Visual_Cohort_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initialize App"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import pixiedust\n",
    "from pixiedust_health import cohort, pixieHealthApp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "path_to_synthetic_data = './synthetic_data/'\n",
    "\n",
    "demographics = pd.read_csv(path_to_synthetic_data + 'create_v_demographic.csv', delimiter=\"\\t\")\n",
    "diagnosis = pd.read_csv(path_to_synthetic_data + 'create_v_diagnosis.csv', delimiter=\"\\t\")\n",
    "observations = pd.read_csv(path_to_synthetic_data + 'create_v_observation.csv', delimiter=\"\\t\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create Cohorts class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "handlerId": "dataframe"
     }
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><style type=\"text/css\" class=\"pd_save is-viewer-good\">\n",
       "  .df-table-wrapper .panel-heading {\n",
       "    border-radius: 0;\n",
       "    padding: 0px;\n",
       "  }\n",
       "  .df-table-wrapper .panel-heading:hover {\n",
       "    border-color: #008571;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a {\n",
       "    background-color: #f9f9fb;\n",
       "    color: #333333;\n",
       "    display: block;\n",
       "    outline: none;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a:hover {\n",
       "    background-color: #337ab7;\n",
       "    border-color: #2e6da4;\n",
       "    color: #ffffff;\n",
       "    display: block;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper {\n",
       "    font-size: small;\n",
       "    font-weight: 300;\n",
       "    letter-spacing: 0.5px;\n",
       "    line-height: normal;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-search-count {\n",
       "    display: inline-block;\n",
       "    margin: 20px 0;\n",
       "  }\n",
       "  .df-table-container {\n",
       "    max-height: 50vh;\n",
       "    max-width: 100%;\n",
       "    overflow-x: auto;\n",
       "    position: relative;\n",
       "  }\n",
       "  .df-table-wrapper table {\n",
       "    border: 0 none #ffffff;\n",
       "    border-collapse: collapse;\n",
       "    margin: 0;\n",
       "    min-width: 100%;\n",
       "    padding: 0;\n",
       "    table-layout: fixed;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-wrapper tr.hidden {\n",
       "    display: none;\n",
       "  }\n",
       "  .df-table-wrapper tr:nth-child(even) {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.even {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.odd {\n",
       "    background-color: #ffffff;\n",
       "  }\n",
       "  .df-table-wrapper td + td {\n",
       "    border-left: 1px solid #e0e0e0;\n",
       "  }\n",
       "\n",
       "  .df-table-wrapper thead,\n",
       "  .fixed-header {\n",
       "    color: #337ab7;\n",
       "    font-family: monospace;\n",
       "  }\n",
       "  .df-table-wrapper tr,\n",
       "  .fixed-row {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "  .df-table-wrapper th,\n",
       "  .df-table-wrapper td,\n",
       "  .fixed-cell {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    min-width: 50px;\n",
       "    padding: 5px 20px 5px 10px;\n",
       "    text-align: left;\n",
       "    word-wrap: break-word;\n",
       "  }\n",
       "  .df-table-wrapper th {\n",
       "    padding-bottom: 0;\n",
       "    padding-top: 0;\n",
       "  }\n",
       "  .df-table-wrapper th div {\n",
       "    max-height: 1px;\n",
       "    visibility: hidden;\n",
       "  }\n",
       "\n",
       "  .df-schema-field {\n",
       "    margin-left: 10px;\n",
       "  }\n",
       "\n",
       "  .fixed-header-container {\n",
       "    overflow: hidden;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-header {\n",
       "    border-bottom: 2px solid #2e6da4;\n",
       "    display: table;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-row {\n",
       "    display: table-row;\n",
       "  }\n",
       "  .fixed-cell {\n",
       "    display: table-cell;\n",
       "  }\n",
       "</style><div class=\"df-table-wrapper df-table-wrapper-cd9848e6 panel-group pd_save is-viewer-good\">\n",
       "  <!-- dataframe schema -->\n",
       "  \n",
       "  <div class=\"panel panel-default\">\n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-schema-cd9848e6\" data-parent=\"#df-table-wrapper-cd9848e6\">Schema</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    <div id=\"df-schema-cd9848e6\" class=\"panel-collapse collapse\">\n",
       "      <div class=\"panel-body\" style=\"font-family: monospace;\">\n",
       "        <div class=\"df-schema-type\">\n",
       "          <span>type: </span><span>Pandas DataFrame Row</span>\n",
       "        </div>\n",
       "        <div class=\"df-schema-fields\">\n",
       "          <div>field:</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('O'), 'name': 'EXPLORYS_PATIENT_ID'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'HBA1C'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'HEIGHT'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'WEIGHT'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'STD_GENDER'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'AGE'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'STD_ETHNICITY'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'STD_RACE'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'POSTAL_CODE_3'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'BMI'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('bool'), 'name': 'HAS_DISEASE'}</div>\n",
       "          \n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "  \n",
       "  <!-- dataframe table -->\n",
       "  <div class=\"panel panel-default\">\n",
       "    \n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-table-cd9848e6\" data-parent=\"#df-table-wrapper-cd9848e6\">Table</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    \n",
       "    <div id=\"df-table-cd9848e6\" class=\"panel-collapse collapse in\">\n",
       "      <div class=\"panel-body\">\n",
       "        \n",
       "        <input class=\"df-table-search form-control input-sm\" placeholder=\"Search table\" type=\"text\">\n",
       "        <div>\n",
       "          <span class=\"df-table-search-count\">Showing 100 of 70789</span>\n",
       "        </div>\n",
       "        <!-- fixed header for when dataframe table scrolls -->\n",
       "        <div class=\"fixed-header-container\">\n",
       "          <div class=\"fixed-header\">\n",
       "            <div class=\"fixed-row\">\n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">EXPLORYS_PATIENT_ID</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">HBA1C</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">HEIGHT</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">WEIGHT</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">STD_GENDER</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">AGE</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">STD_ETHNICITY</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">STD_RACE</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">POSTAL_CODE_3</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">BMI</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">HAS_DISEASE</div>\n",
       "              \n",
       "              \n",
       "            </div>\n",
       "          </div>\n",
       "        </div>\n",
       "        <div class=\"df-table-container\">\n",
       "          <table class=\"df-table\">\n",
       "            <thead>\n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <th><div>EXPLORYS_PATIENT_ID</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>HBA1C</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>HEIGHT</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>WEIGHT</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>STD_GENDER</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>AGE</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>STD_ETHNICITY</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>STD_RACE</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>POSTAL_CODE_3</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>BMI</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>HAS_DISEASE</div></th>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "            </thead>\n",
       "            <tbody>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00013D2EFD8E45D1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.05</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>174.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>94</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>631.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>24.3019351237</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00016F745862898F</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>158.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.7213293661</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00024B3D2352D2D0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>188.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>544.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>22.9176097782</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0002F28CE057345B</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.73571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>143.642857143</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>170.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.5300044188</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>000308435E3E5B76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.21176470588</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.647058824</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.8823529412</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>82</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>556.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.310943378</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>000489E7EAAD463F</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>195.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>65.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>470.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>17.094017094</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00048EF1F4791C68</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.46666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.166666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.1666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>380.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.6725416697</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0004F0ABD505251D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>132.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>44.6397433215</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00052705243EA128</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.56756756757</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>164.054054054</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.4324324324</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>609.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.3990457295</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00070B63745BE497</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.55</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>838.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.0491908101</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0007F12A492FD25D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.45714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.3714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>98</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>272.