sfscores.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# SFScores - Predicting health inspection scores of restaurants\n",
                "\n",
                "In this notebook, we will benchmark several of getML's feature learning algorithms against featuretools using a dataset of eateries in San Francisco.\n",
                "\n",
                "Summary:\n",
                "\n",
                "- Prediction type: __Regression model__\n",
                "- Domain: __Health__\n",
                "- Prediction target: __Sales__ \n",
                "- Population size: __12887__"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Background\n",
                "\n",
                "This notebook is based on the San Francisco Dept. of Public Health's database of eateries in San Francisco. These eateries are regularly inspected. The inspections often result in a score.\n",
                "\n",
                "The challenge is to predict the score resulting from an inspection.\n",
                "\n",
                "The dataset has been downloaded from the [CTU Prague relational learning repository](https://relational.fit.cvut.cz/dataset/SFScores) (Motl and Schulte, 2015)(Now residing at [relational-data.org](https://relational-data.org/dataset/SFScores).).\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": 18,
            "metadata": {},
            "outputs": [],
            "source": [
                "%pip install -q \"getml==1.5.0\" \"featuretools==1.31.0\" \"ipywidgets==8.1.5\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "getML API version: 1.5.0\n",
                        "\n"
                    ]
                }
            ],
            "source": [
                "import os\n",
                "import warnings\n",
                "\n",
                "import pandas as pd\n",
                "\n",
                "import featuretools\n",
                "import woodwork as ww\n",
                "import getml\n",
                "\n",
                "os.environ[\"PYARROW_IGNORE_TIMEZONE\"] = \"1\"\n",
                "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
                "\n",
                "print(f\"getML API version: {getml.__version__}\\n\")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Launching ./getML --allow-push-notifications=true --allow-remote-ips=true --home-directory=/home/user --in-memory=true --install=false --launch-browser=true --log=false --token=token in /home/user/.getML/getml-1.5.0-x64-community-edition-linux...\n",
                        "Launched the getML Engine. The log output will be stored in /home/user/.getML/logs/20240912213838.log.\n"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Connected to project <span style=\"color: #008000; text-decoration-color: #008000\">'sfscores'</span>.\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "Connected to project \u001b[32m'sfscores'\u001b[0m.\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "getml.engine.launch(allow_remote_ips=True, token='token')\n",
                "getml.engine.set_project('sfscores')"
            ]
        },
        {
            "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": 4,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "Connection(dbname='SFScores',\n",
                            "           dialect='mysql',\n",
                            "           host='relational.fel.cvut.cz',\n",
                            "           port=3306)"
                        ]
                    },
                    "execution_count": 4,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "conn = getml.database.connect_mysql(\n",
                "    host=\"relational.fel.cvut.cz\",\n",
                "    dbname=\"SFScores\",\n",
                "    port=3306,\n",
                "    user=\"guest\",\n",
                "    password=\"ctu-relational\"\n",
                ")\n",
                "\n",
                "conn"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "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.data.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": 6,
            "metadata": {},
            "outputs": [],
            "source": [
                "businesses = load_if_needed(\"businesses\")\n",
                "inspections = load_if_needed(\"inspections\")\n",
                "violations = load_if_needed(\"violations\")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th>name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\"> business_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">    latitude</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">   longitude</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">phone_number</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">business_certificate</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">name                            </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">address                      </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">city         </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">postal_code  </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">tax_code     </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">application_date</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_name                      </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_address               </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_city   </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_state  </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_zip    </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 unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">        unused_float</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",
                            "        \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",
                            "        \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",
                            "        \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",
                            "        \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",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_string\">unused_string</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 unused_float\">\n",
                            "              <span class=\"left\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.7911</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.404</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">779059</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Tiramisu Kitchen</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">033 Belden Pl</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Tiramisu LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">33 Belden St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94104</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\">24</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.7929</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.403</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">352312</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">OMNI S.F. Hotel - 2nd Floor Pant...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">500 California St, 2nd  Floor</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">OMNI San Francisco Hotel Corp</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">500 California St, 2nd Floor</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94104</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\">31</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.8072</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.419</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">346882</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Norman&#x27;s Ice Cream and Freezes</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2801 Leavenworth St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94133</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Norman Antiforda</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2801 Leavenworth St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94133</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\">45</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.7471</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.414</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">340024</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CHARLIE&#x27;S DELI CAFE</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">3202 FOLSOM St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">S.F.</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94110</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2001-10-10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">HARB, CHARLES AND KRISTIN</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1150 SANCHEZ</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">S.F.</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94114</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\">48</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.764</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.466</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">318022</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">ART&#x27;S CAFE</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">747 IRVING St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">SAN FRANCISCO</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94122</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">YOON HAE RYONG</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1567 FUNSTON AVE</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">SAN FRANCISCO</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94122</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",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">...</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \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",
                            "            \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",
                            "          \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",
                            "          \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",
                            "          \n",
                            "            <td class=\"unused_string\">...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6353</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89335</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1057025</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Breaking Bad Sandwiches</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">154 McAllister St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94102</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H25</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-23</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">JPMD, LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">662 Bellhurst Lane</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Castro Valley</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94102</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6354</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89336</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1057746</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Miller&#x27;s Rest</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1085 Sutter St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H26</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-23</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Miller&#x27;s Rest, LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2906 Bush Street</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6355</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89393</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1042408</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Panuchos</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">620 Broadway St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94133</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-28</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Los Aluxes, LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1032 Irving Street, #421</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94122</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6356</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89416</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1051081</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Nobhill Pizza &amp; Shawerma</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1534 California St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">BBA Foods, Inc.</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">840 Post Street, #218</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6357</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89453</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">459309</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Burger King #4668</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1690 Valencia St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94110</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">H29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-10-03</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Golden Gate Restaurant Group, In...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">P.O Box 21</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Lafeyette</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">94549</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    6358 rows x 16 columns<br />\n",
                            "    memory usage: 1.57 MB<br />\n",
                            "    name: businesses<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            "name    business_id       latitude      longitude   phone_number   ...   owner_name                      \n",
                            "role   unused_float   unused_float   unused_float   unused_float   ...   unused_string                   \n",
                            "   0             10        37.7911       -122.404           nan    ...   Tiramisu LLC                    \n",
                            "   1             24        37.7929       -122.403           nan    ...   OMNI San Francisco Hotel Corp   \n",
                            "   2             31        37.8072       -122.419           nan    ...   Norman Antiforda                \n",
                            "   3             45        37.7471       -122.414           nan    ...   HARB, CHARLES AND KRISTIN       \n",
                            "   4             48        37.764        -122.466           nan    ...   YOON HAE RYONG                  \n",
                            "                ...        ...             ...               ...         ...                             \n",
                            "6353          89335       nan             nan               nan    ...   JPMD, LLC                       \n",
                            "6354          89336       nan             nan               nan    ...   Miller's Rest, LLC              \n",
                            "6355          89393       nan             nan               nan    ...   Los Aluxes, LLC                 \n",
                            "6356          89416       nan             nan               nan    ...   BBA Foods, Inc.                 \n",
                            "6357          89453       nan             nan               nan    ...   Golden Gate Restaurant Group, In...\n",
                            "\n",
                            "name   owner_address                  owner_city      owner_state     owner_zip    \n",
                            "role   unused_string                  unused_string   unused_string   unused_string\n",
                            "   0   33 Belden St                   San Francisco   CA              94104        \n",
                            "   1   500 California St, 2nd Floor   San Francisco   CA              94104        \n",
                            "   2   2801 Leavenworth St            San Francisco   CA              94133        \n",
                            "   3   1150 SANCHEZ                   S.F.            CA              94114        \n",
                            "   4   1567 FUNSTON AVE               SAN FRANCISCO   CA              94122        \n",
                            "       ...                            ...             ...             ...          \n",
                            "6353   662 Bellhurst Lane             Castro Valley   CA              94102        \n",
                            "6354   2906 Bush Street               San Francisco   CA              94109        \n",
                            "6355   1032 Irving Street, #421       San Francisco   CA              94122        \n",
                            "6356   840 Post Street, #218          San Francisco   CA              94109        \n",
                            "6357   P.O Box 21                     Lafeyette       CA              94549        \n",
                            "\n",
                            "\n",
                            "6358 rows x 16 columns\n",
                            "memory usage: 1.57 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "businesses"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th> name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\"> business_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">       score</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">date         </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">type                 </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 unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">unused_float</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",
                            "        \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 unused_float\">\n",
                            "              <span class=\"left\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-01-24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Reinspection/Followup</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">94</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-07-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-08-07</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Reinspection/Followup</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">82</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-05-03</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</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",
