seznam.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seznam - Predicting the transaction volume\n",
    "\n",
    "Seznam is a Czech company with a scope similar to Google. The purpose of this notebook is to analyze data from Seznam's wallet, predicting the transaction volume.\n",
    "\n",
    "Summary:\n",
    "\n",
    "- Prediction type: __Regression model__\n",
    "- Domain: __E-commerce__\n",
    "- Prediction target: __Transaction volume__ \n",
    "- Population size: __1,462,078__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Background\n",
    "\n",
    "Seznam is a Czech company with a scope similar to Google. The purpose of this notebook is to analyze data from Seznam's wallet, predicting the transaction volume.\n",
    "\n",
    "Since the dataset is in Czech, we will quickly translate the meaning of the main tables:\n",
    "\n",
    "- *dobito*: contains data on prepayments into a wallet\n",
    "- *probehnuto*: contains data on charges from a wallet\n",
    "- *probehnuto_mimo_penezenku*: contains data on charges, from sources other than a wallet\n",
    "\n",
    "The dataset has been downloaded from the [CTU Prague relational learning repository](https://relational.fit.cvut.cz/dataset/Seznam) (Motl and Schulte, 2015)(Now residing at [relational-data.org](https://relational-data.org/dataset/Seznam).).\n",
    "\n",
    "\n",
    "We will benchmark [getML](https://www.getml.com)'s feature learning algorithms against [featuretools](https://www.featuretools.com), an open-source implementation of the propositionalization algorithm, similar to getML's FastProp."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get started with the analysis and set up your session:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "getML engine is already running.\n",
      "Loading pipelines... 100% |██████████| [elapsed: 00:01, remaining: 00:00]          \n",
      "\n",
      "Connected to project 'seznam'\n"
     ]
    }
   ],
   "source": [
    "import copy\n",
    "import os\n",
    "os.environ[\"PYARROW_IGNORE_TIMEZONE\"] = \"1\"\n",
    "from pathlib import Path\n",
    "\n",
    "from urllib import request\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from IPython.display import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline  \n",
    "\n",
    "import featuretools\n",
    "import woodwork as ww\n",
    "import getml\n",
    "\n",
    "getml.engine.launch(home_directory=Path.home(), allow_remote_ips=True, token='token')\n",
    "getml.set_project('seznam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Loading data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Download from source\n",
    "\n",
    "We begin by downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Connection(dbname='Seznam', dialect='mysql', host='db.relational-data.org', port=3306)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conn = getml.database.connect_mysql(\n",
    "    host=\"db.relational-data.org\",\n",
    "    dbname=\"Seznam\",\n",
    "    port=3306,\n",
    "    user=\"guest\",\n",
    "    password=\"relational\"\n",
    ")\n",
    "\n",
    "conn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_if_needed(name):\n",
    "    \"\"\"\n",
    "    Loads the data from the relational learning\n",
    "    repository, if the data frame has not already\n",
    "    been loaded.\n",
    "    \"\"\"\n",
    "    if not getml.data.exists(name):\n",
    "        data_frame = getml.DataFrame.from_db(\n",
    "            name=name,\n",
    "            table_name=name,\n",
    "            conn=conn\n",
    "        )\n",
    "        data_frame.save()\n",
    "    else:\n",
    "        data_frame = getml.data.load_data_frame(name)\n",
    "    return data_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dobito = load_if_needed(\"dobito\")\n",
    "probehnuto = load_if_needed(\"probehnuto\")\n",
    "probehnuto_mimo_penezenku = load_if_needed(\"probehnuto_mimo_penezenku\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "\n",
       "  <p>\n",
       "    554346 rows x 4 columns<br />\n",
       "    memory usage: 29.59 MB<br />\n",
       "    name: dobito<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name      client_id   month_year_datum_transakce   sluzba          kc_dobito    \n",
       "  role   unused_float   unused_string                unused_string   unused_string\n",
       "     0        7157857   2012-10-01                   c               1045.62      \n",
       "     1         109700   2015-10-01                   c               5187.28      \n",
       "     2          51508   2015-08-01                   c               408.20       \n",
       "     3        9573550   2012-10-01                   c               521.24       \n",
       "     4        9774621   2014-11-01                   c               386.22       \n",
       "                  ...   ...                          ...             ...          \n",
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       "554343        1264806   2013-08-01                   g               -8220.52     \n",
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       "\n",
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       "554346 rows x 4 columns\n",
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       "type: getml.DataFrame"
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   "metadata": {},
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    {
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       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string             </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string</th>\n",
       "          \n",
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       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">109145</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2013-06-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">-31.40</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9804394</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">37.68</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9803353</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">725.34</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9801753</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">194.68</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9800425</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1042.48</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462073</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">98857</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">153.86</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462074</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">95776</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-09-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">153.86</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462075</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">98857</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-09-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">153.86</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462076</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">90001</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">310.86</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462077</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">946957</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">153.86</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    1462078 rows x 4 columns<br />\n",
       "    memory usage: 77.07 MB<br />\n",
       "    name: probehnuto<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "   name      client_id   month_year_datum_transakce   sluzba          kc_proklikano\n",
       "   role   unused_float   unused_string                unused_string   unused_string\n",
       "      0         109145   2013-06-01                   c               -31.40       \n",
       "      1        9804394   2015-10-01                   h               37.68        \n",
       "      2        9803353   2015-10-01                   h               725.34       \n",
       "      3        9801753   2015-10-01                   h               194.68       \n",
       "      4        9800425   2015-10-01                   h               1042.48      \n",
       "                   ...   ...                          ...             ...          \n",
       "1462073          98857   2015-08-01                   NULL            153.86       \n",
       "1462074          95776   2015-09-01                   NULL            153.86       \n",
       "1462075          98857   2015-09-01                   NULL            153.86       \n",
       "1462076          90001   2015-10-01                   NULL            310.86       \n",
       "1462077         946957   2015-10-01                   NULL            153.86       \n",
       "\n",
       "\n",
       "1462078 rows x 4 columns\n",
       "memory usage: 77.07 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probehnuto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        \n",
       "          <th>  name</th>\n",
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       "          <th class=\"unused_float\">   client_id</th>\n",
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       "        \n",
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       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3901</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "            <td class=\"unused_string\">2012-08-01</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
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       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3901</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            <td class=\"unused_string\">2012-09-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3901</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2012-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3901</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2012-11-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3901</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2012-12-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599381</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9804086</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599382</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9804238</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599383</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9804782</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599384</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9804810</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599385</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">9805032</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    599386 rows x 3 columns<br />\n",
       "    memory usage: 23.38 MB<br />\n",
       "    name: probehnuto_mimo_penezenku<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name      client_id   Month/Year      probehla_inzerce_mimo_penezenku\n",
       "  role   unused_float   unused_string   unused_string                  \n",
       "     0           3901   2012-08-01      ANO                            \n",
       "     1           3901   2012-09-01      ANO                            \n",
       "     2           3901   2012-10-01      ANO                            \n",
       "     3           3901   2012-11-01      ANO                            \n",
       "     4           3901   2012-12-01      ANO                            \n",
       "                  ...   ...             ...                            \n",
       "599381        9804086   2015-10-01      ANO                            \n",
       "599382        9804238   2015-10-01      ANO                            \n",
       "599383        9804782   2015-10-01      ANO                            \n",
       "599384        9804810   2015-10-01      ANO                            \n",
       "599385        9805032   2015-10-01      ANO                            \n",
       "\n",
       "\n",
       "599386 rows x 3 columns\n",
       "memory usage: 23.38 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probehnuto_mimo_penezenku"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Prepare data for getML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "getML requires that we define *roles* for each of the columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style>\n",
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       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>  name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\"> month_year_datum_transakce</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">client_id</th>\n",
       "        \n",
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       "          <th class=\"categorical\">sluzba     </th>\n",
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       "          <th class=\"numerical\">kc_dobito</th>\n",
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       "        \n",
       "          \n",
       "            <th class=\"sub-header\">  role</th>\n",
       "          \n",
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       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
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       "          \n",
       "            <th class=\"sub-header join_key\"> join_key</th>\n",
       "          \n",
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       "            <th class=\"sub-header categorical\">categorical</th>\n",
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       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
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       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">  unit</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">service    </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">         </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">7157857</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1045</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.62</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">109700</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5187</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.28</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">51508</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">408</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9573550</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">521</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.24</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2014-11-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9774621</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">386</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.22</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