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.3711633824</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>000B4662348C35B4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.876</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.24</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.32</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>840.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.9457073084</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>000DDD364C46E2C6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.61666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>604.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.2949144099</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00108066CA1FACCE</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.41333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>158.133333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>52</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>853.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>27.8598119147</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0011714C14B52EEB</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.35</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>162.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>62.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>973.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>23.7197073617</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0011CB1FE23E91AF</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>124.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>82.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>43.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>53.3298647242</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0012AFEEC379A69D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>87.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>435.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>40.8144117095</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00131C35661B2926</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.58571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>145.714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.7857142857</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>932.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.1639753941</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00139C345A104F72</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.43684210526</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.631578947</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.5789473684</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>320.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.7503226607</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0013E139F1F37264</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.61428571429</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.428571429</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.8571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>64</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>420.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.3607054864</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0014FFD71C90B753</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>284.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.0861804307</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00151A878F9A2C0D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.48888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.444444444</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>98</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.14119352</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00157F1570C74E09</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.74736842105</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.3684210526</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>106</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>750.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.2959378179</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001731EB127233DA</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>599.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.8156691871</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00187DB5DFDE4D18</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.05555555556</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>134.222222222</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.1111111111</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>768.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>42.2473246787</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0018BD6F2F493452</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.36666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>134.166666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>780.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>41.9428262799</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0019148B5BA223FB</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.05454545455</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>132.818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>82.4545454545</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>530.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>46.7411658166</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00196F0702489342</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.22</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>60</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>201.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.1072057203</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001A6B93EEA3062E</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.37142857143</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>138.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.8571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>900.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.2572688811</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001AFA59A08ABBF1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.28</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>131.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>66.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>541.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.4583209399</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001B371802E7EF58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.025</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>64.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>335.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>27.2507843915</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001CAFF084B21E14</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>123.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>786.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>45.6077731509</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001D0E59C94130D3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.72857142857</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>66.5714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>93</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.5100471774</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001DCB150EB10825</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>51.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>190.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>23.9256896228</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001E32373E05BA96</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.72222222222</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>136.222222222</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85.2222222222</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>96</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>765.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>45.9258214488</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001EA2F4DB30F105</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.925</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>142.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>65.625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>92</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>600.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.4313305185</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001F135A720283D1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.48888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.555555556</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.2222222222</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>480.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.4776923061</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00205821D74AA7D8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.78181818182</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.318181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80.8636363636</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>53</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>913.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.9561991233</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0021940CF994C374</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.08888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>160.444444444</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.7777777778</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>110.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.2715372043</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0021B3C854C968C8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.68</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>97</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>640.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>37.2041522491</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0021BB555A3F9404</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>116.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>93.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>446.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.1141498216</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0021D4CDAFC0609F</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.70434782609</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.652173913</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>130.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.8240057911</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002354398A00234E</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.56666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>84</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>900.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.8871833107</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00237322613CFC3C</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>134.333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>92</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>330.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>40.822860802</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00240BD4B2B5FF81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.46875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.5625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.4375</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>93</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>612.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.724215478</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00242FF5E7A3F2D9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.58787878788</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>144.848484848</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.6060606061</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>330.