                            "            \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>23759</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89199</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>23760</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89200</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>23761</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89201</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">New Ownership</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>23762</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89204</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>23763</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89296</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-30</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">New Ownership</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    23764 rows x 4 columns<br />\n",
                            "    memory usage: 1.51 MB<br />\n",
                            "    name: inspections<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            " name    business_id          score   date            type                 \n",
                            " role   unused_float   unused_float   unused_string   unused_string        \n",
                            "    0             10            92    2014-01-14      Routine - Unscheduled\n",
                            "    1             10           nan    2014-01-24      Reinspection/Followup\n",
                            "    2             10            94    2014-07-29      Routine - Unscheduled\n",
                            "    3             10           nan    2014-08-07      Reinspection/Followup\n",
                            "    4             10            82    2016-05-03      Routine - Unscheduled\n",
                            "                 ...            ...   ...             ...                  \n",
                            "23759          89199           100    2016-09-12      Routine - Unscheduled\n",
                            "23760          89200           100    2016-09-12      Routine - Unscheduled\n",
                            "23761          89201           nan    2016-09-12      New Ownership        \n",
                            "23762          89204           100    2016-09-12      Routine - Unscheduled\n",
                            "23763          89296           nan    2016-09-30      New Ownership        \n",
                            "\n",
                            "\n",
                            "23764 rows x 4 columns\n",
                            "memory usage: 1.51 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "inspections"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th> name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\"> business_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">date         </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">violation_type_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">risk_category</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">description                     </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 unused_float\">unused_float</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",
                            "        \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",
                            "        \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 unused_float\">\n",
                            "              <span class=\"left\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-07-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103129</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Insufficient hot water or runnin...</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-07-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103144</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Unapproved or unmaintained equip...</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103119</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Inadequate and inaccessible hand...</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103145</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Improper storage of equipment ut...</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\">10</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103154</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Unclean or degraded floors walls...</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",
                            "          \n",
                            "            <td class=\"unused_string\">...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36045</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">88878</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-08-19</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103144</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Unapproved or unmaintained equip...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36046</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">88878</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-08-19</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103124</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Inadequately cleaned or sanitize...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36047</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89072</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103120</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Moderate risk food holding tempe...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36048</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89072</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103131</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Moderate risk vermin infestation</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36049</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">89072</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">103149</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Wiping cloths not clean or prope...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    36050 rows x 5 columns<br />\n",
                            "    memory usage: 4.06 MB<br />\n",
                            "    name: violations<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            " name    business_id   date            violation_type_id   risk_category   description                     \n",
                            " role   unused_float   unused_string   unused_string       unused_string   unused_string                   \n",
                            "    0             10   2014-07-29      103129              Moderate Risk   Insufficient hot water or runnin...\n",
                            "    1             10   2014-07-29      103144              Low Risk        Unapproved or unmaintained equip...\n",
                            "    2             10   2014-01-14      103119              Moderate Risk   Inadequate and inaccessible hand...\n",
                            "    3             10   2014-01-14      103145              Low Risk        Improper storage of equipment ut...\n",
                            "    4             10   2014-01-14      103154              Low Risk        Unclean or degraded floors walls...\n",
                            "                 ...   ...             ...                 ...             ...                             \n",
                            "36045          88878   2016-08-19      103144              Low Risk        Unapproved or unmaintained equip...\n",
                            "36046          88878   2016-08-19      103124              Moderate Risk   Inadequately cleaned or sanitize...\n",
                            "36047          89072   2016-09-22      103120              Moderate Risk   Moderate risk food holding tempe...\n",
                            "36048          89072   2016-09-22      103131              Moderate Risk   Moderate risk vermin infestation\n",
                            "36049          89072   2016-09-22      103149              Low Risk        Wiping cloths not clean or prope...\n",
                            "\n",
                            "\n",
                            "36050 rows x 5 columns\n",
                            "memory usage: 4.06 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "violations"
            ]
        },
        {
            "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": 10,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th>name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"join_key\">business_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">postal_code</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">tax_code   </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">owner_zip  </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"text\">name                            </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">    latitude</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">   longitude</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">phone_number</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_float\">business_certificate</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">address                      </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">city         </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">application_date</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_name                      </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_address               </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_city   </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">owner_state  </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 join_key\">   join_key</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 text\">text                            </th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">unused_float</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_float\">        unused_float</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",
                            "        \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",
                            "        \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",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_string\">unused_string</th>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>0</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Tiramisu Kitchen</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.7911</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.404</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">779059</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">033 Belden Pl</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Tiramisu LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">33 Belden St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>1</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">OMNI S.F. Hotel - 2nd Floor Pant...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.7929</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.403</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">352312</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">500 California St, 2nd  Floor</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">OMNI San Francisco Hotel Corp</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">500 California St, 2nd Floor</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">31</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94133</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94133</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Norman&#x27;s Ice Cream and Freezes</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.8072</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.419</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">346882</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2801 Leavenworth St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Norman Antiforda</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2801 Leavenworth St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>3</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">45</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94110</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94114</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">CHARLIE&#x27;S DELI CAFE</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.7471</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.414</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">340024</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">3202 FOLSOM St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">S.F.</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2001-10-10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">HARB, CHARLES AND KRISTIN</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1150 SANCHEZ</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">S.F.</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>4</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">48</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94122</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94122</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">ART&#x27;S CAFE</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">37</span\n",
                            "              ><span class=\"right\" style=\"width: 4ch\"\n",
                            "                >.764</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "            \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">-122</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >.466</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">318022</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">747 IRVING St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">SAN FRANCISCO</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">YOON HAE RYONG</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1567 FUNSTON AVE</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">SAN FRANCISCO</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th></th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">...</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=\"text\">...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">...</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \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",
                            "            \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",
                            "          \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",
                            "          \n",
                            "            <td class=\"unused_string\">...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6353</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89335</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94102</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H25</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94102</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Breaking Bad Sandwiches</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1057025</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">154 McAllister St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-23</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">JPMD, LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">662 Bellhurst Lane</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Castro Valley</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6354</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89336</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H26</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Miller&#x27;s Rest</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1057746</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1085 Sutter St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-23</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Miller&#x27;s Rest, LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2906 Bush Street</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6355</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89393</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94133</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94122</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Panuchos</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1042408</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">620 Broadway St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-28</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Los Aluxes, LLC</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1032 Irving Street, #421</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6356</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89416</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Nobhill Pizza &amp; Shawerma</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">1051081</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1534 California St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-09-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">BBA Foods, Inc.</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">840 Post Street, #218</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>6357</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89453</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94110</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94549</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Burger King #4668</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\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 unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 3ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">nan</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align unused_float\">\n",
                            "              <span class=\"left\">459309</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">1690 Valencia St</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">San Francisco</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">2016-10-03</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Golden Gate Restaurant Group, In...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">P.O Box 21</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Lafeyette</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">CA</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    6358 rows x 16 columns<br />\n",