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       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>554341</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-09-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">65283</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">g</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">7850</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>554342</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">6091446</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">g</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">31400</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>554343</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1264806</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">g</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-8220</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.52</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>554344</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">101103</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">g</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3140</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>554345</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">8674551</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">g</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6280</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    554346 rows x 4 columns<br />\n",
       "    memory usage: 13.30 MB<br />\n",
       "    name: dobito<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name    month_year_datum_transakce   client_id   sluzba        kc_dobito\n",
       "  role                    time_stamp    join_key   categorical   numerical\n",
       "  unit   time stamp, comparison only               service                \n",
       "     0                    2012-10-01     7157857   c               1045.62\n",
       "     1                    2015-10-01      109700   c               5187.28\n",
       "     2                    2015-08-01       51508   c                408.2 \n",
       "     3                    2012-10-01     9573550   c                521.24\n",
       "     4                    2014-11-01     9774621   c                386.22\n",
       "                                 ...         ...   ...               ...  \n",
       "554341                    2012-09-01       65283   g               7850   \n",
       "554342                    2012-08-01     6091446   g              31400   \n",
       "554343                    2013-08-01     1264806   g              -8220.52\n",
       "554344                    2012-08-01      101103   g               3140   \n",
       "554345                    2012-08-01     8674551   g               6280   \n",
       "\n",
       "\n",
       "554346 rows x 4 columns\n",
       "memory usage: 13.30 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dobito.set_role(\"client_id\", getml.data.roles.join_key)\n",
    "dobito.set_role(\"month_year_datum_transakce\", getml.data.roles.time_stamp)\n",
    "dobito.set_role(\"sluzba\", getml.data.roles.categorical)\n",
    "dobito.set_role(\"kc_dobito\", getml.data.roles.numerical)\n",
    "\n",
    "dobito.set_unit(\"sluzba\", \"service\")\n",
    "\n",
    "dobito"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>   name</th>\n",
       "        \n",
       "      \n",
       "        \n",
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       "          <th class=\"join_key\">client_id</th>\n",
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       "          <th class=\"target\">kc_proklikano</th>\n",
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       "          <th class=\"categorical\">sluzba     </th>\n",
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       "    \n",
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       "          \n",
       "            <th class=\"sub-header\">   role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\"> join_key</th>\n",
       "          \n",
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       "          \n",
       "            <th class=\"sub-header target\">       target</th>\n",
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       "            <th class=\"sub-header categorical\">categorical</th>\n",
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       "          \n",
       "            <th class=\"sub-header\">   unit</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header target\">             </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">service    </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2013-06-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">109145</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">-31</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9804394</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">37</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.68</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9803353</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">725</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.34</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9801753</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">194</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.68</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9800425</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">1042</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.48</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462073</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">98857</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462074</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-09-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">95776</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462075</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-09-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">98857</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462076</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">90001</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">310</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1462077</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">946957</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    1462078 rows x 4 columns<br />\n",
       "    memory usage: 35.09 MB<br />\n",
       "    name: probehnuto<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "   name    month_year_datum_transakce   client_id   kc_proklikano   sluzba     \n",
       "   role                    time_stamp    join_key          target   categorical\n",
       "   unit   time stamp, comparison only                               service    \n",
       "      0                    2013-06-01      109145          -31.4    c          \n",
       "      1                    2015-10-01     9804394           37.68   h          \n",
       "      2                    2015-10-01     9803353          725.34   h          \n",
       "      3                    2015-10-01     9801753          194.68   h          \n",
       "      4                    2015-10-01     9800425         1042.48   h          \n",
       "                                  ...         ...           ...     ...        \n",
       "1462073                    2015-08-01       98857          153.86   NULL       \n",
       "1462074                    2015-09-01       95776          153.86   NULL       \n",
       "1462075                    2015-09-01       98857          153.86   NULL       \n",
       "1462076                    2015-10-01       90001          310.86   NULL       \n",
       "1462077                    2015-10-01      946957          153.86   NULL       \n",
       "\n",
       "\n",
       "1462078 rows x 4 columns\n",
       "memory usage: 35.09 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probehnuto.set_role(\"client_id\", getml.data.roles.join_key)\n",
    "probehnuto.set_role(\"month_year_datum_transakce\", getml.data.roles.time_stamp)\n",
    "probehnuto.set_role(\"sluzba\", getml.data.roles.categorical)\n",
    "probehnuto.set_role(\"kc_proklikano\", getml.data.roles.target)\n",
    "\n",
    "probehnuto.set_unit(\"sluzba\", \"service\")\n",
    "\n",
    "probehnuto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  span.right {\n",
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       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>  name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"time_stamp\">                 Month/Year</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">client_id</th>\n",
       "        \n",
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       "        \n",
       "          <th class=\"unused_string\">probehla_inzerce_mimo_penezenku</th>\n",
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       "          \n",
       "            <th class=\"sub-header\">  role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">                 time_stamp</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\"> join_key</th>\n",
       "          \n",
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       "            <th class=\"sub-header unused_string\">unused_string                  </th>\n",
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       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">  unit</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">                               </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-08-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3901</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-09-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3901</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3901</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-11-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3901</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2012-12-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3901</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599381</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9804086</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599382</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9804238</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599383</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9804782</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599384</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9804810</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>599385</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">2015-10-01</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">9805032</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">ANO</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    599386 rows x 3 columns<br />\n",
       "    memory usage: 14.39 MB<br />\n",
       "    name: probehnuto_mimo_penezenku<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name                    Month/Year   client_id   probehla_inzerce_mimo_penezenku\n",
       "  role                    time_stamp    join_key   unused_string                  \n",
       "  unit   time stamp, comparison only                                              \n",
       "     0                    2012-08-01        3901   ANO                            \n",
       "     1                    2012-09-01        3901   ANO                            \n",
       "     2                    2012-10-01        3901   ANO                            \n",
       "     3                    2012-11-01        3901   ANO                            \n",
       "     4                    2012-12-01        3901   ANO                            \n",
       "                                 ...         ...   ...                            \n",
       "599381                    2015-10-01     9804086   ANO                            \n",
       "599382                    2015-10-01     9804238   ANO                            \n",
       "599383                    2015-10-01     9804782   ANO                            \n",
       "599384                    2015-10-01     9804810   ANO                            \n",
       "599385                    2015-10-01     9805032   ANO                            \n",
       "\n",
       "\n",
       "599386 rows x 3 columns\n",
       "memory usage: 14.39 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probehnuto_mimo_penezenku.set_role(\"client_id\", getml.data.roles.join_key)\n",
    "probehnuto_mimo_penezenku.set_role(\"Month/Year\", getml.data.roles.time_stamp)\n",
    "\n",
    "probehnuto_mimo_penezenku"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  span.right {\n",
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       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>  </th>\n",
       "        \n",
       "      \n",
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       "          <th>     </th>\n",
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       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td>train</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td>train</td>\n",
       "          \n",
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       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td>train</td>\n",
       "          \n",
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       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
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       "            <td>test</td>\n",
       "          \n",
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       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td>train</td>\n",
       "          \n",
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       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td>...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    infinite number of  rows<br />\n",
       "    \n",
       "    type: StringColumnView<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "          \n",
       " 0   train\n",
       " 1   train\n",
       " 2   train\n",
       " 3   test \n",
       " 4   train\n",
       "     ...  \n",
       "\n",
       "\n",
       "infinite number of  rows\n",
       "type: StringColumnView"
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     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "split = getml.data.split.random(train=0.8, test=0.2)\n",
    "split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Predictive modeling\n",