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.988585634</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00244B6D9AB50F9B</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.725</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>170.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>82.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>370.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.6332179931</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0024BC7896C93558</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.52105263158</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.789473684</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>67.0526315789</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>945.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.884998437</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00256A69373687B4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.41764705882</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.588235294</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>110.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.8577800409</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002578091E1953AF</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.25454545455</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.7272727273</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>300.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.0651628334</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0025ACAB19F5DEC0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>145.181818182</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.6363636364</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>335.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.9355730787</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00271F7DF9C2B88A</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.325</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.125</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.375</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>91</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>967.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.9949292077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00291F39917544B1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.6652173913</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>140.47826087</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.2608695652</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>810.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>41.1778077221</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00292690B3A0F128</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.44</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>139.1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>106</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>598.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>39.5373152147</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00292D3DBB23CE44</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>131.333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.3333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>92</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>342.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>39.6170991265</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0029E04EA5560141</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.71666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>137.833333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>60.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.4250411958</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002A425E967ED186</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.56666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>185.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>335.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>21.9138056976</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002A6E193552D760</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.15833333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>159.666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>92</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>919.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.2825519415</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002AB71D3224BE66</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.58571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>152.285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>551.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.7898405077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002AFD7289D200A7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.50740740741</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.111111111</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.6296296296</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>850.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.8437400748</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002B3C98CF5447B5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.97142857143</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>172.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.4285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>856.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>26.1724484277</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002B6203FF086ABA</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>173.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>750.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>24.7251829329</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002D423A942D9005</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>97</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>334.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.4307570784</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002E03D723514743</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.75714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.428571429</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.8571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>493.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>37.4247525763</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002F4FA17FE4E10C</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.1375</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>780.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.2647198815</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0030B7E33556BBA5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.23333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>158.333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>90.3333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>490.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.0332409972</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0030C3E959BE6A67</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>166.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>57</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>161.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>24.6770213384</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0031161707ED8F11</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>124.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>90</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>272.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>44.2247658689</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00311D6D9C53FBC2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.18</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>142.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>62</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>594.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>37.4429676651</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0031E4B9F2F11B24</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>7.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>172.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>989.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>27.041644132</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00326424F9BA8D5B</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>84</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>750.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>40.1753104456</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0032F41112497054</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.55</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>197.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>800.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>20.894087486</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00338D68A0E38EE9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>129.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>56.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>230.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.6518238087</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0034B2FE5F924A2A</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>171.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>64</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>197.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.4367155706</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0035DBD2C0199FBE</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.37682926829</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.87804878</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.2804878049</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>50</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>341.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.8732712991</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0036004F5BAF9171</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>104</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>850.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.1859021183</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00364D31615716BE</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.14285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>164.333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.380952381</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>870.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.6538340593</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003661BEC7CFF115</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.96363636364</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.363636364</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.1818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>nan</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.2278847267</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00388B34335069C0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.48125</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.1875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>440.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.8606751953</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0038C1B1E637A1C7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.7777777778</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>294.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.8387554463</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0039A9422C87FBEC</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.375</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>440.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>40.0882843115</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003A7E32FEBE9F4D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.45</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>59</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>983.