                            "    memory usage: 1.36 MB<br />\n",
                            "    name: businesses<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            "name   business_id   postal_code   tax_code      owner_zip     ...   application_date   owner_name                      \n",
                            "role      join_key   categorical   categorical   categorical   ...   unused_string      unused_string                   \n",
                            "   0            10   94104         H24           94104         ...   NULL               Tiramisu LLC                    \n",
                            "   1            24   94104         H24           94104         ...   NULL               OMNI San Francisco Hotel Corp   \n",
                            "   2            31   94133         H24           94133         ...   NULL               Norman Antiforda                \n",
                            "   3            45   94110         H24           94114         ...   2001-10-10         HARB, CHARLES AND KRISTIN       \n",
                            "   4            48   94122         H24           94122         ...   NULL               YOON HAE RYONG                  \n",
                            "               ...   ...           ...           ...                 ...                ...                             \n",
                            "6353         89335   94102         H25           94102         ...   2016-09-23         JPMD, LLC                       \n",
                            "6354         89336   94109         H26           94109         ...   2016-09-23         Miller's Rest, LLC              \n",
                            "6355         89393   94133         H24           94122         ...   2016-09-28         Los Aluxes, LLC                 \n",
                            "6356         89416   94109         H24           94109         ...   2016-09-29         BBA Foods, Inc.                 \n",
                            "6357         89453   94110         H29           94549         ...   2016-10-03         Golden Gate Restaurant Group, In...\n",
                            "\n",
                            "name   owner_address                  owner_city      owner_state  \n",
                            "role   unused_string                  unused_string   unused_string\n",
                            "   0   33 Belden St                   San Francisco   CA           \n",
                            "   1   500 California St, 2nd Floor   San Francisco   CA           \n",
                            "   2   2801 Leavenworth St            San Francisco   CA           \n",
                            "   3   1150 SANCHEZ                   S.F.            CA           \n",
                            "   4   1567 FUNSTON AVE               SAN FRANCISCO   CA           \n",
                            "       ...                            ...             ...          \n",
                            "6353   662 Bellhurst Lane             Castro Valley   CA           \n",
                            "6354   2906 Bush Street               San Francisco   CA           \n",
                            "6355   1032 Irving Street, #421       San Francisco   CA           \n",
                            "6356   840 Post Street, #218          San Francisco   CA           \n",
                            "6357   P.O Box 21                     Lafeyette       CA           \n",
                            "\n",
                            "\n",
                            "6358 rows x 16 columns\n",
                            "memory usage: 1.36 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 10,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "businesses.set_role(\"business_id\", getml.data.roles.join_key)\n",
                "businesses.set_role(\"name\", getml.data.roles.text)\n",
                "businesses.set_role([\"postal_code\", \"tax_code\", \"owner_zip\"], getml.data.roles.categorical)\n",
                "\n",
                "businesses"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th> name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"time_stamp\">                       date</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"join_key\">business_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"target\"> score</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"unused_string\">type                 </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 time_stamp\">                 time_stamp</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header join_key\">   join_key</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header target\">target</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header unused_string\">unused_string        </th>\n",
                            "          \n",
                            "        \n",
                            "      </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 target\">      </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\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>1</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2014-07-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">94</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-05-03</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">82</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>3</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2013-11-18</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>4</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2014-06-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>12882</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89072</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">90</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>12883</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89198</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>12884</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89199</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>12885</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89200</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>12886</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89204</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"unused_string\">Routine - Unscheduled</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    12887 rows x 4 columns<br />\n",
                            "    memory usage: 0.64 MB<br />\n",
                            "    name: inspections<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            " name                          date   business_id    score   type                 \n",
                            " role                    time_stamp      join_key   target   unused_string        \n",
                            " unit   time stamp, comparison only                                               \n",
                            "    0                    2014-01-14            10       92   Routine - Unscheduled\n",
                            "    1                    2014-07-29            10       94   Routine - Unscheduled\n",
                            "    2                    2016-05-03            10       82   Routine - Unscheduled\n",
                            "    3                    2013-11-18            24      100   Routine - Unscheduled\n",
                            "    4                    2014-06-12            24       96   Routine - Unscheduled\n",
                            "                                ...           ...      ...   ...                  \n",
                            "12882                    2016-09-22         89072       90   Routine - Unscheduled\n",
                            "12883                    2016-09-12         89198      100   Routine - Unscheduled\n",
                            "12884                    2016-09-12         89199      100   Routine - Unscheduled\n",
                            "12885                    2016-09-12         89200      100   Routine - Unscheduled\n",
                            "12886                    2016-09-12         89204      100   Routine - Unscheduled\n",
                            "\n",
                            "\n",
                            "12887 rows x 4 columns\n",
                            "memory usage: 0.64 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "inspections = inspections[~inspections.score.is_nan()].to_df(\"inspections\")\n",
                "\n",
                "inspections.set_role(\"business_id\", getml.data.roles.join_key)\n",
                "inspections.set_role(\"score\", getml.data.roles.target)\n",
                "inspections.set_role(\"date\", getml.data.roles.time_stamp)\n",
                "\n",
                "inspections"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th> name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"time_stamp\">                       date</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"join_key\">business_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">violation_type_id</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">risk_category</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"text\">description                     </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 time_stamp\">                 time_stamp</th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header join_key\">   join_key</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 text\">text                            </th>\n",
                            "          \n",
                            "        \n",
                            "      </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\">                 </th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header categorical\">             </th>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <th class=\"sub-header text\">                                </th>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>0</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2014-07-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103129</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Insufficient hot water or runnin...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>1</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2014-07-29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103144</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Unapproved or unmaintained equip...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103119</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Inadequate and inaccessible hand...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>3</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103145</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Improper storage of equipment ut...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>4</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2014-01-14</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">10</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103154</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Unclean or degraded floors walls...</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=\"categorical\">...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36045</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-08-19</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">88878</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103144</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Unapproved or unmaintained equip...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36046</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-08-19</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">88878</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103124</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Inadequately cleaned or sanitize...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36047</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89072</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103120</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Moderate risk food holding tempe...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36048</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89072</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103131</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Moderate Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Moderate risk vermin infestation</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>36049</th>\n",
                            "        \n",
                            "          \n",
                            "            <td class=\"time_stamp\">2016-09-22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"join_key\">89072</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103149</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"text\">Wiping cloths not clean or prope...</td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    36050 rows x 5 columns<br />\n",
                            "    memory usage: 2.59 MB<br />\n",
                            "    name: violations<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            " name                          date   business_id   violation_type_id   risk_category   description                     \n",
                            " role                    time_stamp      join_key   categorical         categorical     text                            \n",
                            " unit   time stamp, comparison only                                                                                     \n",
                            "    0                    2014-07-29            10   103129              Moderate Risk   Insufficient hot water or runnin...\n",
                            "    1                    2014-07-29            10   103144              Low Risk        Unapproved or unmaintained equip...\n",
                            "    2                    2014-01-14            10   103119              Moderate Risk   Inadequate and inaccessible hand...\n",
                            "    3                    2014-01-14            10   103145              Low Risk        Improper storage of equipment ut...\n",
                            "    4                    2014-01-14            10   103154              Low Risk        Unclean or degraded floors walls...\n",
                            "                                ...           ...   ...                 ...             ...                             \n",
                            "36045                    2016-08-19         88878   103144              Low Risk        Unapproved or unmaintained equip...\n",
                            "36046                    2016-08-19         88878   103124              Moderate Risk   Inadequately cleaned or sanitize...\n",
                            "36047                    2016-09-22         89072   103120              Moderate Risk   Moderate risk food holding tempe...\n",
                            "36048                    2016-09-22         89072   103131              Moderate Risk   Moderate risk vermin infestation\n",
                            "36049                    2016-09-22         89072   103149              Low Risk        Wiping cloths not clean or prope...\n",
                            "\n",
                            "\n",
                            "36050 rows x 5 columns\n",
                            "memory usage: 2.59 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 12,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "violations.set_role(\"business_id\", getml.data.roles.join_key)\n",
                "violations.set_role(\"date\", getml.data.roles.time_stamp)\n",
                "violations.set_role([\"violation_type_id\", \"risk_category\"], getml.data.roles.categorical)\n",
                "violations.set_role(\"description\", getml.data.roles.text)\n",
                "\n",
                "violations"
            ]
        },
        {
            "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": "code",
            "execution_count": 13,
            "metadata": {},
            "outputs": [],
            "source": [
                "split = getml.data.split.random(train=0.8, test=0.2)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "#### 2.1 Define relational model"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 14,
            "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\">businesses</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\">violations</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\">inspections</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=\"40.0\" x=\"324.0\" font-size=\"7pt\" >business_id = business_id</tspan><tspan y=\"50.0\" x=\"324.0\" font-size=\"7pt\" >Relationship: many-to-one</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=\"145.0\" x=\"324.0\" font-size=\"7pt\" >business_id = business_id</tspan><tspan y=\"155.0\" x=\"324.0\" font-size=\"7pt\" >date &lt;= date</tspan><tspan y=\"165.0\" x=\"324.0\" font-size=\"7pt\" >Horizon: 1.0 days</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=\"250.0\" x=\"324.0\" font-size=\"7pt\" >business_id = business_id</tspan><tspan y=\"260.0\" x=\"324.0\" font-size=\"7pt\" >date &lt;= date</tspan><tspan y=\"270.0\" x=\"324.0\" font-size=\"7pt\" >Horizon: 1.0 days</tspan><tspan y=\"280.0\" x=\"324.0\" font-size=\"7pt\" >Lagged targets allowed</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",
                            "  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=\"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, businesses</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\">inspections</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">INSPECTIONS__STAGING_TABLE_2</td>\n",
                            "            \n",
                            "          \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2</th>\n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">violations</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">VIOLATIONS__STAGING_TABLE_3</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",
                            "    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=\"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\">inspections</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"int\">2492</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\">inspections</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"int\">10395</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",