    "\n",
    "We loaded the data and defined the roles and units. Next, we create a getML pipeline for relational learning."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Define relational model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span style='font-size: 1.2rem; font-weight: 500;'>data model</span>\n",
       "            <div style='margin-top: 15px; margin-bottom: 5px;'>\n",
       "            <div style='margin-bottom: 10px; font-size: 1rem;'>diagram</div>\n",
       "            <div style=\"height:320px;width:660px;position:relative;\"><svg height=\"310\" width=\"650\"><rect y=\"0\" x=\"0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"73.8\" x=\"75.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">probehnuto</text><rect x=\"51\" y=\"10\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"67.0\" y1=\"10\" x2=\"67.0\" y2=\"58\" style=\"stroke:white;stroke-width:3\" /><line x1=\"83.0\" y1=\"10\" x2=\"83.0\" y2=\"58\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"26.0\" x2=\"99\" y2=\"26.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"42.0\" x2=\"99\" y2=\"42.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"110\" x=\"0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"183.8\" x=\"75.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">dobito</text><rect x=\"51\" y=\"120\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"67.0\" y1=\"120\" x2=\"67.0\" y2=\"168\" style=\"stroke:white;stroke-width:3\" /><line x1=\"83.0\" y1=\"120\" x2=\"83.0\" y2=\"168\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"136.0\" x2=\"99\" y2=\"136.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"152.0\" x2=\"99\" y2=\"152.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"220\" x=\"0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"293.8\" x=\"75.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">probehnuto_mimo_penezenku</text><rect x=\"51\" y=\"230\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"67.0\" y1=\"230\" x2=\"67.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"83.0\" y1=\"230\" x2=\"83.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"246.0\" x2=\"99\" y2=\"246.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"51\" y1=\"262.0\" x2=\"99\" y2=\"262.0\" style=\"stroke:white;stroke-width:3\" /><rect y=\"220\" x=\"500\" rx=\"10\" ry=\"10\" width=\"150\" height=\"90\" style=\"fill:#6829c2;stroke-width:0;\" /><text y=\"293.8\" x=\"575.0\" dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\">population</text><rect x=\"551\" y=\"230\" rx=\"4\" ry=\"4\" width=\"48\" height=\"48\" style=\" fill:#6829c2;stroke:#ffffff;stroke-width:3;\" /><line x1=\"567.0\" y1=\"230\" x2=\"567.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"583.0\" y1=\"230\" x2=\"583.0\" y2=\"278\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"246.0\" x2=\"599\" y2=\"246.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"551\" y1=\"262.0\" x2=\"599\" y2=\"262.0\" style=\"stroke:white;stroke-width:3\" /><line x1=\"150\" y1=\"43.0\" x2=\"573.0\" y2=\"43.0\" style=\"stroke:#808080;;stroke-width:4\" /><line x1=\"573.0\" y1=\"41.0\" x2=\"573.0\" y2=\"210\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"573.0, 220 567.0, 210 579.0, 210 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"10.0\" x=\"249.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"30.0\" x=\"324.0\" font-size=\"7pt\" >client_id = client_id</tspan><tspan y=\"40.0\" x=\"324.0\" font-size=\"7pt\" >month_year_datum_transakce &lt;= month_year_datum_transakce</tspan><tspan y=\"50.0\" x=\"324.0\" font-size=\"7pt\" >Horizon: 1.0 days</tspan><tspan y=\"60.0\" x=\"324.0\" font-size=\"7pt\" >Lagged targets allowed</tspan></text><line x1=\"150\" y1=\"153.0\" x2=\"573.0\" y2=\"153.0\" style=\"stroke:#808080;;stroke-width:4\" /><line x1=\"573.0\" y1=\"151.0\" x2=\"573.0\" y2=\"210\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"573.0, 220 567.0, 210 579.0, 210 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"120.0\" x=\"249.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"150.0\" x=\"324.0\" font-size=\"7pt\" >client_id = client_id</tspan><tspan y=\"160.0\" x=\"324.0\" font-size=\"7pt\" >month_year_datum_transakce &lt;= month_year_datum_transakce</tspan></text><line x1=\"150\" y1=\"263.0\" x2=\"490\" y2=\"263.0\" style=\"stroke:#808080;;stroke-width:4\" /><polygon points=\"500, 263.0 490, 257.0 490, 269.0 \" style=\"fill:#808080;;stroke-width:0;\" /><rect y=\"230.0\" x=\"249.0\" rx=\"10\" ry=\"10\" width=\"150\" height=\"70\" style=\"fill:#6829c2;stroke-width:0;\" /><text dominant-baseline=\"middle\" text-anchor=\"middle\" fill=\"white\"><tspan y=\"260.0\" x=\"324.0\" font-size=\"7pt\" >client_id = client_id</tspan><tspan y=\"270.0\" x=\"324.0\" font-size=\"7pt\" >Month/Year &lt;= month_year_datum_transakce</tspan></text></svg></div>\n",
       "            </div>\n",
       "\n",
       "            <div style='margin-top: 15px;'>\n",
       "            <div style='margin-bottom: 10px; font-size: 1rem;'>staging</div>\n",
       "            <style>\n",
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       "\n",
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       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">data frames              </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">staging table                   </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">population</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">POPULATION__STAGING_TABLE_1</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">dobito</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">DOBITO__STAGING_TABLE_2</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">probehnuto</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">PROBEHNUTO__STAGING_TABLE_3</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">probehnuto_mimo_penezenku</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">PROBEHNUTO_MIMO_PENEZENKU__STAGING_TABLE_4</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "            </div>\n",
       "            \n",
       "<span style='font-size: 1.2rem; font-weight: 500;'>container</span>\n",
       "<div style='margin-top: 15px;'>\n",
       "<div style='float: left; margin-right: 50px;'>\n",
       "<div style='margin-bottom: 10px; font-size: 1rem;'>population</div>\n",
       "    <style>\n",
       "  th {\n",
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       "</style>\n",
       "\n",
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       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">subset</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">name      </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"int\">   rows</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">type</th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">test</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">probehnuto</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"int\">292833</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">View</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">train</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">probehnuto</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"int\">1169245</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">View</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div style='float: left;'>\n",
       "<div style='margin-bottom: 10px; font-size: 1rem;'>peripheral</div>\n",
       "    <style>\n",
       "  th {\n",
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       "  td {\n",
       "    text-align: left !important;\n",
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       "    border-right: 1px solid LightGray;\n",
       "  }\n",
       "  th.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.float {\n",
       "    text-align: right !important;\n",
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       "  th.int {\n",
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       "  td.int {\n",
       "    text-align: right !important;\n",
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       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">name                     </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"int\">   rows</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">type     </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">probehnuto</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"int\">1462078</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">DataFrame</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">dobito</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"int\">554346</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">DataFrame</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">probehnuto_mimo_penezenku</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"int\">599386</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">DataFrame</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>"
      ],
      "text/plain": [
       "data model\n",
       "\n",
       "  population:\n",
       "    columns:\n",
       "    - sluzba: categorical\n",
       "    - client_id: join_key\n",
       "    - kc_proklikano: target\n",
       "    - month_year_datum_transakce: time_stamp\n",
       "\n",
       "    joins:\n",
       "    - right: 'probehnuto'\n",
       "      on: (population.client_id, probehnuto.client_id)\n",
       "      time_stamps: (population.month_year_datum_transakce, probehnuto.month_year_datum_transakce)\n",
       "      relationship: 'many-to-many'\n",
       "      horizon: 86400.0\n",
       "      lagged_targets: True\n",
       "    - right: 'dobito'\n",
       "      on: (population.client_id, dobito.client_id)\n",
       "      time_stamps: (population.month_year_datum_transakce, dobito.month_year_datum_transakce)\n",
       "      relationship: 'many-to-many'\n",
       "      lagged_targets: False\n",
       "    - right: 'probehnuto_mimo_penezenku'\n",
       "      on: (population.client_id, probehnuto_mimo_penezenku.client_id)\n",
       "      time_stamps: (population.month_year_datum_transakce, probehnuto_mimo_penezenku.Month/Year)\n",
       "      relationship: 'many-to-many'\n",
       "      lagged_targets: False\n",
       "\n",
       "  probehnuto:\n",
       "    columns:\n",
       "    - sluzba: categorical\n",
       "    - client_id: join_key\n",
       "    - kc_proklikano: target\n",
       "    - month_year_datum_transakce: time_stamp\n",
       "\n",
       "  dobito:\n",
       "    columns:\n",
       "    - sluzba: categorical\n",
       "    - client_id: join_key\n",
       "    - kc_dobito: numerical\n",
       "    - month_year_datum_transakce: time_stamp\n",
       "\n",
       "  probehnuto_mimo_penezenku:\n",
       "    columns:\n",
       "    - client_id: join_key\n",
       "    - Month/Year: time_stamp\n",
       "    - probehla_inzerce_mimo_penezenku: unused_string\n",
       "\n",
       "\n",
       "container\n",
       "\n",
       "  population\n",
       "      subset   name            rows   type\n",
       "  0   test     probehnuto    292833   View\n",
       "  1   train    probehnuto   1169245   View\n",
       "\n",
       "  peripheral\n",
       "      name                           rows   type     \n",
       "  0   probehnuto                  1462078   DataFrame\n",
       "  1   dobito                       554346   DataFrame\n",
       "  2   probehnuto_mimo_penezenku    599386   DataFrame"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_schema = getml.data.StarSchema(population=probehnuto, alias=\"population\", split=split)\n",
    "\n",
    "star_schema.join(\n",
    "    probehnuto,\n",
    "    on=\"client_id\",\n",
    "    time_stamps=\"month_year_datum_transakce\",\n",
    "    lagged_targets=True,\n",
    "    horizon=getml.data.time.days(1),\n",
    ")\n",
    "\n",
    "star_schema.join(\n",
    "    dobito,\n",
    "    on=\"client_id\",\n",
    "    time_stamps=\"month_year_datum_transakce\",\n",
    ")\n",
    "\n",
    "star_schema.join(\n",
    "    probehnuto_mimo_penezenku,\n",
    "    on=\"client_id\", \n",
    "    time_stamps=(\"month_year_datum_transakce\",  \"Month/Year\"),\n",
    ")\n",
    "\n",
    "star_schema"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 getML pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!-- #### 2.1.1  -->\n",
    "__Set-up the feature learner & predictor__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "mapping = getml.preprocessors.Mapping()\n",
    "\n",
    "fast_prop = getml.feature_learning.FastProp(\n",
    "    aggregation=getml.feature_learning.FastProp.agg_sets.All,\n",
    "    loss_function=getml.feature_learning.loss_functions.SquareLoss,\n",
    "    num_threads=1,    \n",
    "    sampling_factor=0.1,\n",
    ")\n",
    "\n",
    "feature_selector = getml.predictors.XGBoostRegressor(n_jobs=1, external_memory=True)\n",
    "\n",
    "predictor = getml.predictors.XGBoostRegressor(n_jobs=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Build the pipeline__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=['XGBoostRegressor'],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=['dobito', 'probehnuto', 'probehnuto_mimo_penezenku'],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Mapping'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop'])</pre>"
      ],
      "text/plain": [
       "Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=['XGBoostRegressor'],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=['dobito', 'probehnuto', 'probehnuto_mimo_penezenku'],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Mapping'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop'])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1 = getml.Pipeline(\n",
    "    tags=['fast_prop'],\n",
    "    data_model=star_schema.data_model,\n",
    "    preprocessors=[mapping],\n",
    "    feature_learners=[fast_prop],\n",
    "    feature_selectors=[feature_selector],\n",
    "    predictors=[predictor],\n",
    "    include_categorical=True,\n",
    ")\n",
    "\n",
    "pipe1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking data model...\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:11, remaining: 00:00]          \n",
      "Checking... 100% |██████████| [elapsed: 00:02, remaining: 00:00]          \n",
      "\n",
      "The pipeline check generated 2 issues labeled INFO and 0 issues labeled WARNING.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       "  th {\n",
       "    text-align: left !important;\n",
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       "    text-align: right;\n",
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       "  td.float {\n",