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.4811192492</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003AE4429AC2BDE7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.29230769231</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>142.961538462</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.7692307692</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>55</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>510.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.0941508121</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003B6F232BC9A674</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.73333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>21.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.659647281</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003BC90FDA5685E2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.57727272727</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>156.636363636</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.8636363636</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>541.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.3282216059</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003D67A9716DC59A</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.66666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>135.133333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.9333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>705.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>39.9393583758</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003F580E922199BE</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.08</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>172.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>66.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>96</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>967.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>22.5121687399</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0040CF7315D51D01</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.97307692308</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>142.769230769</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.3846153846</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>84</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>120.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.4933626263</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00422125F788CC20</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>135.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>61.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>359.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.4705075446</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0044E599C4A33421</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.62</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>152.4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>334.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.6556168668</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00450821C39E0323</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.375</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>165.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.125</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>91</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>296.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.7078876959</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0045838358BCA530</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>140.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>970.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.6071428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0045A5AFF076CBE6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.63888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>144.388888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.7777777778</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>10.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.347480851</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0046020E72E1CBFD</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.40810810811</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.945945946</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.1891891892</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>327.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.3428219195</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00490754761BC1C2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.78571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.071428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.9285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>90</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>945.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.9652514755</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004B364955271F56</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.425</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>480.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.328904788</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004B9C56FC7FCCF5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>144.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>65.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>750.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.3464506173</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004CA2ABE3A188A3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>104.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>37.4843815077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004D5287886B67AF</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.6875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.375</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>37.4218984931</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>False</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004DB9BFD7AD35DC</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.41333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.7333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>476.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.8075957812</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "            </tbody>\n",
       "          </table>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "</div><script class=\"pd_save is-viewer-good\">\n",
       "  $(function() {\n",
       "    var tableWrapper = $('.df-table-wrapper-cd9848e6');\n",
       "    var fixedHeader = $('.fixed-header', tableWrapper);\n",
       "    var tableContainer = $('.df-table-container', tableWrapper);\n",
       "    var table = $('.df-table', tableContainer);\n",
       "    var rows = $('tbody > tr', table);\n",
       "    var total = 70789;\n",
       "\n",
       "    fixedHeader\n",
       "      .css('width', table.width())\n",
       "      .find('.fixed-cell')\n",
       "      .each(function(i, e) {\n",
       "        $(this).css('width', $('.df-table-wrapper-cd9848e6 th:nth-child(' + (i+1) + ')').css('width'));\n",
       "      });\n",
       "\n",
       "    tableContainer.scroll(function() {\n",
       "      fixedHeader.css({ left: table.position().left });\n",
       "    });\n",
       "\n",
       "    rows.on(\"click\", function(e){\n",
       "        var txt = e.delegateTarget.innerText;\n",
       "        var splits = txt.split(\"\\t\");\n",
       "        var len = splits.length;\n",
       "        var hdrs = $(fixedHeader).find(\".fixed-cell\");\n",
       "        // Add all cells in the selected row as a map to be consumed by the target as needed\n",
       "        var payload = {type:\"select\", targetDivId: \"\" };\n",
       "        for (var i = 0; i < len; i++) {\n",
       "          payload[hdrs[i].innerHTML] = splits[i];\n",
       "        }\n",
       "\n",
       "        //simple selection highlighting, client adds \"selected\" class\n",
       "        $(this).addClass(\"selected\").siblings().removeClass(\"selected\");\n",
       "        $(document).trigger('pd_event', payload);\n",
       "    });\n",
       "\n",
       "    $('.df-table-search', tableWrapper).keyup(function() {\n",
       "      var val = '^(?=.*\\\\b' + $.trim($(this).val()).split(/\\s+/).join('\\\\b)(?=.*\\\\b') + ').*$';\n",
       "      var reg = RegExp(val, 'i');\n",
       "      var index = 0;\n",
       "      \n",
       "      rows.each(function(i, e) {\n",
       "        if (!reg.test($(this).text().replace(/\\s+/g, ' '))) {\n",
       "          $(this).attr('class', 'hidden');\n",
       "        }\n",
       "        else {\n",
       "          $(this).attr('class', (++index % 2 == 0 ? 'even' : 'odd'));\n",
       "        }\n",
       "      });\n",
       "\n",
       "      $('.df-table-search-count', tableWrapper).html('Showing ' + index + ' of ' + total);\n",
       "    });\n",
       "  });\n",
       "\n",
       "  $(\".df-table-wrapper td:contains('http://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "  $(\".df-table-wrapper td:contains('https://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chrt = cohort.Cohorts(demographics, diagnosis, observations)\n",
    "display(chrt.demographicsFeatures)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Descriptive Analytics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "handlerId": "dataframe"
     }
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><style type=\"text/css\" class=\"pd_save is-viewer-good\">\n",
       "  .df-table-wrapper .panel-heading {\n",
       "    border-radius: 0;\n",
       "    padding: 0px;\n",
       "  }\n",
       "  .df-table-wrapper .panel-heading:hover {\n",
       "    border-color: #008571;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a {\n",
       "    background-color: #f9f9fb;\n",
       "    color: #333333;\n",
       "    display: block;\n",
       "    outline: none;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a:hover {\n",
       "    background-color: #337ab7;\n",
       "    border-color: #2e6da4;\n",
       "    color: #ffffff;\n",
       "    display: block;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper {\n",
       "    font-size: small;\n",
       "    font-weight: 300;\n",
       "    letter-spacing: 0.5px;\n",
       "    line-height: normal;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-search-count {\n",
       "    display: inline-block;\n",
       "    margin: 20px 0;\n",
       "  }\n",
       "  .df-table-container {\n",
       "    max-height: 50vh;\n",
       "    max-width: 100%;\n",
       "    overflow-x: auto;\n",
       "    position: relative;\n",
       "  }\n",
       "  .df-table-wrapper table {\n",
       "    border: 0 none #ffffff;\n",
       "    border-collapse: collapse;\n",
       "    margin: 0;\n",
       "    min-width: 100%;\n",
       "    padding: 0;\n",
       "    table-layout: fixed;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-wrapper tr.hidden {\n",
       "    display: none;\n",
       "  }\n",
       "  .df-table-wrapper tr:nth-child(even) {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.even {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.odd {\n",
       "    background-color: #ffffff;\n",
       "  }\n",
       "  .df-table-wrapper td + td {\n",
       "    border-left: 1px solid #e0e0e0;\n",
       "  }\n",
       "\n",
       "  .df-table-wrapper thead,\n",
       "  .fixed-header {\n",
       "    color: #337ab7;\n",
       "    font-family: monospace;\n",
       "  }\n",
       "  .df-table-wrapper tr,\n",
       "  .fixed-row {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "  .df-table-wrapper th,\n",
       "  .df-table-wrapper td,\n",