                            "    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=\"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\">businesses</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"int\">6358</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\">violations</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"int\">36050</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\">inspections</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"int\">12887</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",
                            "    - business_id: join_key\n",
                            "    - score: target\n",
                            "    - date: time_stamp\n",
                            "    - type: unused_string\n",
                            "\n",
                            "    joins:\n",
                            "    - right: 'businesses'\n",
                            "      on: (population.business_id, businesses.business_id)\n",
                            "      relationship: 'many-to-one'\n",
                            "      lagged_targets: False\n",
                            "    - right: 'violations'\n",
                            "      on: (population.business_id, violations.business_id)\n",
                            "      time_stamps: (population.date, violations.date)\n",
                            "      relationship: 'many-to-many'\n",
                            "      horizon: 86400.0\n",
                            "      lagged_targets: False\n",
                            "    - right: 'inspections'\n",
                            "      on: (population.business_id, inspections.business_id)\n",
                            "      time_stamps: (population.date, inspections.date)\n",
                            "      relationship: 'many-to-many'\n",
                            "      horizon: 86400.0\n",
                            "      lagged_targets: True\n",
                            "\n",
                            "  businesses:\n",
                            "    columns:\n",
                            "    - postal_code: categorical\n",
                            "    - tax_code: categorical\n",
                            "    - owner_zip: categorical\n",
                            "    - business_id: join_key\n",
                            "    - name: text\n",
                            "    - ...\n",
                            "\n",
                            "  violations:\n",
                            "    columns:\n",
                            "    - violation_type_id: categorical\n",
                            "    - risk_category: categorical\n",
                            "    - business_id: join_key\n",
                            "    - description: text\n",
                            "    - date: time_stamp\n",
                            "\n",
                            "  inspections:\n",
                            "    columns:\n",
                            "    - business_id: join_key\n",
                            "    - score: target\n",
                            "    - date: time_stamp\n",
                            "    - type: unused_string\n",
                            "\n",
                            "\n",
                            "container\n",
                            "\n",
                            "  population\n",
                            "      subset   name           rows   type\n",
                            "  0   test     inspections    2492   View\n",
                            "  1   train    inspections   10395   View\n",
                            "\n",
                            "  peripheral\n",
                            "      name           rows   type     \n",
                            "  0   businesses     6358   DataFrame\n",
                            "  1   violations    36050   DataFrame\n",
                            "  2   inspections   12887   DataFrame"
                        ]
                    },
                    "execution_count": 14,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "star_schema = getml.data.StarSchema(population=inspections, alias=\"population\", split=split)\n",
                "\n",
                "star_schema.join(\n",
                "    businesses,\n",
                "    on=\"business_id\",\n",
                "    relationship=getml.data.relationship.many_to_one,\n",
                ")\n",
                "\n",
                "star_schema.join(\n",
                "    violations,\n",
                "    on=\"business_id\",\n",
                "    time_stamps=\"date\",\n",
                "    horizon=getml.data.time.days(1),\n",
                ")\n",
                "\n",
                "star_schema.join(\n",
                "    inspections,\n",
                "    on=\"business_id\",\n",
                "    time_stamps=\"date\",\n",
                "    lagged_targets=True,\n",
                "    horizon=getml.data.time.days(1),\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": "markdown",
            "metadata": {},
            "source": [
                "We use the relboost algorithms for this problem. Because of the large number of keywords, we regularize the model a bit by requiring a minimum support for the keywords (`min_num_samples`)."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "metadata": {},
            "outputs": [],
            "source": [
                "mapping = getml.preprocessors.Mapping()\n",
                "\n",
                "fast_prop = getml.feature_learning.FastProp(\n",
                "    loss_function=getml.feature_learning.loss_functions.SquareLoss,\n",
                "    num_threads=1,\n",
                ")\n",
                "\n",
                "predictor = getml.predictors.XGBoostRegressor(n_jobs=1)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "__Build the pipeline__"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre>Pipeline(data_model='population',\n",
                            "         feature_learners=['FastProp'],\n",
                            "         feature_selectors=[],\n",
                            "         include_categorical=False,\n",
                            "         loss_function='SquareLoss',\n",
                            "         peripheral=['businesses', 'inspections', 'violations'],\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=[],\n",
                            "         include_categorical=False,\n",
                            "         loss_function='SquareLoss',\n",
                            "         peripheral=['businesses', 'inspections', 'violations'],\n",
                            "         predictors=['XGBoostRegressor'],\n",
                            "         preprocessors=['Mapping'],\n",
                            "         share_selected_features=0.5,\n",
                            "         tags=['fast_prop'])"
                        ]
                    },
                    "execution_count": 16,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "pipe1 = getml.pipeline.Pipeline(\n",
                "    tags=['fast_prop'],\n",
                "    data_model=star_schema.data_model,\n",
                "    preprocessors=[mapping],\n",
                "    feature_learners=[fast_prop],\n",
                "    predictors=[predictor]\n",
                ")\n",
                "\n",
                "pipe1"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "#### 2.3 Model training"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Checking data model<span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "Checking data model\u001b[33m...\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Staging... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[?25h"
                    ]
                },
                {
                    "ename": "OSError",
                    "evalue": "The Mapping preprocessor is not supported in the community edition. Please upgrade to getML enterprise to use this. An overview of what is supported in the community edition can be found in the official getML documentation.",
                    "output_type": "error",
                    "traceback": [
                        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
                        "\u001b[0;31mOSError\u001b[0m                                   Traceback (most recent call last)",
                        "Cell \u001b[0;32mIn[17], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mpipe1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcheck\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstar_schema\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m)\u001b[49m\n",
                        "File \u001b[0;32m~/Documents/github/getml-demo/.venv/lib/python3.11/site-packages/getml/pipeline/pipeline.py:1106\u001b[0m, in \u001b[0;36mPipeline.check\u001b[0;34m(self, population_table, peripheral_tables)\u001b[0m\n\u001b[1;32m   1104\u001b[0m msg \u001b[38;5;241m=\u001b[39m comm\u001b[38;5;241m.\u001b[39mlog(sock)\n\u001b[1;32m   1105\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m msg \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSuccess!\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m-> 1106\u001b[0m     \u001b[43mcomm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_engine_exception\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmsg\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1107\u001b[0m issues \u001b[38;5;241m=\u001b[39m Issues(comm\u001b[38;5;241m.\u001b[39mrecv_issues(sock))\n\u001b[1;32m   1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(issues) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n",
                        "File \u001b[0;32m~/Documents/github/getml-demo/.venv/lib/python3.11/site-packages/getml/exceptions.py:124\u001b[0m, in \u001b[0;36mhandle_engine_exception\u001b[0;34m(msg, extra)\u001b[0m\n\u001b[1;32m    121\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m handler \u001b[38;5;129;01min\u001b[39;00m EngineExceptionHandlerRegistry\u001b[38;5;241m.\u001b[39mhandlers:\n\u001b[1;32m    122\u001b[0m     handler(msg, extra\u001b[38;5;241m=\u001b[39mextra)\n\u001b[0;32m--> 124\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(msg)\n",
                        "\u001b[0;31mOSError\u001b[0m: The Mapping preprocessor is not supported in the community edition. Please upgrade to getML enterprise to use this. An overview of what is supported in the community edition can be found in the official getML documentation."
                    ]
                }
            ],
            "source": [
                "pipe1.check(star_schema.train)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Checking data model<span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "Checking data model\u001b[33m...\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Staging... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  Preprocessing... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[?25h"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">The pipeline check generated <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> issues labeled INFO and <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span> issues labeled WARNING.\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "The pipeline check generated \u001b[1;36m1\u001b[0m issues labeled INFO and \u001b[1;36m0\u001b[0m issues labeled WARNING.\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">To see the issues in full, run <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.check</span><span style=\"font-weight: bold\">()</span> on the pipeline.\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "To see the issues in full, run \u001b[1;35m.check\u001b[0m\u001b[1m(\u001b[0m\u001b[1m)\u001b[0m on the pipeline.\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Staging... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  Preprocessing... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K⠼ Indexing text fields...                                            0% • 00:00"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Indexing text fields... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  FastProp: Trying 104 features... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  FastProp: Building features... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  XGBoost: Training as predictor... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:02\n",
                        "\u001b[?25h"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Trained pipeline.\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "Trained pipeline.\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Time taken: 0:00:03.109211.\n",
                        "\n"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre>Pipeline(data_model='population',\n",
                            "         feature_learners=['FastProp'],\n",
                            "         feature_selectors=[],\n",
                            "         include_categorical=False,\n",
                            "         loss_function='SquareLoss',\n",
                            "         peripheral=['businesses', 'inspections', 'violations'],\n",
                            "         predictors=['XGBoostRegressor'],\n",
                            "         preprocessors=['Mapping'],\n",
                            "         share_selected_features=0.5,\n",
                            "         tags=['fast_prop', 'container-4IQSR5'])</pre>"
                        ],
                        "text/plain": [
                            "Pipeline(data_model='population',\n",
                            "         feature_learners=['FastProp'],\n",
                            "         feature_selectors=[],\n",
                            "         include_categorical=False,\n",
                            "         loss_function='SquareLoss',\n",
                            "         peripheral=['businesses', 'inspections', 'violations'],\n",
                            "         predictors=['XGBoostRegressor'],\n",
                            "         preprocessors=['Mapping'],\n",
                            "         share_selected_features=0.5,\n",
                            "         tags=['fast_prop', 'container-4IQSR5'])"
                        ]
                    },
                    "execution_count": 18,
                    "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": 19,
            "metadata": {
                "lines_to_next_cell": 0
            },
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Staging... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  Preprocessing... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  FastProp: Building features... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[?25h"
                    ]
                },
                {
                    "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\">2024-09-12 11:53:31</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">train</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">score</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">4.8865</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">6.5247</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">0.3608</td>\n",
                            "            \n",
                            "          \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>1</th>\n",
                            "          \n",
                            "            \n",
                            "              <td class=\"datetime\">2024-09-12 11:53:32</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">test</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">score</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">5.3218</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">7.0532</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">0.2889</td>\n",
                            "            \n",
                            "          \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>"
                        ],
                        "text/plain": [
                            "    date time             set used   target       mae      rmse   rsquared\n",
                            "0   2024-09-12 11:53:31   train      score     4.8865    6.5247     0.3608\n",
                            "1   2024-09-12 11:53:32   test       score     5.3218    7.0532     0.2889"
                        ]
                    },
                    "execution_count": 19,
                    "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": 20,
            "metadata": {},
            "outputs": [],
            "source": [
                "population_train_pd = star_schema.train.population.to_pandas()\n",
                "population_test_pd = star_schema.test.population.to_pandas()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "metadata": {},
            "outputs": [],
            "source": [
                "inspections_pd = inspections.drop(inspections.roles.unused).to_pandas()\n",
                "violations_pd = violations.drop(violations.roles.unused).to_pandas()\n",
                "businesses_pd = businesses.drop(businesses.roles.unused).to_pandas()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 22,
            "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>business_id</th>\n",
                            "      <th>score</th>\n",
                            "      <th>date</th>\n",
                            "      <th>id</th>\n",
                            "      <th>postal_code</th>\n",
                            "      <th>tax_code</th>\n",
                            "      <th>owner_zip</th>\n",
                            "      <th>name</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>10</td>\n",
                            "      <td>92.0</td>\n",
                            "      <td>2014-01-14</td>\n",
                            "      <td>0</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>Tiramisu Kitchen</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>10</td>\n",
                            "      <td>94.0</td>\n",
                            "      <td>2014-07-29</td>\n",