       "    text-align: right !important;\n",
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       "  th.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">type</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">label                 </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">message                         </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">INFO</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">FOREIGN KEYS NOT FOUND</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">When joining POPULATION__STAGING_TABLE_1 and DOBITO__STAGING_TABLE_2 over &#x27;client_id&#x27; and &#x27;client_id&#x27;, there are no corresponding entries for 2.228789% of entries in &#x27;client_id&#x27; in &#x27;POPULATION__STAGING_TABLE_1&#x27;. You might want to double-check your join keys.</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"str\">INFO</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">FOREIGN KEYS NOT FOUND</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">When joining POPULATION__STAGING_TABLE_1 and PROBEHNUTO_MIMO_PENEZENKU__STAGING_TABLE_4 over &#x27;client_id&#x27; and &#x27;client_id&#x27;, there are no corresponding entries for 26.543966% of entries in &#x27;client_id&#x27; in &#x27;POPULATION__STAGING_TABLE_1&#x27;. You might want to double-check your join keys.</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "    type   label                    message                         \n",
       "0   INFO   FOREIGN KEYS NOT FOUND   When joining POPULATION__STAGING...\n",
       "1   INFO   FOREIGN KEYS NOT FOUND   When joining POPULATION__STAGING..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1.check(star_schema.train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking data model...\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "The pipeline check generated 2 issues labeled INFO and 0 issues labeled WARNING.\n",
      "To see the issues in full, run .check() on the pipeline.\n",
      "\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "FastProp: Trying 909 features... 100% |██████████| [elapsed: 00:49, remaining: 00:00]          \n",
      "FastProp: Building features... 100% |██████████| [elapsed: 01:38, remaining: 00:00]          \n",
      "XGBoost: Training as feature selector... 100% |██████████| [elapsed: 14:11, remaining: 00:00]            \n",
      "XGBoost: Training as predictor... 100% |██████████| [elapsed: 07:27, remaining: 00:00]          \n",
      "\n",
      "Trained pipeline.\n",
      "Time taken: 0h:24m:7.549216\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre>Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=['XGBoostRegressor'],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=['dobito', 'probehnuto', 'probehnuto_mimo_penezenku'],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Mapping'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop', 'container-SCRdLN'])</pre>"
      ],
      "text/plain": [
       "Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=['XGBoostRegressor'],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=['dobito', 'probehnuto', 'probehnuto_mimo_penezenku'],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Mapping'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['fast_prop', 'container-SCRdLN'])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1.fit(star_schema.train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Model evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "FastProp: Building features... 100% |██████████| [elapsed: 00:11, remaining: 00:00]          \n",
      "\n"
     ]
    },
    {
     "data": {
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       "<style>\n",
       "  th {\n",
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       "\n",
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       "        \n",
       "          <th class=\"str\">set used</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">target       </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">       mae</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">       rmse</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">rsquared</th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2024-02-21 16:38:46</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">train</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">kc_proklikano</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">2957.3749</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">14390.1003</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.9422</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2024-02-21 16:39:00</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">test</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">kc_proklikano</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">3019.858</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">18800.7625</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.874</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "    date time             set used   target                 mae          rmse   rsquared\n",
       "0   2024-02-21 16:38:46   train      kc_proklikano    2957.3749    14390.1003     0.9422\n",
       "1   2024-02-21 16:39:00   test       kc_proklikano    3019.858     18800.7625     0.874 "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fastprop_score = pipe1.score(star_schema.test)\n",
    "fastprop_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 featuretools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <tr>\n",
       "        <th>1</th>\n",
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       "            <td>false</td>\n",
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       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td>true</td>\n",
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       "        <th>4</th>\n",
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       "            <td>false</td>\n",
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       "    \n",
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       "        <th></th>\n",
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       "            <td>...</td>\n",
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       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    infinite number of  rows<br />\n",
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       "          \n",
       " 0   true \n",
       " 1   false\n",
       " 2   true \n",
       " 3   false\n",
       " 4   false\n",
       "     ...  \n",
       "\n",
       "\n",
       "infinite number of  rows\n",
       "type: BooleanColumnView"
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     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "include = (getml.data.random() < 0.25)\n",
    "include"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "population_train_pd = star_schema.train.population[include].to_pandas()\n",
    "population_test_pd = star_schema.test.population.to_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "population_train_pd[\"id\"] = population_train_pd.index\n",
    "population_test_pd[\"id\"] = population_test_pd.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "probehnuto_pd = probehnuto.drop(probehnuto.roles.unused).to_pandas()\n",
    "dobito_pd = dobito.drop(dobito.roles.unused).to_pandas()\n",
    "probehnuto_mimo_penezenku_pd = probehnuto_mimo_penezenku.drop(probehnuto_mimo_penezenku.roles.unused).to_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_peripheral(peripheral_pd, train_or_test):\n",
    "    \"\"\"\n",
    "    Helper function that imitates the behavior of \n",
    "    the data model defined above.\n",
    "    \"\"\"\n",
    "    peripheral_new = peripheral_pd.merge(\n",
    "        train_or_test[[\"id\", \"client_id\", \"month_year_datum_transakce\"]],\n",
    "        on=\"client_id\"\n",
    "    )\n",
    "\n",
    "    peripheral_new = peripheral_new[\n",
    "        peripheral_new[\"month_year_datum_transakce_x\"] < peripheral_new[\"month_year_datum_transakce_y\"]\n",
    "    ]\n",
    "\n",
    "    del peripheral_new[\"month_year_datum_transakce_y\"]\n",
    "    del peripheral_new[\"client_id\"]\n",
    "\n",
    "    return peripheral_new.rename({\"month_year_datum_transakce_y\": \"month_year_datum_transakce\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_probehnuto_mimo_penezenku(peripheral_pd, train_or_test):\n",
    "    \"\"\"\n",
    "    Helper function that imitates the behavior of \n",
    "    the data model defined above.\n",
    "    \"\"\"\n",
    "    peripheral_new = peripheral_pd.merge(\n",
    "        train_or_test[[\"id\", \"client_id\", \"month_year_datum_transakce\"]],\n",
    "        on=\"client_id\"\n",
    "    )\n",
    "\n",
    "    peripheral_new = peripheral_new[\n",
    "        peripheral_new[\"Month/Year\"] < peripheral_new[\"month_year_datum_transakce\"]\n",
    "    ]\n",
    "\n",
    "    del peripheral_new[\"month_year_datum_transakce\"]\n",
    "    del peripheral_new[\"client_id\"]\n",
    "\n",
    "    return peripheral_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sluzba</th>\n",
       "      <th>kc_dobito</th>\n",
       "      <th>month_year_datum_transakce_x</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c</td>\n",
       "      <td>1045.62</td>\n",
       "      <td>2012-10-01</td>\n",
       "      <td>2127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>c</td>\n",
       "      <td>1045.62</td>\n",
       "      <td>2012-10-01</td>\n",
       "      <td>17709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c</td>\n",
       "      <td>1045.62</td>\n",
       "      <td>2012-10-01</td>\n",
       "      <td>50363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>a</td>\n",
       "      <td>25214.20</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>2127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>a</td>\n",
       "      <td>25214.20</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>17709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462025</th>\n",
       "      <td>g</td>\n",
       "      <td>37680.00</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>217660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462026</th>\n",
       "      <td>g</td>\n",
       "      <td>37680.00</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>235321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462027</th>\n",
       "      <td>g</td>\n",
       "      <td>37680.00</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>253661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462028</th>\n",
       "      <td>g</td>\n",
       "      <td>37680.00</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>264765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462031</th>\n",
       "      <td>g</td>\n",
       "      <td>31400.00</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>288037</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2240543 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        sluzba  kc_dobito month_year_datum_transakce_x      id\n",
       "0            c    1045.62                   2012-10-01    2127\n",
       "1            c    1045.62                   2012-10-01   17709\n",
       "2            c    1045.62                   2012-10-01   50363\n",
       "3            a   25214.20                   2015-03-01    2127\n",
       "4            a   25214.20                   2015-03-01   17709\n",
       "...        ...        ...                          ...     ...\n",
       "4462025      g   37680.00                   2012-08-01  217660\n",
       "4462026      g   37680.00                   2012-08-01  235321\n",
       "4462027      g   37680.00                   2012-08-01  253661\n",
       "4462028      g   37680.00                   2012-08-01  264765\n",
       "4462031      g   31400.00                   2012-08-01  288037\n",
       "\n",
       "[2240543 rows x 4 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dobito_train_pd = prepare_peripheral(dobito_pd, population_train_pd)\n",
    "dobito_test_pd = prepare_peripheral(dobito_pd, population_test_pd)\n",
    "dobito_train_pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sluzba</th>\n",
       "      <th>kc_proklikano</th>\n",
       "      <th>month_year_datum_transakce_x</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>c</td>\n",
       "      <td>-31.40</td>\n",
       "      <td>2013-06-01</td>\n",
       "      <td>281262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>c</td>\n",
       "      <td>-31.40</td>\n",
       "      <td>2013-06-01</td>\n",
       "      <td>288356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>c</td>\n",
       "      <td>-31.40</td>\n",
       "      <td>2013-06-01</td>\n",
       "      <td>289265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>c</td>\n",
       "      <td>-31.40</td>\n",
       "      <td>2013-06-01</td>\n",
       "      <td>289267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>c</td>\n",
       "      <td>-31.40</td>\n",
       "      <td>2013-06-01</td>\n",
       "      <td>290759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11186670</th>\n",
       "      <td>None</td>\n",
       "      <td>948.28</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>291919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11186671</th>\n",
       "      <td>e</td>\n",
       "      <td>979.68</td>\n",
       "      <td>2012-09-01</td>\n",
       "      <td>291919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11186673</th>\n",
       "      <td>None</td>\n",
       "      <td>948.28</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>291848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11186674</th>\n",
       "      <td>e</td>\n",
       "      <td>87.92</td>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>291848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11186686</th>\n",
       "      <td>e</td>\n",
       "      <td>1130.40</td>\n",
       "      <td>2013-05-01</td>\n",
       "      <td>290547</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5388870 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         sluzba  kc_proklikano month_year_datum_transakce_x      id\n",
       "1             c         -31.40                   2013-06-01  281262\n",
       "4             c         -31.40                   2013-06-01  288356\n",
       "6             c         -31.40                   2013-06-01  289265\n",
       "7             c         -31.40                   2013-06-01  289267\n",
       "10            c         -31.40                   2013-06-01  290759\n",