       "  .fixed-cell {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    min-width: 50px;\n",
       "    padding: 5px 20px 5px 10px;\n",
       "    text-align: left;\n",
       "    word-wrap: break-word;\n",
       "  }\n",
       "  .df-table-wrapper th {\n",
       "    padding-bottom: 0;\n",
       "    padding-top: 0;\n",
       "  }\n",
       "  .df-table-wrapper th div {\n",
       "    max-height: 1px;\n",
       "    visibility: hidden;\n",
       "  }\n",
       "\n",
       "  .df-schema-field {\n",
       "    margin-left: 10px;\n",
       "  }\n",
       "\n",
       "  .fixed-header-container {\n",
       "    overflow: hidden;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-header {\n",
       "    border-bottom: 2px solid #2e6da4;\n",
       "    display: table;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-row {\n",
       "    display: table-row;\n",
       "  }\n",
       "  .fixed-cell {\n",
       "    display: table-cell;\n",
       "  }\n",
       "</style><div class=\"df-table-wrapper df-table-wrapper-7ab2163b panel-group pd_save is-viewer-good\">\n",
       "  <!-- dataframe schema -->\n",
       "  \n",
       "  <div class=\"panel panel-default\">\n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-schema-7ab2163b\" data-parent=\"#df-table-wrapper-7ab2163b\">Schema</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    <div id=\"df-schema-7ab2163b\" class=\"panel-collapse collapse\">\n",
       "      <div class=\"panel-body\" style=\"font-family: monospace;\">\n",
       "        <div class=\"df-schema-type\">\n",
       "          <span>type: </span><span>Pandas DataFrame Row</span>\n",
       "        </div>\n",
       "        <div class=\"df-schema-fields\">\n",
       "          <div>field:</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('O'), 'name': 'EXPLORYS_PATIENT_ID'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'HBA1C'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'HEIGHT'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'WEIGHT'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'STD_GENDER'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'AGE'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'STD_ETHNICITY'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('int64'), 'name': 'STD_RACE'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'POSTAL_CODE_3'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'BMI'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('bool'), 'name': 'HAS_DISEASE'}</div>\n",
       "          \n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "  \n",
       "  <!-- dataframe table -->\n",
       "  <div class=\"panel panel-default\">\n",
       "    \n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-table-7ab2163b\" data-parent=\"#df-table-wrapper-7ab2163b\">Table</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    \n",
       "    <div id=\"df-table-7ab2163b\" class=\"panel-collapse collapse in\">\n",
       "      <div class=\"panel-body\">\n",
       "        \n",
       "        <input class=\"df-table-search form-control input-sm\" placeholder=\"Search table\" type=\"text\">\n",
       "        <div>\n",
       "          <span class=\"df-table-search-count\">Showing 100 of 37118</span>\n",
       "        </div>\n",
       "        <!-- fixed header for when dataframe table scrolls -->\n",
       "        <div class=\"fixed-header-container\">\n",
       "          <div class=\"fixed-header\">\n",
       "            <div class=\"fixed-row\">\n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">EXPLORYS_PATIENT_ID</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">HBA1C</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">HEIGHT</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">WEIGHT</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">STD_GENDER</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">AGE</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">STD_ETHNICITY</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">STD_RACE</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">POSTAL_CODE_3</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">BMI</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">HAS_DISEASE</div>\n",
       "              \n",
       "              \n",
       "            </div>\n",
       "          </div>\n",
       "        </div>\n",
       "        <div class=\"df-table-container\">\n",
       "          <table class=\"df-table\">\n",
       "            <thead>\n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <th><div>EXPLORYS_PATIENT_ID</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>HBA1C</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>HEIGHT</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>WEIGHT</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>STD_GENDER</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>AGE</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>STD_ETHNICITY</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>STD_RACE</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>POSTAL_CODE_3</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>BMI</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>HAS_DISEASE</div></th>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "            </thead>\n",
       "            <tbody>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0002F28CE057345B</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.73571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>143.642857143</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>170.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.5300044188</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00048EF1F4791C68</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.46666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.166666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.1666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>380.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.6725416697</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0004F0ABD505251D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>132.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>44.6397433215</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00052705243EA128</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.56756756757</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>164.054054054</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.4324324324</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>609.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.3990457295</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0007F12A492FD25D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.45714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.3714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>98</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>272.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.3711633824</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>000B4662348C35B4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.876</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.24</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.32</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>840.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.9457073084</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>000DDD364C46E2C6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.61666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>604.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.2949144099</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0011714C14B52EEB</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.35</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>162.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>62.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>973.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>23.7197073617</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0011CB1FE23E91AF</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>124.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>82.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>43.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>53.3298647242</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00131C35661B2926</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.58571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>145.714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.7857142857</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>932.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.1639753941</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00139C345A104F72</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.43684210526</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.631578947</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.5789473684</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>320.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.7503226607</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0013E139F1F37264</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.61428571429</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.428571429</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.8571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>64</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>420.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.3607054864</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00151A878F9A2C0D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.48888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.444444444</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>98</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.14119352</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0018BD6F2F493452</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.36666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>134.166666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>780.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>41.9428262799</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0019148B5BA223FB</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.05454545455</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>132.818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>82.4545454545</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>530.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>46.7411658166</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00196F0702489342</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.22</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>60</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>201.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.1072057203</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001AFA59A08ABBF1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.28</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>131.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>66.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>541.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.4583209399</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001B371802E7EF58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.025</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>64.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>335.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>27.2507843915</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001D0E59C94130D3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.72857142857</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>66.5714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>93</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.5100471774</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>001EA2F4DB30F105</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.925</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>142.