                            "      <td>1</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>Tiramisu Kitchen</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>10</td>\n",
                            "      <td>82.0</td>\n",
                            "      <td>2016-05-03</td>\n",
                            "      <td>2</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>Tiramisu Kitchen</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>24</td>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2014-06-12</td>\n",
                            "      <td>3</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>OMNI S.F. Hotel - 2nd Floor Pantry</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>24</td>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2014-11-24</td>\n",
                            "      <td>4</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>OMNI S.F. Hotel - 2nd Floor Pantry</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10390</th>\n",
                            "      <td>88878</td>\n",
                            "      <td>94.0</td>\n",
                            "      <td>2016-08-19</td>\n",
                            "      <td>10390</td>\n",
                            "      <td>94102</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94566</td>\n",
                            "      <td>Jamba Juice</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10391</th>\n",
                            "      <td>89072</td>\n",
                            "      <td>90.0</td>\n",
                            "      <td>2016-09-22</td>\n",
                            "      <td>10391</td>\n",
                            "      <td>94109</td>\n",
                            "      <td>H91</td>\n",
                            "      <td>94109</td>\n",
                            "      <td>Epicurean at Sacred Heart Catholic Prep School</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10392</th>\n",
                            "      <td>89198</td>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-09-12</td>\n",
                            "      <td>10392</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>H36</td>\n",
                            "      <td>29615</td>\n",
                            "      <td>AT&amp;T Park - Beer Cart/View Level, Sec. 333</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10393</th>\n",
                            "      <td>89199</td>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-09-12</td>\n",
                            "      <td>10393</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>H36</td>\n",
                            "      <td>29615</td>\n",
                            "      <td>AT&amp;T Park - Beer Cart/Lower CF, Sec. 140</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10394</th>\n",
                            "      <td>89200</td>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-09-12</td>\n",
                            "      <td>10394</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>H36</td>\n",
                            "      <td>29615</td>\n",
                            "      <td>AT&amp;T Park - Beer Cart/Lower CF, Sec. 142</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>10395 rows × 8 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "      business_id  score       date     id postal_code tax_code owner_zip  \\\n",
                            "0              10   92.0 2014-01-14      0       94104      H24     94104   \n",
                            "1              10   94.0 2014-07-29      1       94104      H24     94104   \n",
                            "2              10   82.0 2016-05-03      2       94104      H24     94104   \n",
                            "3              24   96.0 2014-06-12      3       94104      H24     94104   \n",
                            "4              24   96.0 2014-11-24      4       94104      H24     94104   \n",
                            "...           ...    ...        ...    ...         ...      ...       ...   \n",
                            "10390       88878   94.0 2016-08-19  10390       94102      H24     94566   \n",
                            "10391       89072   90.0 2016-09-22  10391       94109      H91     94109   \n",
                            "10392       89198  100.0 2016-09-12  10392       94107      H36     29615   \n",
                            "10393       89199  100.0 2016-09-12  10393       94107      H36     29615   \n",
                            "10394       89200  100.0 2016-09-12  10394       94107      H36     29615   \n",
                            "\n",
                            "                                                 name  \n",
                            "0                                    Tiramisu Kitchen  \n",
                            "1                                    Tiramisu Kitchen  \n",
                            "2                                    Tiramisu Kitchen  \n",
                            "3                  OMNI S.F. Hotel - 2nd Floor Pantry  \n",
                            "4                  OMNI S.F. Hotel - 2nd Floor Pantry  \n",
                            "...                                               ...  \n",
                            "10390                                     Jamba Juice  \n",
                            "10391  Epicurean at Sacred Heart Catholic Prep School  \n",
                            "10392      AT&T Park - Beer Cart/View Level, Sec. 333  \n",
                            "10393        AT&T Park - Beer Cart/Lower CF, Sec. 140  \n",
                            "10394        AT&T Park - Beer Cart/Lower CF, Sec. 142  \n",
                            "\n",
                            "[10395 rows x 8 columns]"
                        ]
                    },
                    "execution_count": 22,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "population_train_pd[\"id\"] = population_train_pd.index\n",
                "\n",
                "population_train_pd = population_train_pd.merge(\n",
                "    businesses_pd,\n",
                "    on=\"business_id\"\n",
                ")\n",
                "\n",
                "population_train_pd"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 23,
            "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>business_id</th>\n",
                            "      <th>score</th>\n",
                            "      <th>date</th>\n",
                            "      <th>id</th>\n",
                            "      <th>postal_code</th>\n",
                            "      <th>tax_code</th>\n",
                            "      <th>owner_zip</th>\n",
                            "      <th>name</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>24</td>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2013-11-18</td>\n",
                            "      <td>0</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>OMNI S.F. Hotel - 2nd Floor Pantry</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>24</td>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2016-03-11</td>\n",
                            "      <td>1</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>OMNI S.F. Hotel - 2nd Floor Pantry</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>45</td>\n",
                            "      <td>94.0</td>\n",
                            "      <td>2013-12-09</td>\n",
                            "      <td>2</td>\n",
                            "      <td>94110</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94114</td>\n",
                            "      <td>CHARLIE'S DELI CAFE</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>58</td>\n",
                            "      <td>78.0</td>\n",
                            "      <td>2014-07-25</td>\n",
                            "      <td>3</td>\n",
                            "      <td>94111</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94111</td>\n",
                            "      <td>Oasis Grill</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>66</td>\n",
                            "      <td>91.0</td>\n",
                            "      <td>2014-05-19</td>\n",
                            "      <td>4</td>\n",
                            "      <td>94122</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94122</td>\n",
                            "      <td>STARBUCKS</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2487</th>\n",
                            "      <td>87802</td>\n",
                            "      <td>91.0</td>\n",
                            "      <td>2016-06-07</td>\n",
                            "      <td>2487</td>\n",
                            "      <td>94110</td>\n",
                            "      <td>H25</td>\n",
                            "      <td>94110</td>\n",
                            "      <td>Bernal Heights Pizzeria</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2488</th>\n",
                            "      <td>88082</td>\n",
                            "      <td>84.0</td>\n",
                            "      <td>2016-08-30</td>\n",
                            "      <td>2488</td>\n",
                            "      <td>94133</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94133</td>\n",
                            "      <td>Chongqing Xiaomian</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2489</th>\n",
                            "      <td>88447</td>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2016-08-17</td>\n",
                            "      <td>2489</td>\n",
                            "      <td>None</td>\n",
                            "      <td>H91</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>Fare Resources</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2490</th>\n",
                            "      <td>88702</td>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2016-08-15</td>\n",
                            "      <td>2490</td>\n",
                            "      <td>94118</td>\n",
                            "      <td>H25</td>\n",
                            "      <td>94118</td>\n",
                            "      <td>Dancing Bull</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2491</th>\n",
                            "      <td>89204</td>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-09-12</td>\n",
                            "      <td>2491</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>H36</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>AT&amp;T - Hol n Jam Cart/Upper CF, Sec. 142</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>2492 rows × 8 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "     business_id  score       date    id postal_code tax_code owner_zip  \\\n",
                            "0             24  100.0 2013-11-18     0       94104      H24     94104   \n",
                            "1             24   96.0 2016-03-11     1       94104      H24     94104   \n",
                            "2             45   94.0 2013-12-09     2       94110      H24     94114   \n",
                            "3             58   78.0 2014-07-25     3       94111      H24     94111   \n",
                            "4             66   91.0 2014-05-19     4       94122      H24     94122   \n",
                            "...          ...    ...        ...   ...         ...      ...       ...   \n",
                            "2487       87802   91.0 2016-06-07  2487       94110      H25     94110   \n",
                            "2488       88082   84.0 2016-08-30  2488       94133      H24     94133   \n",
                            "2489       88447   96.0 2016-08-17  2489        None      H91     94107   \n",
                            "2490       88702   96.0 2016-08-15  2490       94118      H25     94118   \n",
                            "2491       89204  100.0 2016-09-12  2491       94107      H36     94107   \n",
                            "\n",
                            "                                          name  \n",
                            "0           OMNI S.F. Hotel - 2nd Floor Pantry  \n",
                            "1           OMNI S.F. Hotel - 2nd Floor Pantry  \n",
                            "2                          CHARLIE'S DELI CAFE  \n",
                            "3                                  Oasis Grill  \n",
                            "4                                    STARBUCKS  \n",
                            "...                                        ...  \n",
                            "2487                   Bernal Heights Pizzeria  \n",
                            "2488                        Chongqing Xiaomian  \n",
                            "2489                            Fare Resources  \n",
                            "2490                              Dancing Bull  \n",
                            "2491  AT&T - Hol n Jam Cart/Upper CF, Sec. 142  \n",
                            "\n",
                            "[2492 rows x 8 columns]"
                        ]
                    },
                    "execution_count": 23,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "population_test_pd[\"id\"] = population_test_pd.index\n",
                "\n",
                "population_test_pd = population_test_pd.merge(\n",
                "    businesses_pd,\n",
                "    on=\"business_id\"\n",
                ")\n",
                "\n",
                "population_test_pd"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 24,
            "metadata": {},
            "outputs": [],
            "source": [
                "def prepare_peripheral(violations_pd, train_or_test):\n",
                "    \"\"\"\n",
                "    Helper function that imitates the behavior of \n",
                "    the data model defined above.\n",
                "    \"\"\"\n",
                "    violations_new = violations_pd.merge(\n",
                "        train_or_test[[\"id\", \"business_id\", \"date\"]],\n",
                "        on=\"business_id\"\n",
                "    )\n",
                "\n",
                "    violations_new = violations_new[\n",
                "        violations_new[\"date_x\"] < violations_new[\"date_y\"]\n",
                "    ]\n",
                "\n",
                "    del violations_new[\"date_y\"]\n",
                "    del violations_new[\"business_id\"]\n",
                "\n",
                "    return violations_new.rename(columns={\"date_x\": \"date\"})"
            ]
        },
        {
            "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>violation_type_id</th>\n",
                            "      <th>risk_category</th>\n",
                            "      <th>description</th>\n",
                            "      <th>date</th>\n",
                            "      <th>id</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>103129</td>\n",
                            "      <td>Moderate Risk</td>\n",
                            "      <td>Insufficient hot water or running water</td>\n",
                            "      <td>2014-07-29</td>\n",
                            "      <td>2</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>103144</td>\n",
                            "      <td>Low Risk</td>\n",
                            "      <td>Unapproved or unmaintained equipment or utensils</td>\n",
                            "      <td>2014-07-29</td>\n",
                            "      <td>2</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>7</th>\n",
                            "      <td>103119</td>\n",
                            "      <td>Moderate Risk</td>\n",
                            "      <td>Inadequate and inaccessible handwashing facili...</td>\n",
                            "      <td>2014-01-14</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>8</th>\n",
                            "      <td>103119</td>\n",
                            "      <td>Moderate Risk</td>\n",
                            "      <td>Inadequate and inaccessible handwashing facili...</td>\n",
                            "      <td>2014-01-14</td>\n",
                            "      <td>2</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10</th>\n",
                            "      <td>103145</td>\n",
                            "      <td>Low Risk</td>\n",
                            "      <td>Improper storage of equipment utensils or linens</td>\n",
                            "      <td>2014-01-14</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>89220</th>\n",
                            "      <td>103119</td>\n",
                            "      <td>Moderate Risk</td>\n",
                            "      <td>Inadequate and inaccessible handwashing facili...</td>\n",
                            "      <td>2016-02-16</td>\n",
                            "      <td>10290</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>89256</th>\n",
                            "      <td>103131</td>\n",
                            "      <td>Moderate Risk</td>\n",
                            "      <td>Moderate risk vermin infestation</td>\n",
                            "      <td>2016-04-04</td>\n",
                            "      <td>10308</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>89336</th>\n",
                            "      <td>103154</td>\n",
                            "      <td>Low Risk</td>\n",
                            "      <td>Unclean or degraded floors walls or ceilings</td>\n",
                            "      <td>2016-04-11</td>\n",
                            "      <td>10331</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>89338</th>\n",
                            "      <td>103148</td>\n",
                            "      <td>Low Risk</td>\n",
                            "      <td>No thermometers or uncalibrated thermometers</td>\n",
                            "      <td>2016-04-11</td>\n",
                            "      <td>10331</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>89340</th>\n",
                            "      <td>103144</td>\n",
                            "      <td>Low Risk</td>\n",
                            "      <td>Unapproved or unmaintained equipment or utensils</td>\n",
                            "      <td>2016-04-11</td>\n",
                            "      <td>10331</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>29004 rows × 5 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "      violation_type_id  risk_category  \\\n",