       "...         ...            ...                          ...     ...\n",
       "11186670   None         948.28                   2012-08-01  291919\n",
       "11186671      e         979.68                   2012-09-01  291919\n",
       "11186673   None         948.28                   2012-08-01  291848\n",
       "11186674      e          87.92                   2012-08-01  291848\n",
       "11186686      e        1130.40                   2013-05-01  290547\n",
       "\n",
       "[5388870 rows x 4 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probehnuto_train_pd = prepare_peripheral(probehnuto_pd, population_train_pd)\n",
    "probehnuto_test_pd = prepare_peripheral(probehnuto_pd, population_test_pd)\n",
    "probehnuto_train_pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month/Year</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>269301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>9204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>23838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>24471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2012-08-01</td>\n",
       "      <td>45868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3568048</th>\n",
       "      <td>2015-09-01</td>\n",
       "      <td>160015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3568050</th>\n",
       "      <td>2015-09-01</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3568051</th>\n",
       "      <td>2015-09-01</td>\n",
       "      <td>1565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3568053</th>\n",
       "      <td>2015-09-01</td>\n",
       "      <td>151283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3568060</th>\n",
       "      <td>2015-09-01</td>\n",
       "      <td>158546</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2832768 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Month/Year      id\n",
       "0       2012-08-01  269301\n",
       "8       2012-08-01    9204\n",
       "9       2012-08-01   23838\n",
       "10      2012-08-01   24471\n",
       "11      2012-08-01   45868\n",
       "...            ...     ...\n",
       "3568048 2015-09-01  160015\n",
       "3568050 2015-09-01      19\n",
       "3568051 2015-09-01    1565\n",
       "3568053 2015-09-01  151283\n",
       "3568060 2015-09-01  158546\n",
       "\n",
       "[2832768 rows x 2 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probehnuto_mimo_penezenku_train_pd = prepare_probehnuto_mimo_penezenku(probehnuto_mimo_penezenku_pd, population_train_pd)\n",
    "probehnuto_mimo_penezenku_test_pd = prepare_probehnuto_mimo_penezenku(probehnuto_mimo_penezenku_pd, population_test_pd)\n",
    "probehnuto_mimo_penezenku_train_pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "del population_train_pd[\"client_id\"]\n",
    "del population_test_pd[\"client_id\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sluzba</th>\n",
       "      <th>kc_proklikano</th>\n",
       "      <th>month_year_datum_transakce</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c</td>\n",
       "      <td>-31.40</td>\n",
       "      <td>2013-06-01</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>h</td>\n",
       "      <td>725.34</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>h</td>\n",
       "      <td>8550.22</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>h</td>\n",
       "      <td>2408.38</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>h</td>\n",
       "      <td>1893.42</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292153</th>\n",
       "      <td>None</td>\n",
       "      <td>153.86</td>\n",
       "      <td>2015-03-01</td>\n",
       "      <td>292153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292154</th>\n",
       "      <td>None</td>\n",
       "      <td>153.86</td>\n",
       "      <td>2015-05-01</td>\n",
       "      <td>292154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292155</th>\n",
       "      <td>None</td>\n",
       "      <td>13545.96</td>\n",
       "      <td>2015-06-01</td>\n",
       "      <td>292155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292156</th>\n",
       "      <td>None</td>\n",
       "      <td>153.86</td>\n",
       "      <td>2015-06-01</td>\n",
       "      <td>292156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292157</th>\n",
       "      <td>None</td>\n",
       "      <td>153.86</td>\n",
       "      <td>2015-08-01</td>\n",
       "      <td>292157</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>292158 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       sluzba  kc_proklikano month_year_datum_transakce      id\n",
       "0           c         -31.40                 2013-06-01       0\n",
       "1           h         725.34                 2015-10-01       1\n",
       "2           h        8550.22                 2015-10-01       2\n",
       "3           h        2408.38                 2015-10-01       3\n",
       "4           h        1893.42                 2015-10-01       4\n",
       "...       ...            ...                        ...     ...\n",
       "292153   None         153.86                 2015-03-01  292153\n",
       "292154   None         153.86                 2015-05-01  292154\n",
       "292155   None       13545.96                 2015-06-01  292155\n",
       "292156   None         153.86                 2015-06-01  292156\n",
       "292157   None         153.86                 2015-08-01  292157\n",
       "\n",
       "[292158 rows x 4 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population_train_pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_index(df):\n",
    "    df.insert(0, \"index\", range(len(df)))\n",
    "\n",
    "population_pd_logical_types = {\n",
    "    'id': ww.logical_types.Integer,\n",
    "    'sluzba': ww.logical_types.Categorical,\n",
    "    'kc_proklikano': ww.logical_types.Double,\n",
    "    'month_year_datum_transakce': ww.logical_types.Datetime\n",
    "}\n",
    "population_train_pd.ww.init(logical_types=population_pd_logical_types, index='id', name='population')\n",
    "population_test_pd.ww.init(logical_types=population_pd_logical_types, index='id', name='population')\n",
    "\n",
    "add_index(dobito_train_pd)\n",
    "add_index(dobito_test_pd)\n",
    "dobito_pd_logical_types = {\n",
    "    'index': ww.logical_types.Integer,\n",
    "    'sluzba': ww.logical_types.Categorical,\n",
    "    'kc_dobito': ww.logical_types.Double,\n",
    "    'month_year_datum_transakce_x': ww.logical_types.Datetime,\n",
    "    'id': ww.logical_types.Integer\n",
    "}\n",
    "dobito_train_pd.ww.init(logical_types=dobito_pd_logical_types, index='index', name='dobito')\n",
    "dobito_test_pd.ww.init(logical_types=dobito_pd_logical_types, index='index', name='dobito')\n",
    "\n",
    "add_index(probehnuto_train_pd)\n",
    "add_index(probehnuto_test_pd)\n",
    "probehnuto_pd_logical_types = {\n",
    "    'index': ww.logical_types.Integer,\n",
    "    'sluzba': ww.logical_types.Categorical,\n",
    "    'kc_proklikano': ww.logical_types.Double,\n",
    "    'month_year_datum_transakce_x': ww.logical_types.Datetime,\n",
    "    'id': ww.logical_types.Integer\n",
    "}\n",
    "probehnuto_train_pd.ww.init(logical_types=probehnuto_pd_logical_types, index='index', name='probehnuto')\n",
    "probehnuto_test_pd.ww.init(logical_types=probehnuto_pd_logical_types, index='index', name='probehnuto')\n",
    "\n",
    "add_index(probehnuto_mimo_penezenku_train_pd)\n",
    "add_index(probehnuto_mimo_penezenku_test_pd)\n",
    "probehnuto_mimo_penezenku_pd_logical_types = {\n",
    "    'index': ww.logical_types.Integer,\n",
    "    'Month/Year': ww.logical_types.Datetime,\n",
    "    'id': ww.logical_types.Integer\n",
    "}\n",
    "probehnuto_mimo_penezenku_train_pd.ww.init(logical_types=probehnuto_mimo_penezenku_pd_logical_types, index='index', name='probehnuto_mimo_penezenku')\n",
    "probehnuto_mimo_penezenku_test_pd.ww.init(logical_types=probehnuto_mimo_penezenku_pd_logical_types, index='index', name='probehnuto_mimo_penezenku')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframes_train = {\n",
    "    \"population\" : (population_train_pd, ),\n",
    "    \"dobito\": (dobito_train_pd, ),\n",
    "    \"probehnuto\": (probehnuto_train_pd, ),\n",
    "    \"probehnuto_mimo_penezenku\": (probehnuto_mimo_penezenku_train_pd, ),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframes_test = {\n",
    "    \"population\" : (population_test_pd, ),\n",
    "    \"dobito\": (dobito_test_pd, ),\n",
    "    \"probehnuto\": (probehnuto_test_pd, ),\n",
    "    \"probehnuto_mimo_penezenku\": (probehnuto_mimo_penezenku_test_pd, ),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "relationships = [\n",
    "    (\"population\", \"id\", \"dobito\", \"id\"),\n",
    "    (\"population\", \"id\", \"probehnuto\", \"id\"),\n",
    "    (\"population\", \"id\", \"probehnuto_mimo_penezenku\", \"id\"),\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "featuretools_train_pd = featuretools.dfs(\n",
    "    dataframes=dataframes_train,\n",
    "    relationships=relationships,\n",
    "    target_dataframe_name=\"population\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "featuretools_test_pd = featuretools.dfs(\n",
    "    dataframes=dataframes_test,\n",
    "    relationships=relationships,\n",
    "    target_dataframe_name=\"population\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "featuretools_train = getml.data.DataFrame.from_pandas(featuretools_train_pd, \"featuretools_train\")\n",
    "featuretools_test = getml.data.DataFrame.from_pandas(featuretools_test_pd, \"featuretools_test\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>  name</th>\n",
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       "          <th class=\"target\">kc_proklikano</th>\n",
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       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">                    numerical</th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">-31</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2012</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2012</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1306</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.24</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1306</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.24</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1306</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.24</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1306</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.24</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">351</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.68</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">155</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7923</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">9</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.42</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.5817</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">79</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3799</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2025</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.3</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">725</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.34</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1036</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">614</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.655</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">257</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.48</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.5563</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">324</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3624</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2458</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.62</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">634</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.28</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">388</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.732</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">131</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.88</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.09478</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">205</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8605</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1943</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.66</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">8550</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.22</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">11</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">11</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">62800</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">20907</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9143</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.214</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">22375</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.0788</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">146355</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">39752</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">13280</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7727</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3215</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.36</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.4845</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12240</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1205</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">146088</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.5</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">2408</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.38</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1554</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.3</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1361</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.19</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">128</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.74</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5444</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.76</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1635</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.94</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1092</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.72</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">15</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.7</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-1</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.0846</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">711</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3296</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5463</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.6</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">1893</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.42</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">22</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">9</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2615</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.62</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1078</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3283</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">310</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.8429</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">835</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3628</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12939</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.94</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1510</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.34</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">471</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.8615</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">531</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1884</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">10362</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