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>65.625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>92</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>600.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.4313305185</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0021B3C854C968C8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.68</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>97</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>640.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>37.2041522491</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0021D4CDAFC0609F</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.70434782609</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.652173913</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>130.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.8240057911</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002354398A00234E</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.56666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>84</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>900.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.8871833107</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00242FF5E7A3F2D9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.58787878788</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>144.848484848</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.6060606061</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>330.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.988585634</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0024BC7896C93558</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.52105263158</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.789473684</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>67.0526315789</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>945.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.884998437</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00256A69373687B4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.41764705882</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.588235294</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>110.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.8577800409</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002578091E1953AF</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.25454545455</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.7272727273</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>300.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.0651628334</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0025ACAB19F5DEC0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>145.181818182</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.6363636364</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>335.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.9355730787</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00271F7DF9C2B88A</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.325</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.125</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.375</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>91</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>967.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.9949292077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00291F39917544B1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.6652173913</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>140.47826087</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.2608695652</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>810.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>41.1778077221</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00292D3DBB23CE44</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>131.333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.3333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>92</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>342.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>39.6170991265</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0029E04EA5560141</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.71666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>137.833333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>60.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.4250411958</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002AB71D3224BE66</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.58571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>152.285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>551.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.7898405077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002AFD7289D200A7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.50740740741</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.111111111</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.6296296296</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>850.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.8437400748</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002B6203FF086ABA</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4.1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>173.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>750.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>24.7251829329</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002D423A942D9005</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>97</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>334.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.4307570784</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>002E03D723514743</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.75714285714</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.428571429</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.8571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>493.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>37.4247525763</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0030C3E959BE6A67</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>166.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>57</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>161.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>24.6770213384</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0031161707ED8F11</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>124.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>90</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>272.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>44.2247658689</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0035DBD2C0199FBE</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.37682926829</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.87804878</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.2804878049</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>50</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>341.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.8732712991</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00364D31615716BE</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.14285714286</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>164.333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.380952381</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>870.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.6538340593</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003661BEC7CFF115</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.96363636364</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.363636364</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.1818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>nan</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.2278847267</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00388B34335069C0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.48125</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.1875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>440.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.8606751953</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003AE4429AC2BDE7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.29230769231</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>142.961538462</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>73.7692307692</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>55</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>510.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.0941508121</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003B6F232BC9A674</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.73333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>21.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.659647281</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003BC90FDA5685E2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.57727272727</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>156.636363636</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.8636363636</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>541.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.3282216059</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>003D67A9716DC59A</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.66666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>135.133333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.9333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>705.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>39.9393583758</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0046020E72E1CBFD</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.40810810811</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.945945946</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.1891891892</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>327.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.3428219195</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004B364955271F56</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.425</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>480.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.328904788</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004B9C56FC7FCCF5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>144.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>65.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>750.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.3464506173</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>004DB9BFD7AD35DC</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.41333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.7333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>476.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.8075957812</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00534E60E969C69E</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.45625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.71875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>720.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.040496367</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00565644D5332C24</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.30769230769</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.230769231</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.4615384615</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>190.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.2540806376</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0058B2A556D74DC2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.93333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78.6666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>10.