                            "2                103129  Moderate Risk   \n",
                            "5                103144       Low Risk   \n",
                            "7                103119  Moderate Risk   \n",
                            "8                103119  Moderate Risk   \n",
                            "10               103145       Low Risk   \n",
                            "...                 ...            ...   \n",
                            "89220            103119  Moderate Risk   \n",
                            "89256            103131  Moderate Risk   \n",
                            "89336            103154       Low Risk   \n",
                            "89338            103148       Low Risk   \n",
                            "89340            103144       Low Risk   \n",
                            "\n",
                            "                                             description       date     id  \n",
                            "2                Insufficient hot water or running water 2014-07-29      2  \n",
                            "5       Unapproved or unmaintained equipment or utensils 2014-07-29      2  \n",
                            "7      Inadequate and inaccessible handwashing facili... 2014-01-14      1  \n",
                            "8      Inadequate and inaccessible handwashing facili... 2014-01-14      2  \n",
                            "10      Improper storage of equipment utensils or linens 2014-01-14      1  \n",
                            "...                                                  ...        ...    ...  \n",
                            "89220  Inadequate and inaccessible handwashing facili... 2016-02-16  10290  \n",
                            "89256                   Moderate risk vermin infestation 2016-04-04  10308  \n",
                            "89336       Unclean or degraded floors walls or ceilings 2016-04-11  10331  \n",
                            "89338       No thermometers or uncalibrated thermometers 2016-04-11  10331  \n",
                            "89340   Unapproved or unmaintained equipment or utensils 2016-04-11  10331  \n",
                            "\n",
                            "[29004 rows x 5 columns]"
                        ]
                    },
                    "execution_count": 25,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "violations_train_pd = prepare_peripheral(violations_pd, population_train_pd)\n",
                "violations_test_pd = prepare_peripheral(violations_pd, population_test_pd)\n",
                "violations_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>score</th>\n",
                            "      <th>date</th>\n",
                            "      <th>id</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>92.0</td>\n",
                            "      <td>2014-01-14</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>92.0</td>\n",
                            "      <td>2014-01-14</td>\n",
                            "      <td>2</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>94.0</td>\n",
                            "      <td>2014-07-29</td>\n",
                            "      <td>2</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9</th>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2013-11-18</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10</th>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2013-11-18</td>\n",
                            "      <td>4</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32628</th>\n",
                            "      <td>92.0</td>\n",
                            "      <td>2016-02-16</td>\n",
                            "      <td>10290</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32648</th>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2016-04-04</td>\n",
                            "      <td>10308</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32673</th>\n",
                            "      <td>94.0</td>\n",
                            "      <td>2016-04-11</td>\n",
                            "      <td>10331</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32707</th>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-05-23</td>\n",
                            "      <td>10360</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32738</th>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-08-17</td>\n",
                            "      <td>10389</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>11190 rows × 3 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "       score       date     id\n",
                            "1       92.0 2014-01-14      1\n",
                            "2       92.0 2014-01-14      2\n",
                            "5       94.0 2014-07-29      2\n",
                            "9      100.0 2013-11-18      3\n",
                            "10     100.0 2013-11-18      4\n",
                            "...      ...        ...    ...\n",
                            "32628   92.0 2016-02-16  10290\n",
                            "32648   96.0 2016-04-04  10308\n",
                            "32673   94.0 2016-04-11  10331\n",
                            "32707  100.0 2016-05-23  10360\n",
                            "32738  100.0 2016-08-17  10389\n",
                            "\n",
                            "[11190 rows x 3 columns]"
                        ]
                    },
                    "execution_count": 26,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "inspections_train_pd = prepare_peripheral(inspections_pd, population_train_pd)\n",
                "inspections_test_pd = prepare_peripheral(inspections_pd, population_test_pd)\n",
                "inspections_train_pd"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 27,
            "metadata": {},
            "outputs": [],
            "source": [
                "del population_train_pd[\"business_id\"]\n",
                "del population_test_pd[\"business_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",
                            "        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>score</th>\n",
                            "      <th>date</th>\n",
                            "      <th>id</th>\n",
                            "      <th>postal_code</th>\n",
                            "      <th>tax_code</th>\n",
                            "      <th>owner_zip</th>\n",
                            "      <th>name</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>92.0</td>\n",
                            "      <td>2014-01-14</td>\n",
                            "      <td>0</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>Tiramisu Kitchen</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>94.0</td>\n",
                            "      <td>2014-07-29</td>\n",
                            "      <td>1</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>Tiramisu Kitchen</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>82.0</td>\n",
                            "      <td>2016-05-03</td>\n",
                            "      <td>2</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>Tiramisu Kitchen</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2014-06-12</td>\n",
                            "      <td>3</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>OMNI S.F. Hotel - 2nd Floor Pantry</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>96.0</td>\n",
                            "      <td>2014-11-24</td>\n",
                            "      <td>4</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94104</td>\n",
                            "      <td>OMNI S.F. Hotel - 2nd Floor Pantry</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10390</th>\n",
                            "      <td>94.0</td>\n",
                            "      <td>2016-08-19</td>\n",
                            "      <td>10390</td>\n",
                            "      <td>94102</td>\n",
                            "      <td>H24</td>\n",
                            "      <td>94566</td>\n",
                            "      <td>Jamba Juice</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10391</th>\n",
                            "      <td>90.0</td>\n",
                            "      <td>2016-09-22</td>\n",
                            "      <td>10391</td>\n",
                            "      <td>94109</td>\n",
                            "      <td>H91</td>\n",
                            "      <td>94109</td>\n",
                            "      <td>Epicurean at Sacred Heart Catholic Prep School</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10392</th>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-09-12</td>\n",
                            "      <td>10392</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>H36</td>\n",
                            "      <td>29615</td>\n",
                            "      <td>AT&amp;T Park - Beer Cart/View Level, Sec. 333</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10393</th>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-09-12</td>\n",
                            "      <td>10393</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>H36</td>\n",
                            "      <td>29615</td>\n",
                            "      <td>AT&amp;T Park - Beer Cart/Lower CF, Sec. 140</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10394</th>\n",
                            "      <td>100.0</td>\n",
                            "      <td>2016-09-12</td>\n",
                            "      <td>10394</td>\n",
                            "      <td>94107</td>\n",
                            "      <td>H36</td>\n",
                            "      <td>29615</td>\n",
                            "      <td>AT&amp;T Park - Beer Cart/Lower CF, Sec. 142</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>10395 rows × 7 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "       score       date     id postal_code tax_code owner_zip  \\\n",
                            "0       92.0 2014-01-14      0       94104      H24     94104   \n",
                            "1       94.0 2014-07-29      1       94104      H24     94104   \n",
                            "2       82.0 2016-05-03      2       94104      H24     94104   \n",
                            "3       96.0 2014-06-12      3       94104      H24     94104   \n",
                            "4       96.0 2014-11-24      4       94104      H24     94104   \n",
                            "...      ...        ...    ...         ...      ...       ...   \n",
                            "10390   94.0 2016-08-19  10390       94102      H24     94566   \n",
                            "10391   90.0 2016-09-22  10391       94109      H91     94109   \n",
                            "10392  100.0 2016-09-12  10392       94107      H36     29615   \n",
                            "10393  100.0 2016-09-12  10393       94107      H36     29615   \n",
                            "10394  100.0 2016-09-12  10394       94107      H36     29615   \n",
                            "\n",
                            "                                                 name  \n",
                            "0                                    Tiramisu Kitchen  \n",
                            "1                                    Tiramisu Kitchen  \n",
                            "2                                    Tiramisu Kitchen  \n",
                            "3                  OMNI S.F. Hotel - 2nd Floor Pantry  \n",
                            "4                  OMNI S.F. Hotel - 2nd Floor Pantry  \n",
                            "...                                               ...  \n",
                            "10390                                     Jamba Juice  \n",
                            "10391  Epicurean at Sacred Heart Catholic Prep School  \n",
                            "10392      AT&T Park - Beer Cart/View Level, Sec. 333  \n",
                            "10393        AT&T Park - Beer Cart/Lower CF, Sec. 140  \n",
                            "10394        AT&T Park - Beer Cart/Lower CF, Sec. 142  \n",
                            "\n",
                            "[10395 rows x 7 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",
                "    \"score\": ww.logical_types.Integer,\n",
                "    \"date\": ww.logical_types.Datetime,\n",
                "    \"postal_code\": ww.logical_types.Categorical,\n",
                "    \"tax_code\": ww.logical_types.Categorical,\n",
                "    \"owner_zip\": ww.logical_types.Categorical,\n",
                "    \"name\": ww.logical_types.Categorical\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(inspections_train_pd)\n",
                "add_index(inspections_test_pd)\n",
                "inspections_pd_logical_types = {\n",
                "    \"index\": ww.logical_types.Integer,\n",
                "    \"score\": ww.logical_types.Integer,\n",
                "    \"date\": ww.logical_types.Datetime,\n",
                "    \"id\": ww.logical_types.Integer\n",
                "}\n",
                "inspections_train_pd.ww.init(logical_types=inspections_pd_logical_types, index=\"index\", name=\"inspections\")\n",
                "inspections_test_pd.ww.init(logical_types=inspections_pd_logical_types, index=\"index\", name=\"inspections\")\n",
                "\n",
                "add_index(violations_train_pd)\n",
                "add_index(violations_test_pd)\n",
                "violations_pd_logical_types = {\n",
                "    \"index\": ww.logical_types.Integer,\n",
                "    \"violation_type_id\": ww.logical_types.Categorical,\n",
                "    \"risk_category\": ww.logical_types.Categorical,\n",
                "    \"description\": ww.logical_types.Categorical,\n",
                "    \"date\": ww.logical_types.Datetime,\n",
                "    \"id\": ww.logical_types.Integer\n",
                "}\n",
                "violations_train_pd.ww.init(logical_types=violations_pd_logical_types, index=\"index\", name=\"violations\")\n",
                "violations_test_pd.ww.init(logical_types=violations_pd_logical_types, index=\"index\", name=\"violations\")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 30,
            "metadata": {},
            "outputs": [],
            "source": [
                "dataframes_train = {\n",
                "    \"population\" : (population_train_pd, ),\n",
                "    \"inspections\" : (inspections_train_pd, ),\n",
                "    \"violations\" : (violations_train_pd, )\n",
                "}"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 31,
            "metadata": {},
            "outputs": [],
            "source": [
                "dataframes_test = {\n",
                "    \"population\" : (population_test_pd, ),\n",
                "    \"inspections\" : (inspections_test_pd, ),\n",
                "    \"violations\" : (violations_test_pd, )\n",
                "}"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 32,
            "metadata": {},
            "outputs": [],
            "source": [
                "relationships = [\n",
                "    (\"population\", \"id\", \"inspections\", \"id\"),\n",
                "    (\"population\", \"id\", \"violations\", \"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": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th> name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"target\"> score</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">postal_code</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">tax_code   </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">owner_zip  </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">name                            </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">COUNT(inspections)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">COUNT(violations)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.description)    </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.risk_category)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.violation_type_id)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.description)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.risk_category)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.violation_type_id)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">DAY(date)  </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MONTH(date)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">WEEKDAY(date)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">YEAR(date) </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">MAX(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">MEAN(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">MIN(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">SKEW(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">STD(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">SUM(inspections.score)</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 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\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Tiramisu Kitchen</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\">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\">14</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\">2014</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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</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\">94</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Tiramisu Kitchen</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\">Improper storage of equipment ut...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103119</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">3</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\">29</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">7</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">1</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2014</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">14</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\">2014</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\">14</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\">2014</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",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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: 0ch\"\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\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</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\">82</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Tiramisu Kitchen</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\">Improper storage of equipment ut...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103119</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\">5</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\">1</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2016</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">14</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\">2014</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\">1</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">14</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\">2014</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\">1</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">94</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">93</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">92</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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: 0ch\"\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: 4ch\"\n",