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       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "          \n",
       "            <td class=\"categorical\">...</td>\n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
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       "          \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292153</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">34</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">518</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.1</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">337</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8117</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.02976</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">99</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6511</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4053</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.74</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">188</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">141</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9465</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-2</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.9319</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">44</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2498</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4826</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.18</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292154</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">f</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">34</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">f</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">913</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.74</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">31</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-2</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.1286</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">444</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4448</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5482</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.44</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">188</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">150</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8124</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-31</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-5</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.2155</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">33</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.226</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5127</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.62</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292155</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">13545</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.96</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">214</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">283</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2014</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2014</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">7131326</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">794524</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2239</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-11422331</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-2</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.0115</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1432748</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8604</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">170028183</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.91</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6965622</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.14</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">640600</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4428</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-866</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.64</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.2138</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1006527</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2489</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">181289925</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.3</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292156</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">14</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2014</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">518</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.1</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">179</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8771</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.7417</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">97</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3472</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2518</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.28</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292157</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
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       "            <td class=\"categorical\">36</td>\n",
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       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">942</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">764</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1975</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">518</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.1</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-1</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.1545</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">115</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2358</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6113</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.58</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">188</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">155</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1683</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 5ch\"\n",
       "                >.7312</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7838</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5586</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.06</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    292158 rows x 49 columns<br />\n",
       "    memory usage: 72.46 MB<br />\n",
       "    name: featuretools_train<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name   kc_proklikano   sluzba        COUNT(dobito)   MODE(dobito.sluzba)   ...   MEAN(probehnuto.kc_proklikano)\n",
       "  role          target   categorical   categorical     categorical           ...                        numerical\n",
       "     0          -31.4    c             1               c                     ...                         155.7923\n",
       "     1          725.34   h             4               h                     ...                         388.732 \n",
       "     2         8550.22   h             7               h                     ...                       13280.7727\n",
       "     3         2408.38   h             4               h                     ...                        1092.72  \n",
       "     4         1893.42   h             12              h                     ...                         471     \n",
       "                 ...     ...           ...             ...                                                ...    \n",
       "292153          153.86   NULL          12              c                     ...                         141.9465\n",
       "292154          153.86   NULL          6               f                     ...                         150.8124\n",
       "292155        13545.96   NULL          214             c                     ...                      640600.4428\n",
       "292156          153.86   NULL          14              c                     ...                         nan     \n",
       "292157          153.86   NULL          8               c                     ...                         155.1683\n",
       "\n",
       "  name   MIN(probehnuto.kc_proklikano)   SKEW(probehnuto.kc_proklikano)   STD(probehnuto.kc_proklikano)\n",
       "  role                       numerical                        numerical                       numerical\n",
       "     0                            9.42                          0.5817                          79.3799\n",
       "     1                          131.88                          0.09478                        205.8605\n",
       "     2                         3215.36                          1.4845                       12240.1205\n",
       "     3                           15.7                          -1.0846                         711.3296\n",
       "     4                            0                             0.8615                         531.1884\n",
       "                                 ...                           ...                              ...    \n",
       "292153                            0                            -2.9319                          44.2498\n",
       "292154                          -31.4                          -5.2155                          33.226 \n",
       "292155                         -866.64                          2.2138                     1006527.2489\n",
       "292156                          nan                           nan                              nan     \n",
       "292157                          153.86                          5.7312                           5.7838\n",
       "\n",
       "  name   SUM(probehnuto.kc_proklikano)\n",
       "  role                       numerical\n",
       "     0                         2025.3 \n",
       "     1                         1943.66\n",
       "     2                       146088.5 \n",
       "     3                         5463.6 \n",
       "     4                        10362   \n",
       "                                 ...  \n",
       "292153                         4826.18\n",
       "292154                         5127.62\n",
       "292155                    181289925.3 \n",
       "292156                            0   \n",
       "292157                         5586.06\n",
       "\n",
       "\n",
       "292158 rows x 49 columns\n",
       "memory usage: 72.46 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "featuretools_train.set_role(\"kc_proklikano\", getml.data.roles.target)\n",
    "featuretools_train.set_role(featuretools_train.roles.unused_float, getml.data.roles.numerical)\n",
    "featuretools_train.set_role(featuretools_train.roles.unused_string, getml.data.roles.categorical)\n",
    "\n",
    "featuretools_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>  name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"target\">kc_proklikano</th>\n",
       "        \n",
       "      \n",
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       "          <th class=\"categorical\">sluzba     </th>\n",
       "        \n",
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       "          <th class=\"categorical\">COUNT(dobito)</th>\n",
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       "          <th class=\"categorical\">MODE(dobito.sluzba)</th>\n",
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       "          <th class=\"categorical\">NUM_UNIQUE(dobito.sluzba)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">COUNT(probehnuto)</th>\n",
       "        \n",
