt5%2B%2B21lZWVp/vz5WrVqlQoLC5WZmWnndL1SY67BM888o82bN2vRokV6/fXXVVNTo%2BnTp4svdGkkFrxCUVGR9fOf/9y64447rOjoaGvnzp2WZVnWihUrrJ/%2B9KdWTU2N%2B7W/%2BtWvrEWLFlmWZVn33XefNXv2bHefy%2BWyEhMTrXfffddj/ClTpli/%2BMUvrEGDBjXBbHxTY63B6NGjrWeffdbdv2vXLmvEiBEe4%2BEbjbUGd9xxh7V69Wp3/yuvvGKNGDGiKabkUw4ePGhFR0dbTqfT3fZf//VfVv/%2B/a3t27dbcXFx1qlTp9x999xzj/XMM89YlmVZS5cutSZGy7fSAAAHj0lEQVROnOjuO336tBUfH%2B9ewwkTJrhfa1mWtXv3buvmm2%2B2Tp8%2B3djT8imNuQa33HKL9eabb7r7jx49akVHR1ufffZZI8%2BqZWIHy0vs2rVLSUlJys3N9WgvLi5WTEyM/P393W033HCD%2B/RIcXGxbr75Zndf69at9W//9m8ep0/Wr18vl8ulcePGNfIsfFtjrEFlZaUOHDigIUOGuPt79%2B6tN954w2M8fKOxfg5CQ0P19ttv6%2Buvv9bXX3%2Bt//7v/1a3bt2aYEa%2BJSIiQitWrFD79u092isrK1VYWKju3bsrODjY3Z6QkOD%2BMy4sLFSvXr3cfUFBQYqJiVFBQYHOnTun/fv3e/THxcXp7Nmz%2BuSTTxp5Vr6lsdagtrZWmZmZuuWWW%2Boc8%2BTJk400m5bNYXcB%2BMaECRMu2N6%2Bffs6fwGVlpbq%2BPHjkqTw8HCVlZW5%2B2pra3X06FF3/7Fjx7Ro0SK99NJL2r9/fyNV3zw0xhp8e/3DsWPH9Itf/EJffPGF%2BvXrp7lz5yokJKSRZuK7GuvnYPbs2ZoxY4aSkpIkSdHR0XruuecaYwo%2BLSQkRAMGDHA/r62t1auvvqo%2BffrI6XQqMjLS4/Xh4eHua3i%2Br//EiROqqqry6Hc4HAoNDeUaoPM01hq0atWqTrh65ZVX1K5dO91www2NNJuWjR0sL3f77bdr3759%2BtOf/qSamhpt3bpV77zzjs6ePStJGj58uF5//XV98MEHOnv2rJYvX66vvvrK3f/EE09ozJgxuv766%2B2chk9ryBqcOnVKkjR//nxNnTpVTz/9tIqKijR79mw7p%2BRzGvpzcOTIEXXs2FGrVq3SypUrVVVVpSeffNLOKfmEzMxMHThwQA888IBcLpcCAgI8%2BgMCAlRdXS1J39t/5swZ9/OLvR8XZmoNzrd582a9%2BOKLmjVrVp33wAwClpeLjo7WggULlJGRoZtuuklLlizRXXfdpTZt2kiSxo8frxEjRujuu%2B9WbGysioqKNHDgQLVt21Zbt25VQUGBUlNTbZ6Fb2vIGjgc32wS33ffffrpT3%2BqhIQEPf7449qyZYuOHj1q57R8SkPWoLKyUnPnztWDDz6opKQk9evXT0888YTy8vI8dr3gKTMzU6tWrVJmZqaio6MVGBhY54O6urparVu3lqSL9gcFBSkwMND9/EL9uDCTa/Bdmzdv1v3336%2BJEyfqzjvvbNxJtGAELB%2BQnJysPXv26O9//7v%2B/Oc/y8/PT1FRUZIkf39/Pfroo8rPz9f27du1ZMkSOZ1OXXPNNdq0aZNKS0vVt29fxcfH69FHH1VJSYni4%2BO1Z88em2flW650DSIiIiRJXbp0cY/1ox/9SJI4NXKZrnQNDh8%2BrNOnT%2BvGG290j9W9e3fV1tayBhexYMECvfTSS8rMzNTQoUMlSR06dFB5ebnH68rLy92npC7WHxERodDQUAUGBnr019TUqKKiwv0zAk%2Bm1%2BBbb775pv7zP/9TKSkpmjNnTiPPomUjYHm5nTt36oEHHpC/v78iIyNlWZa2bt3qvpbk5ZdfVk5OjoKCghQaGqqysjJ9/PHHSkxM1G9%2B8xu9%2BeabWr9%2BvdavX6%2B0tDRFRkZq/fr16tGjh80z8x0NWYNOnTopMjLS4/qhQ4cOyc/PT506dbJrSj6nIWvw7YfPwYMH3eMdPnxYktwBDf9fVlaW1qxZo8WLF2vEiBHu9tjYWH300Ufu032SlJ%2Bfr9jYWHd/fn6%2Bu8/lcunAgQOKjY1Vq1atdNNNN3n0FxQUyOFweARffKMx1kCSduzYodmzZ%2Bvuu%2B/WvHnzmmg2LRcBy8v96Ec/0pYtW/THP/5RxcXF%2Bt3vfqevv/5ao0ePlvTNB8QLL7ygnTt3qqioSGlpabr11lsVHR2t8PBwXXfdde5HeHi4HA6HrrvuOveWMi6tIWvg5%2BenyZMn65lnntF7772nTz75RI899phuu%2B02/uV%2BGRqyBj/84Q81YMAAzZs3Tx9%2B%2BKH279%2BvefPmacSIEQoLC7N5Zt7l0KFDWrZsmaZOnaqEhAQ5nU73IzExUR07dlR6erqKioqUk5Ojffv2uX87OTk5WXv37lVOTo6KioqUnp6uqKgodwieMGGCVq5cqc2bN2vfvn167LHHNH78eE4Rnqex1qCmpkZz5sxR7969NXXqVI9xuQ6ukdh8mwhcwHfv/2NZlrVlyxZr2LBhVmxsrDVp0iTr4MGDHq9fvny51a9fP6tXr17WQw89ZJ08efKC4%2Bbl5XEfrHoyuQa1tbVWdna2dcstt1hxcXHWzJkzrRMnTjTZXHyVyTWoqKiwHnroIatv377WLbfcYs2bN8%2BqrKxssrn4iueff96Kjo6%2B4MOyLOvzzz%2B37r77bqtHjx7WiBEjrPfee8/j/X/729%2Bs22%2B/3br55pute%2B65xzpy5Eid8fv27WslJCRY6enp1pkzZ5psbr6isdbggw8%2BuOi43/05gzl%2BlsUtXAEAAEziFCEAAIBhBCwAAADDCFgAAACGEbAAAAAMI2ABAAAYRsACAAAwjIAFAABgGAELAADAMAIWAACAYQQsAAAAwwhYAAAAhhGwAAAADCNgAQAAGPb/AId5eEcSnUk%2BAAAAAElFTkSuQmCC\"/>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\" id=\"common-6288088970084090367\">\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">2001</td>\n",