                            "                >.4142</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">186</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</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\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">OMNI S.F. Hotel - 2nd Floor Pant...</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\">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\">12</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\">2014</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">18</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">11</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\">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\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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: 0ch\"\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\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">OMNI S.F. Hotel - 2nd Floor Pant...</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\">Improper storage of equipment ut...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103145</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\">24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">11</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">0</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2014</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">12</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\">2013</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\">2</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">12</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\">2014</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",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">98</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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: 0ch\"\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: 4ch\"\n",
                            "                >.8284</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">196</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</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: 0ch\"\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",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">...</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>10390</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">94</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94102</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94566</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Jamba Juice</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\">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\">19</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">8</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">4</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>10391</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">90</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H91</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94109</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Epicurean at Sacred Heart Cathol...</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\">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\">22</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">9</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">3</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>10392</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94107</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H36</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">29615</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">AT&amp;T Park - Beer Cart/View Level...</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\">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\">12</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\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>10393</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94107</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H36</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">29615</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">AT&amp;T Park - Beer Cart/Lower CF, ...</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\">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\">12</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\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>10394</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94107</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H36</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">29615</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">AT&amp;T Park - Beer Cart/Lower CF, ...</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\">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\">12</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\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    10395 rows x 39 columns<br />\n",
                            "    memory usage: 1.91 MB<br />\n",
                            "    name: featuretools_train<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            " name    score   postal_code   tax_code      owner_zip     ...   MEAN(inspections.score)   MIN(inspections.score)\n",
                            " role   target   categorical   categorical   categorical   ...                 numerical                numerical\n",
                            "    0       92   94104         H24           94104         ...                      nan                      nan \n",
                            "    1       94   94104         H24           94104         ...                       92                       92 \n",
                            "    2       82   94104         H24           94104         ...                       93                       92 \n",
                            "    3       96   94104         H24           94104         ...                      100                      100 \n",
                            "    4       96   94104         H24           94104         ...                       98                       96 \n",
                            "           ...   ...           ...           ...                                     ...                      ...\n",
                            "10390       94   94102         H24           94566         ...                      nan                      nan \n",
                            "10391       90   94109         H91           94109         ...                      nan                      nan \n",
                            "10392      100   94107         H36           29615         ...                      nan                      nan \n",
                            "10393      100   94107         H36           29615         ...                      nan                      nan \n",
                            "10394      100   94107         H36           29615         ...                      nan                      nan \n",
                            "\n",
                            " name   SKEW(inspections.score)   STD(inspections.score)   SUM(inspections.score)\n",
                            " role                 numerical                numerical                numerical\n",
                            "    0                      nan                  nan                             0\n",
                            "    1                      nan                  nan                            92\n",
                            "    2                      nan                    1.4142                      186\n",
                            "    3                      nan                  nan                           100\n",
                            "    4                      nan                    2.8284                      196\n",
                            "                            ...                  ...                          ...\n",
                            "10390                      nan                  nan                             0\n",
                            "10391                      nan                  nan                             0\n",
                            "10392                      nan                  nan                             0\n",
                            "10393                      nan                  nan                             0\n",
                            "10394                      nan                  nan                             0\n",
                            "\n",
                            "\n",
                            "10395 rows x 39 columns\n",
                            "memory usage: 1.91 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 36,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "featuretools_train.set_role(\"score\", 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": {
                        "text/html": [
                            "<style>\n",
                            "  table {\n",
                            "    font-family: Helvetica, sans-serif;\n",
                            "  }\n",
                            "\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 !important;\n",
                            "    border-right: 1px solid LightGray;\n",
                            "  }\n",
                            "  th.sub-header {\n",
                            "    font-weight: normal;\n",
                            "    font-style: italic;\n",
                            "  }\n",
                            "  .join_key,\n",
                            "  .numerical,\n",
                            "  .target,\n",
                            "  .unused_float {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "\n",
                            "  .char-align {\n",
                            "    text-align: right !important;\n",
                            "  }\n",
                            "  span.left {\n",
                            "    text-align: right;\n",
                            "    width: 3em;\n",
                            "  }\n",
                            "  span.right {\n",
                            "    float: right;\n",
                            "    text-align: left;\n",
                            "  }\n",
                            "</style>\n",
                            "\n",
                            "<table class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      \n",
                            "        \n",
                            "          <th>name</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"target\"> score</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">postal_code</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">tax_code   </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">owner_zip  </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">name                            </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">COUNT(inspections)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">COUNT(violations)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.description)    </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.risk_category)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.violation_type_id)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.description)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.risk_category)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.violation_type_id)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">DAY(date)  </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MONTH(date)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">WEEKDAY(date)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">YEAR(date) </th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(inspections.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(inspections.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">MODE(violations.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.DAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.MONTH(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.WEEKDAY(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"categorical\">NUM_UNIQUE(violations.YEAR(date))</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">MAX(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">MEAN(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">MIN(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">SKEW(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">STD(inspections.score)</th>\n",
                            "        \n",
                            "      \n",
                            "        \n",
                            "          <th class=\"numerical\">SUM(inspections.score)</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 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\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">OMNI S.F. Hotel - 2nd Floor Pant...</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\">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\">18</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">11</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\">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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</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\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94104</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">OMNI S.F. Hotel - 2nd Floor Pant...</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\">Improper storage of equipment ut...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103119</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">3</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\">11</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\">2016</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">12</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">11</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">0</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2014</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">3</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\">2</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">12</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\">2014</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\">2</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">1</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</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",
                            "                >.3333</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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: 4ch\"\n",
                            "                >.7321</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",
                            "                >.3094</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">292</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</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\">94</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94110</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94114</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">CHARLIE&#x27;S DELI CAFE</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\">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\">9</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">12</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\">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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</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\">78</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94111</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94111</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Oasis Grill</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\">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\">25</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\">2014</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: 0ch\"\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: 0ch\"\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: 0ch\"\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\">91</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94122</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94122</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">STARBUCKS</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\">Wiping cloths not clean or prope...</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Low Risk</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">103149</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\">19</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\">2014</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">10</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\">2014</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\">10</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\">2014</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",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">98</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">98</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\">98</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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\">98</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</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: 0ch\"\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",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align numerical\">\n",