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>39.1972318339</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00597F3605020D7E</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>126.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>79.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>94</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>670.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>49.1347311646</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>005E75A863776B2E</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.25454545455</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.909090909</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.1818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>93</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>nan</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.8723236067</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>005EBBC71882E4B6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.01</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>853.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.3605204272</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>006084B3FA2A151C</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.56111111111</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.222222222</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.3888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>750.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.799313797</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0060A606611821BE</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.51612903226</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>161.193548387</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.7096774194</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>727.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.9074782072</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0060C263DA4EBBAF</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.28076923077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.307692308</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.2307692308</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>954.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.4009596863</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0061141AB18FFA96</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.34545454545</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>136.181818182</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.1818181818</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>600.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>38.3822845236</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0064148837D38095</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.38</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>168.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>67.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>91</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>297.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>23.9512471655</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00641FD6499D535C</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.09090909091</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.454545455</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.7272727273</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>217.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.948482311</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00647033295B9409</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.4619047619</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.380952381</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.9047619048</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>88</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>564.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.0156343473</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0065A917BBAEC579</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.30833333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>98</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>14.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.0550688265</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0066EA6B0591E894</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.355</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>141.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>71.6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>705.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.7602167589</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0067BBCE45146AF6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.18235294118</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.176470588</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.5294117647</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>84</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>754.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.4897816122</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00680BFF8DD56CB6</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.49666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.733333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>481.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.1407658736</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>006C7FC30305A339</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.6625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.125</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>64.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.1651771233</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>006FFFEFB33D4112</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.36470588235</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.235294118</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.1176470588</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>84</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>10.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.5737717216</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00700D980231CC80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>127.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>275.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>50.2201004402</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0070946DE04C2014</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.93076923077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.153846154</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.3076923077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>90</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>330.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>35.2206079781</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00735768C6326AD0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.34210526316</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.473684211</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77.3157894737</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>450.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.697200154</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00760AFC3109501B</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.38571428571</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>153.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>60.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.1748899996</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0076A3B03FA644E9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.45744680851</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.319148936</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.5531914894</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>103</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>320.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.904109589</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>007928DE5B0C4AA5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.36842105263</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>152.052631579</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.6842105263</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>376.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.1402258552</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>007D4B1D14A4D427</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.46666666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>104.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.1203006681</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>007DBB0092F1F224</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.77837837838</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.189189189</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.2432432432</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>85</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>952.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.3566346356</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00824B6D595BAFB8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.35588235294</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.411764706</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.2941176471</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>95</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>130.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.7301110403</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0082562C2CEF3977</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.564</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.12</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>178.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.1735677272</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0085B4F55FFA358D</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.57083333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>150.395833333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.7916666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>479.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.9502115374</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>008645209D3E025E</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.45625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>149.5625</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76.6875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>89</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>335.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.2830260079</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0086BCD53C092570</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>82</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>80.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.2986472425</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>008769FBEE58792C</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.55555555556</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.888888889</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83.7777777778</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>275.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.3142288524</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00891D43D1923152</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.65</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>158.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>77</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>330.