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       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto.sluzba)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto.sluzba)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">COUNT(probehnuto_mimo_penezenku)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">DAY(month_year_datum_transakce)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MONTH(month_year_datum_transakce)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">WEEKDAY(month_year_datum_transakce)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">YEAR(month_year_datum_transakce)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(dobito.DAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(dobito.MONTH(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(dobito.WEEKDAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(dobito.YEAR(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(dobito.DAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(dobito.MONTH(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(dobito.WEEKDAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(dobito.YEAR(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto.DAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto.MONTH(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto.WEEKDAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto.YEAR(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto.DAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto.MONTH(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto.WEEKDAY(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto.YEAR(month_year_datum_transakce_x))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto_mimo_penezenku.DAY(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto_mimo_penezenku.MONTH(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto_mimo_penezenku.WEEKDAY(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">MODE(probehnuto_mimo_penezenku.YEAR(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto_mimo_penezenku.DAY(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto_mimo_penezenku.MONTH(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto_mimo_penezenku.WEEKDAY(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">NUM_UNIQUE(probehnuto_mimo_penezenku.YEAR(Month/Year))</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">MAX(dobito.kc_dobito)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">MEAN(dobito.kc_dobito)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">MIN(dobito.kc_dobito)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">SKEW(dobito.kc_dobito)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">STD(dobito.kc_dobito)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">SUM(dobito.kc_dobito)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">MAX(probehnuto.kc_proklikano)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">MEAN(probehnuto.kc_proklikano)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">MIN(probehnuto.kc_proklikano)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">SKEW(probehnuto.kc_proklikano)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">STD(probehnuto.kc_proklikano)</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">SUM(probehnuto.kc_proklikano)</th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">  role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header target\">       target</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical  </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical        </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical              </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical      </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                  </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                    </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical                     </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">            numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">             numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">            numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">             numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">            numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">            numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">                    numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">                     numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">                    numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">                     numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">                    numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">                    numerical</th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">194</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.68</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">9</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">9</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">777</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.15</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">257</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.48</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">734</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9244</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1554</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.3</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">763</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.02</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">401</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.92</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">40</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">510</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6725</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">803</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.84</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">405</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.06</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">565</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">452</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.16</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">339</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.12</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">159</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8627</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">904</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.32</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">580</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.9</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">9</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">9</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1296</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.82</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1231</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.665</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1036</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-2</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">130</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.31</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4926</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.66</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">913</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.74</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">454</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.044</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">34</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.54</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2893</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">328</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7162</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2270</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.22</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">106</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.76</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">nan</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">1927</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.96</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">h</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">15</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">21</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">9</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">9</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">7784</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.06</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1850</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.088</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">257</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.48</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4789</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1898</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9207</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">27751</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.32</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5199</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.84</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1148</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1933</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">25</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.12</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8651</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1342</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4638</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">24112</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.06</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292828</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">36</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">d</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1306</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.24</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1045</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.62</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">31</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-2</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2358</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">566</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9809</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5228</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.1</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">351</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.68</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">150</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3711</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-31</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2998</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">56</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2491</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5413</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.36</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292829</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">35</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2012</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2615</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.62</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1757</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.3533</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">62</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.8</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-1</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7316</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1467</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5674</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5272</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.06</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">188</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">150</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.0023</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-62</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.8</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-5</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.4539</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">37</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9032</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5250</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.08</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292830</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">6</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">f</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">35</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2014</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1884</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">831</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.5767</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">518</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.1</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.1524</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">530</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.786</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4989</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.46</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">188</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">155</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.2057</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6511</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.8638</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5432</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292831</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">310</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">38</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2012</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">8</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5024</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4442</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.0533</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4151</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.08</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7321</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">503</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9806</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">13326</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.16</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">376</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.8</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">312</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9258</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">310</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.0854</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">10</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.6864</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">11891</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.18</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>292832</th>\n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">c</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">35</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2015</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">5</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">2013</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">12</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">7</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">4</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1868</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.3</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1415</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.355</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">628</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">-0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9865</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">589</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9991</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5661</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.42</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">157</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">154</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.0394</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">153</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.86</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.9889</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 4ch\"\n",