                            "              <span class=\"left\">...</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2487</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">91</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94110</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H25</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94110</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Bernal Heights Pizzeria</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\">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\">7</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">6</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">1</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2488</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">84</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94133</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H24</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94133</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Chongqing Xiaomian</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\">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\">30</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\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2489</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">NULL</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H91</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94107</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Fare Resources</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\">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\">17</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\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2490</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">96</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94118</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H25</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94118</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">Dancing Bull</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\">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\">15</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\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>2491</th>\n",
                            "        \n",
                            "          \n",
                            "            \n",
                            "              \n",
                            "              \n",
                            "          \n",
                            "            <td class=\"char-align target\">\n",
                            "              <span class=\"left\">100</span\n",
                            "              ><span class=\"right\" style=\"width: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94107</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">H36</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">94107</td>\n",
                            "          \n",
                            "        \n",
                            "          \n",
                            "            <td class=\"categorical\">AT&amp;T - Hol n Jam Cart/Upper CF, ...</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\">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\">12</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\">2016</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: 0ch\"\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: 0ch\"\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: 0ch\"\n",
                            "                >&nbsp;</span\n",
                            "              >\n",
                            "            </td>\n",
                            "          \n",
                            "        \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>\n",
                            "\n",
                            "  <p>\n",
                            "    2492 rows x 39 columns<br />\n",
                            "    memory usage: 0.46 MB<br />\n",
                            "    name: featuretools_test<br />\n",
                            "    type: getml.DataFrame<br />\n",
                            "    \n",
                            "  </p>\n"
                        ],
                        "text/plain": [
                            "name    score   postal_code   tax_code      owner_zip     ...   MEAN(inspections.score)   MIN(inspections.score)\n",
                            "role   target   categorical   categorical   categorical   ...                 numerical                numerical\n",
                            "   0      100   94104         H24           94104         ...                  nan                          nan \n",
                            "   1       96   94104         H24           94104         ...                   97.3333                      96 \n",
                            "   2       94   94110         H24           94114         ...                  nan                          nan \n",
                            "   3       78   94111         H24           94111         ...                  nan                          nan \n",
                            "   4       91   94122         H24           94122         ...                   98                           98 \n",
                            "          ...   ...           ...           ...                                 ...                          ...\n",
                            "2487       91   94110         H25           94110         ...                  nan                          nan \n",
                            "2488       84   94133         H24           94133         ...                  nan                          nan \n",
                            "2489       96   NULL          H91           94107         ...                  nan                          nan \n",
                            "2490       96   94118         H25           94118         ...                  nan                          nan \n",
                            "2491      100   94107         H36           94107         ...                  nan                          nan \n",
                            "\n",
                            "name   SKEW(inspections.score)   STD(inspections.score)   SUM(inspections.score)\n",
                            "role                 numerical                numerical                numerical\n",
                            "   0                  nan                      nan                             0\n",
                            "   1                    1.7321                   2.3094                      292\n",
                            "   2                  nan                      nan                             0\n",
                            "   3                  nan                      nan                             0\n",
                            "   4                  nan                      nan                            98\n",
                            "                       ...                      ...                          ...\n",
                            "2487                  nan                      nan                             0\n",
                            "2488                  nan                      nan                             0\n",
                            "2489                  nan                      nan                             0\n",
                            "2490                  nan                      nan                             0\n",
                            "2491                  nan                      nan                             0\n",
                            "\n",
                            "\n",
                            "2492 rows x 39 columns\n",
                            "memory usage: 0.46 MB\n",
                            "type: getml.DataFrame"
                        ]
                    },
                    "execution_count": 37,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "featuretools_test.set_role(\"score\", 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.\n",
                "\n",
                "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": [
                {
                    "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": 38,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "imputation = getml.preprocessors.Imputation()\n",
                "\n",
                "predictor = getml.predictors.XGBoostRegressor(n_jobs=1)\n",
                "\n",
                "pipe2 = getml.pipeline.Pipeline(\n",
                "    tags=['featuretools'],\n",
                "    preprocessors=[imputation],\n",
                "    predictors=[predictor],\n",
                "    include_categorical=True,\n",
                ")\n",
                "\n",
                "pipe2"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 39,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Checking data model<span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "Checking data model\u001b[33m...\u001b[0m\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Staging... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  Preprocessing... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  Checking... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[?25h"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">The pipeline check generated <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> issues labeled INFO and <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> issues labeled WARNING.\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "The pipeline check generated \u001b[1;36m1\u001b[0m issues labeled INFO and \u001b[1;36m1\u001b[0m issues labeled WARNING.\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">To see the issues in full, run <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">.check</span><span style=\"font-weight: bold\">()</span> on the pipeline.\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "To see the issues in full, run \u001b[1;35m.check\u001b[0m\u001b[1m(\u001b[0m\u001b[1m)\u001b[0m on the pipeline.\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Staging... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  Preprocessing... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  XGBoost: Training as predictor... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:12\n",
                        "\u001b[?25h"
                    ]
                },
                {
                    "data": {
                        "text/html": [
                            "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Trained pipeline.\n",
                            "</pre>\n"
                        ],
                        "text/plain": [
                            "Trained pipeline.\n"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Time taken: 0:00:12.224273.\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": 39,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "pipe2.fit(featuretools_train)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 40,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[2K  Staging... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[2K  Preprocessing... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% • 00:00\n",
                        "\u001b[?25h"
                    ]
                },
                {
                    "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\">2024-09-12 11:53:55</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">featuretools_train</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">score</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">5.1359</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">6.7501</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">0.321</td>\n",
                            "            \n",
                            "          \n",
                            "      </tr>\n",
                            "    \n",
                            "      <tr>\n",
                            "        <th>1</th>\n",
                            "          \n",
                            "            \n",
                            "              <td class=\"datetime\">2024-09-12 11:53:55</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">featuretools_test</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"str\">score</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">5.4491</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">7.1941</td>\n",
                            "            \n",
                            "          \n",
                            "            \n",
                            "              <td class=\"float\">0.2626</td>\n",
                            "            \n",
                            "          \n",
                            "      </tr>\n",
                            "    \n",
                            "  </tbody>\n",
                            "</table>"
                        ],
                        "text/plain": [
                            "    date time             set used             target       mae      rmse   rsquared\n",
                            "0   2024-09-12 11:53:55   featuretools_train   score     5.1359    6.7501     0.321 \n",
                            "1   2024-09-12 11:53:55   featuretools_test    score     5.4491    7.1941     0.2626"
                        ]
                    },
                    "execution_count": 40,
                    "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": 41,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/markdown": [
                            "```sql\n",
                            "DROP TABLE IF EXISTS \"FEATURE_1_46\";\n",
                            "\n",
                            "CREATE TABLE \"FEATURE_1_46\" AS\n",
                            "SELECT COUNT( t1.\"date\" - t2.\"date\"  ) - COUNT( DISTINCT t1.\"date\" - t2.\"date\" ) AS \"feature_1_46\",\n",
                            "       t1.rowid AS rownum\n",
                            "FROM \"POPULATION__STAGING_TABLE_1\" t1\n",
                            "INNER JOIN \"VIOLATIONS__STAGING_TABLE_3\" t2\n",
                            "ON t1.\"business_id\" = t2.\"business_id\"\n",
                            "WHERE t2.\"date__1_000000_days\" <= t1.\"date\"\n",
                            "GROUP BY t1.rowid;\n",
                            "```"
                        ],
                        "text/plain": [
                            "'DROP TABLE IF EXISTS \"FEATURE_1_46\";\\n\\nCREATE TABLE \"FEATURE_1_46\" AS\\nSELECT COUNT( t1.\"date\" - t2.\"date\"  ) - COUNT( DISTINCT t1.\"date\" - t2.\"date\" ) AS \"feature_1_46\",\\n       t1.rowid AS rownum\\nFROM \"POPULATION__STAGING_TABLE_1\" t1\\nINNER JOIN \"VIOLATIONS__STAGING_TABLE_3\" t2\\nON t1.\"business_id\" = t2.\"business_id\"\\nWHERE t2.\"date__1_000000_days\" <= t1.\"date\"\\nGROUP BY t1.rowid;'"
                        ]
                    },
                    "execution_count": 41,
                    "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": null,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Creates a folder named sfscores_pipeline containing\n",
                "# the SQL code.\n",
                "pipe1.features.to_sql().save(\"sfscores_pipeline\")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "source": [
                "pipe1.features.to_sql(dialect=getml.pipeline.dialect.spark_sql).save(\"sfscores_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": 44,
            "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>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>28.9%</td>\n",
                            "      <td>7.05</td>\n",
                            "      <td>5.32</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>featuretools</td>\n",
                            "      <td>26.3%</td>\n",
                            "      <td>7.19</td>\n",
                            "      <td>5.45</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "              Name R-squared  RMSE   MAE\n",
                            "0  getML: FastProp     28.9%  7.05  5.32\n",
                            "1     featuretools     26.3%  7.19  5.45"
                        ]
                    },
                    "execution_count": 44,
                    "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:.1%}' for score in scores],\n",
                "    'RMSE': [f'{score.rmse:,.2f}' for score in scores],\n",
                "    'MAE': [f'{score.mae:,.2f}' for score in scores]\n",
                "})"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "source": [
                "getml.engine.shutdown()"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "As we can see, getML's FastProp outperforms featuretools according to all three measures."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### 3. Conclusion\n",
                "\n",
                "We have benchmarked getML against featuretools on dataset related to health inspections of eateries in San Francisco. We have found that getML outperforms featuretools."
            ]
        },
        {
            "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)."
            ]
        }
    ],
    "metadata": {
        "jupytext": {
            "encoding": "# -*- coding: utf-8 -*-",
            "formats": "ipynb,py:percent,md"
        },
        "kernelspec": {
            "display_name": "Python 3 (ipykernel)",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.11.4"
        },
        "toc": {
            "base_numbering": 1,
            "nav_menu": {},
            "number_sections": false,
            "sideBar": true,
            "skip_h1_title": false,
            "title_cell": "Table of Contents",
            "title_sidebar": "Contents",
            "toc_cell": false,
            "toc_position": {},
            "toc_section_display": true,
            "toc_window_display": true
        },
        "vscode": {
            "interpreter": {
                "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
            }
        }
    },
    "nbformat": 4,
    "nbformat_minor": 4
}