       "        <td class=\"number\">218</td>\n",
       "        <td class=\"number\">12.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1998</td>\n",
       "        <td class=\"number\">194</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:89%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2000</td>\n",
       "        <td class=\"number\">191</td>\n",
       "        <td class=\"number\">10.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:87%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1995</td>\n",
       "        <td class=\"number\">188</td>\n",
       "        <td class=\"number\">10.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:86%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1996</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:83%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1994</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:83%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1999</td>\n",
       "        <td class=\"number\">176</td>\n",
       "        <td class=\"number\">9.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:80%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1997</td>\n",
       "        <td class=\"number\">164</td>\n",
       "        <td class=\"number\">9.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:75%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2003</td>\n",
       "        <td class=\"number\">154</td>\n",
       "        <td class=\"number\">8.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:70%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2002</td>\n",
       "        <td class=\"number\">151</td>\n",
       "        <td class=\"number\">8.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:69%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "        <div role=\"tabpanel\" class=\"tab-pane col-md-12\"  id=\"extreme-6288088970084090367\">\n",
       "            <p class=\"h4\">Minimum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1994</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:93%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1995</td>\n",
       "        <td class=\"number\">188</td>\n",
       "        <td class=\"number\">10.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:96%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1996</td>\n",
       "        <td class=\"number\">182</td>\n",
       "        <td class=\"number\">10.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:93%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1997</td>\n",
       "        <td class=\"number\">164</td>\n",
       "        <td class=\"number\">9.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:84%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">1998</td>\n",
       "        <td class=\"number\">194</td>\n",
       "        <td class=\"number\">10.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "            <p class=\"h4\">Maximum 5 values</p>\n",
       "            \n",
       "<table class=\"freq table table-hover\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        <td class=\"fillremaining\">Value</td>\n",
       "        <td class=\"number\">Count</td>\n",
       "        <td class=\"number\">Frequency (%)</td>\n",