       "                >.7395</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5391</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.38</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    292833 rows x 49 columns<br />\n",
       "    memory usage: 72.62 MB<br />\n",
       "    name: featuretools_test<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "  name   kc_proklikano   sluzba        COUNT(dobito)   MODE(dobito.sluzba)   ...   MEAN(probehnuto.kc_proklikano)\n",
       "  role          target   categorical   categorical     categorical           ...                        numerical\n",
       "     0          194.68   h             2               d                     ...                         401.92  \n",
       "     1          405.06   h             1               h                     ...                         452.16  \n",
       "     2          580.9    h             4               d                     ...                         454.044 \n",
       "     3          106.76   h             0               NULL                  ...                         nan     \n",
       "     4         1927.96   h             15              d                     ...                        1148.1933\n",
       "                 ...     ...           ...             ...                                                ...    \n",
       "292828          153.86   NULL          5               c                     ...                         150.3711\n",
       "292829          153.86   NULL          3               c                     ...                         150.0023\n",
       "292830          153.86   NULL          6               f                     ...                         155.2057\n",
       "292831          310.86   NULL          3               c                     ...                         312.9258\n",
       "292832          153.86   NULL          4               c                     ...                         154.0394\n",
       "\n",
       "  name   MIN(probehnuto.kc_proklikano)   SKEW(probehnuto.kc_proklikano)   STD(probehnuto.kc_proklikano)\n",
       "  role                       numerical                        numerical                       numerical\n",
       "     0                           40.82                         nan                             510.6725\n",
       "     1                          339.12                         nan                             159.8627\n",
       "     2                           34.54                           0.2893                        328.7162\n",
       "     3                          nan                            nan                             nan     \n",
       "     4                           25.12                           1.8651                       1342.4638\n",
       "                                 ...                            ...                             ...    \n",
       "292828                          -31.4                           -0.2998                         56.2491\n",
       "292829                          -62.8                           -5.4539                         37.9032\n",
       "292830                          153.86                           5.6511                          5.8638\n",
       "292831                          310.86                           6.0854                         10.6864\n",
       "292832                          153.86                           3.9889                          0.7395\n",
       "\n",
       "  name   SUM(probehnuto.kc_proklikano)\n",
       "  role                       numerical\n",
       "     0                          803.84\n",
       "     1                          904.32\n",
       "     2                         2270.22\n",
       "     3                            0   \n",
       "     4                        24112.06\n",
       "                                 ...  \n",
       "292828                         5413.36\n",
       "292829                         5250.08\n",
       "292830                         5432.2 \n",
       "292831                        11891.18\n",
       "292832                         5391.38\n",
       "\n",
       "\n",
       "292833 rows x 49 columns\n",
       "memory usage: 72.62 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "featuretools_test.set_role(\"kc_proklikano\", getml.data.roles.target)\n",
    "featuretools_test.set_role(featuretools_test.roles.unused_float, getml.data.roles.numerical)\n",
    "featuretools_test.set_role(featuretools_test.roles.unused_string, getml.data.roles.categorical)\n",
    "\n",
    "featuretools_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We train an untuned XGBoostRegressor on top of featuretools' features, just like we have done for getML's features."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since some of featuretools features are categorical, we allow the pipeline to include these features as well. Other features contain NaN values, which is why we also apply getML's Imputation preprocessor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_model = getml.data.DataModel(\"population\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Pipeline(data_model='population',\n",
       "         feature_learners=[],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=[],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Imputation'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['featuretools'])</pre>"
      ],
      "text/plain": [
       "Pipeline(data_model='population',\n",
       "         feature_learners=[],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=[],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Imputation'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['featuretools'])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imputation = getml.preprocessors.Imputation()\n",
    "\n",
    "predictor = getml.predictors.XGBoostRegressor(n_jobs=1)\n",
    "\n",
    "pipe2 = getml.Pipeline(\n",
    "    tags=['featuretools'],\n",
    "    data_model=data_model,\n",
    "    preprocessors=[imputation],\n",
    "    predictors=[predictor],\n",
    "    include_categorical=True,\n",
    ")\n",
    "\n",
    "pipe2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking data model...\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Checking... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "The pipeline check generated 0 issues labeled INFO and 7 issues labeled WARNING.\n",
      "To see the issues in full, run .check() on the pipeline.\n",
      "\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "XGBoost: Training as predictor... 100% |██████████| [elapsed: 00:31, remaining: 00:00]          \n",
      "\n",
      "Trained pipeline.\n",
      "Time taken: 0h:0m:32.17949\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre>Pipeline(data_model='population',\n",
       "         feature_learners=[],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=[],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Imputation'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['featuretools'])</pre>"
      ],
      "text/plain": [
       "Pipeline(data_model='population',\n",
       "         feature_learners=[],\n",
       "         feature_selectors=[],\n",
       "         include_categorical=True,\n",
       "         loss_function='SquareLoss',\n",
       "         peripheral=[],\n",
       "         predictors=['XGBoostRegressor'],\n",
       "         preprocessors=['Imputation'],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['featuretools'])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe2.fit(featuretools_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       "  th {\n",
       "    text-align: left !important;\n",
       "  }\n",
       "  td {\n",
       "    text-align: left !important;\n",
       "  }\n",
       "  th:nth-child(1) {\n",
       "    text-align: right;\n",
       "    border-right: 1px solid LightGray;\n",
       "  }\n",
       "  th.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  th.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"datetime\">date time          </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">set used          </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">target       </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">       mae</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">       rmse</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">rsquared</th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2024-02-21 16:49:16</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">featuretools_train</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">kc_proklikano</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">5024.2643</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">23362.8008</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.8394</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2024-02-21 16:49:17</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">featuretools_test</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">kc_proklikano</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">5183.7763</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">34050.186</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.5751</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "    date time             set used             target                 mae          rmse   rsquared\n",
       "0   2024-02-21 16:49:16   featuretools_train   kc_proklikano    5024.2643    23362.8008     0.8394\n",
       "1   2024-02-21 16:49:17   featuretools_test    kc_proklikano    5183.7763    34050.186      0.5751"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "featuretools_score = pipe2.score(featuretools_test)\n",
    "featuretools_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.6 Features\n",
    "\n",
    "The most important feature looks as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "```sql\n",
       "DROP TABLE IF EXISTS \"FEATURE_1_50\";\n",
       "\n",
       "CREATE TABLE \"FEATURE_1_50\" AS\n",
       "SELECT EWMA_1H( t2.\"kc_proklikano\", t1.\"month_year_datum_transakce\" - t2.\"month_year_datum_transakce__1_000000_days\" ) AS \"feature_1_50\",\n",
       "       t1.rowid AS rownum\n",
       "FROM \"POPULATION__STAGING_TABLE_1\" t1\n",
       "INNER JOIN \"PROBEHNUTO__STAGING_TABLE_3\" t2\n",
       "ON t1.\"client_id\" = t2.\"client_id\"\n",
       "WHERE t2.\"month_year_datum_transakce__1_000000_days\" <= t1.\"month_year_datum_transakce\"\n",
       "AND t1.\"sluzba\" = t2.\"sluzba\"\n",
       "GROUP BY t1.rowid;\n",
       "```"
      ],
      "text/plain": [
       "'DROP TABLE IF EXISTS \"FEATURE_1_50\";\\n\\nCREATE TABLE \"FEATURE_1_50\" AS\\nSELECT EWMA_1H( t2.\"kc_proklikano\", t1.\"month_year_datum_transakce\" - t2.\"month_year_datum_transakce__1_000000_days\" ) AS \"feature_1_50\",\\n       t1.rowid AS rownum\\nFROM \"POPULATION__STAGING_TABLE_1\" t1\\nINNER JOIN \"PROBEHNUTO__STAGING_TABLE_3\" t2\\nON t1.\"client_id\" = t2.\"client_id\"\\nWHERE t2.\"month_year_datum_transakce__1_000000_days\" <= t1.\"month_year_datum_transakce\"\\nAND t1.\"sluzba\" = t2.\"sluzba\"\\nGROUP BY t1.rowid;'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe1.features.to_sql()[pipe1.features.sort(by=\"importances\")[0].name]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.7 Productionization\n",
    "\n",
    "It is possible to productionize the pipeline by transpiling the features into production-ready SQL code. Please also refer to getML's `sqlite3` and `spark` modules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creates a folder named seznam_pipeline containing\n",
    "# the SQL code.\n",
    "pipe1.features.to_sql().save(\"seznam_pipeline\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe1.features.to_sql(dialect=getml.pipeline.dialect.spark_sql).save(\"seznam_spark\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.8 Discussion\n",
    "\n",
    "For a more convenient overview, we summarize our results into a table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>R-squared</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>getML: FastProp</td>\n",
       "      <td>87.40%</td>\n",
       "      <td>18,801</td>\n",
       "      <td>3,020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>featuretools</td>\n",
       "      <td>57.51%</td>\n",
       "      <td>34,050</td>\n",
       "      <td>5,184</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name R-squared    RMSE    MAE\n",
       "0  getML: FastProp    87.40%  18,801  3,020\n",
       "1     featuretools    57.51%  34,050  5,184"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores = [fastprop_score, featuretools_score]\n",
    "pd.DataFrame(data={\n",
    "    'Name': ['getML: FastProp', 'featuretools'],\n",
    "    'R-squared': [f'{score.rsquared:.2%}' for score in scores],\n",
    "    'RMSE': [f'{score.rmse:,.0f}' for score in scores],\n",
    "    'MAE': [f'{score.mae:,.0f}' for score in scores]\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Conclusion\n",
    "\n",
    "We have benchmarked getML against featuretools on a dataset related to online transactions. We have found that getML outperforms featuretools by a wide margin."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "Motl, Jan, and Oliver Schulte. \"The CTU prague relational learning repository.\" arXiv preprint arXiv:1511.03086 (2015)."
   ]
  }
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