       "        <td style=\"min-width:200px\">&nbsp;</td>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tr class=\"\">\n",
       "        <td class=\"fillremaining\">1999</td>\n",
       "        <td class=\"number\">176</td>\n",
       "        <td class=\"number\">9.8%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:80%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2000</td>\n",
       "        <td class=\"number\">191</td>\n",
       "        <td class=\"number\">10.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:87%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2001</td>\n",
       "        <td class=\"number\">218</td>\n",
       "        <td class=\"number\">12.1%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:100%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2002</td>\n",
       "        <td class=\"number\">151</td>\n",
       "        <td class=\"number\">8.4%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:69%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr><tr class=\"\">\n",
       "        <td class=\"fillremaining\">2003</td>\n",
       "        <td class=\"number\">154</td>\n",
       "        <td class=\"number\">8.6%</td>\n",
       "        <td>\n",
       "            <div class=\"bar\" style=\"width:70%\">&nbsp;</div>\n",
       "        </td>\n",
       "</tr>\n",
       "</table>\n",
       "        </div>\n",
       "    </div>\n",
       "</div>\n",
       "</div>\n",
       "    <div class=\"row headerrow highlight\">\n",
       "        <h1>Sample</h1>\n",
       "    </div>\n",
       "    <div class=\"row variablerow\">\n",
       "    <div class=\"col-md-12\" style=\"overflow:scroll; width: 100%%; overflow-y: hidden;\">\n",
       "        <table border=\"1\" class=\"dataframe sample\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>authors</th>\n",
       "      <th>venue</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>l0</td>\n",
       "      <td>Paradise: A Database System for GIS Applications</td>\n",
       "      <td>Paradise Team</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>l1</td>\n",
       "      <td>A Query Language and Optimization Techniques for Unstructured Data</td>\n",
       "      <td>Gerd G. Hillebrand, Peter Buneman, Susan B. Davidson, Dan Suciu</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>l2</td>\n",
       "      <td>Turbo-charging Vertical Mining of Large Databases</td>\n",
       "      <td>Jayant R. Haritsa, Devavrat Shah, S. Sudarshan, Pradeep Shenoy, Mayank Bawa, Gaurav Bhalotia</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>l3</td>\n",
       "      <td>Maintenance of Data Cubes and Summary Tables in a Warehouse</td>\n",
       "      <td>Inderpal Singh Mumick, Dallan Quass, Barinderpal Singh Mumick</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>l4</td>\n",
       "      <td>On Relational Support for XML Publishing: Beyond Sorting and Tagging</td>\n",
       "      <td>Raghav Kaushik, Jeffrey F. Naughton, Surajit Chaudhuri</td>\n",
       "      <td>SIGMOD Conference</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "</div>\n",
       "</div>"
      ],
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