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.8588800764</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>008A0B40A2E86E4C</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.525</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>143.916666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>75.7777777778</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>55</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>640.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.5864003334</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>008C0A4FEB2D5501</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.32258064516</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>151.064516129</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.3548387097</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>334.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>32.5824928026</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>008DC0117CD70DAB</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.52156862745</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.117647059</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.3137254902</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>67</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>350.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.3351930186</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>009027CAC8FFDE92</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.81176470588</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>147.823529412</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.1764705882</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>547.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>33.0299949218</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00918A7F4BEB02E8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.54</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>136.8</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>81</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>326.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>36.8168838275</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00945FDC75DB9AE9</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.60526315789</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>148.368421053</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>67.8421052632</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>254.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.8188455649</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0094AF69581046B7</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.5075</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>146.575</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.05</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>65</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>403.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>34.4671407101</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>009AC8C72CBC200B</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.43461538462</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>136.076923077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74.8076923077</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>76</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>298.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>40.3996215202</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00A0C4D6B348B504</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>152.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>83</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>547.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>31.1744154797</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00A0D9D42D1EDE2C</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.33</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>154.1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>72.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>74</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>265.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>30.5304165065</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00A1256E21128D86</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.56956521739</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>157.260869565</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.7826086957</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>64</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>780.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>28.6210273744</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00A1356477809B39</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.24166666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>160.708333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.7916666667</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>610.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>27.409766941</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00A6A2FA958A3703</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>6.03333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>161.333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>69.3333333333</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>78</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>280.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>26.6375247592</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00A737BF8FE4D8B2</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.075</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>116.25</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>68.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>91</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>334.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>50.6879408024</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>00A81AC19FA0F186</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>5.5875</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>155.125</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>70.5</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>87</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>339.0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>29.2971603442</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>True</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "            </tbody>\n",
       "          </table>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "</div><script class=\"pd_save is-viewer-good\">\n",
       "  $(function() {\n",
       "    var tableWrapper = $('.df-table-wrapper-7ab2163b');\n",
       "    var fixedHeader = $('.fixed-header', tableWrapper);\n",
       "    var tableContainer = $('.df-table-container', tableWrapper);\n",
       "    var table = $('.df-table', tableContainer);\n",
       "    var rows = $('tbody > tr', table);\n",
       "    var total = 37118;\n",
       "\n",
       "    fixedHeader\n",
       "      .css('width', table.width())\n",
       "      .find('.fixed-cell')\n",
       "      .each(function(i, e) {\n",
       "        $(this).css('width', $('.df-table-wrapper-7ab2163b th:nth-child(' + (i+1) + ')').css('width'));\n",
       "      });\n",
       "\n",
       "    tableContainer.scroll(function() {\n",
       "      fixedHeader.css({ left: table.position().left });\n",
       "    });\n",
       "\n",
       "    rows.on(\"click\", function(e){\n",
       "        var txt = e.delegateTarget.innerText;\n",
       "        var splits = txt.split(\"\\t\");\n",
       "        var len = splits.length;\n",
       "        var hdrs = $(fixedHeader).find(\".fixed-cell\");\n",
       "        // Add all cells in the selected row as a map to be consumed by the target as needed\n",
       "        var payload = {type:\"select\", targetDivId: \"\" };\n",
       "        for (var i = 0; i < len; i++) {\n",
       "          payload[hdrs[i].innerHTML] = splits[i];\n",
       "        }\n",
       "\n",
       "        //simple selection highlighting, client adds \"selected\" class\n",
       "        $(this).addClass(\"selected\").siblings().removeClass(\"selected\");\n",
       "        $(document).trigger('pd_event', payload);\n",
       "    });\n",
       "\n",
       "    $('.df-table-search', tableWrapper).keyup(function() {\n",
       "      var val = '^(?=.*\\\\b' + $.trim($(this).val()).split(/\\s+/).join('\\\\b)(?=.*\\\\b') + ').*$';\n",
       "      var reg = RegExp(val, 'i');\n",
       "      var index = 0;\n",
       "      \n",
       "      rows.each(function(i, e) {\n",
       "        if (!reg.test($(this).text().replace(/\\s+/g, ' '))) {\n",
       "          $(this).attr('class', 'hidden');\n",
       "        }\n",
       "        else {\n",
       "          $(this).attr('class', (++index % 2 == 0 ? 'even' : 'odd'));\n",
       "        }\n",
       "      });\n",
       "\n",
       "      $('.df-table-search-count', tableWrapper).html('Showing ' + index + ' of ' + total);\n",
       "    });\n",
       "  });\n",
       "\n",
       "  $(\".df-table-wrapper td:contains('http://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "  $(\".df-table-wrapper td:contains('https://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "disease = 1\n",
    "tmp = chrt.getDemographics(disease)\n",
    "display(tmp['pos'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification Reports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Features: ', ['HBA1C', 'HEIGHT', 'WEIGHT', 'STD_GENDER', 'AGE', 'STD_ETHNICITY', 'STD_RACE', 'BMI'])\n"
     ]
    }
   ],
   "source": [
    "allFeatures = chrt.getFeatureVectors(disease)\n",
    "print(\"Features: \", chrt.getFeatureNames(allFeatures))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "clf_report, roc_df, feat_df = chrt.getClassification(allFeatures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "handlerId": "dataframe"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><style type=\"text/css\" class=\"pd_save is-viewer-good\">\n",
       "  .df-table-wrapper .panel-heading {\n",
       "    border-radius: 0;\n",
       "    padding: 0px;\n",
       "  }\n",
       "  .df-table-wrapper .panel-heading:hover {\n",
       "    border-color: #008571;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a {\n",
       "    background-color: #f9f9fb;\n",
       "    color: #333333;\n",
       "    display: block;\n",
       "    outline: none;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a:hover {\n",
       "    background-color: #337ab7;\n",
       "    border-color: #2e6da4;\n",
       "    color: #ffffff;\n",
       "    display: block;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper {\n",
       "    font-size: small;\n",
       "    font-weight: 300;\n",
       "    letter-spacing: 0.5px;\n",
       "    line-height: normal;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-search-count {\n",
       "    display: inline-block;\n",
       "    margin: 20px 0;\n",
       "  }\n",
       "  .df-table-container {\n",
       "    max-height: 50vh;\n",
       "    max-width: 100%;\n",
       "    overflow-x: auto;\n",
       "    position: relative;\n",
       "  }\n",
       "  .df-table-wrapper table {\n",
       "    border: 0 none #ffffff;\n",
       "    border-collapse: collapse;\n",
       "    margin: 0;\n",
       "    min-width: 100%;\n",
       "    padding: 0;\n",
       "    table-layout: fixed;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-wrapper tr.hidden {\n",
       "    display: none;\n",
       "  }\n",
       "  .df-table-wrapper tr:nth-child(even) {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.even {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.odd {\n",
       "    background-color: #ffffff;\n",
       "  }\n",
       "  .df-table-wrapper td + td {\n",
       "    border-left: 1px solid #e0e0e0;\n",
       "  }\n",
       "\n",
       "  .df-table-wrapper thead,\n",
       "  .fixed-header {\n",
       "    color: #337ab7;\n",
       "    font-family: monospace;\n",
       "  }\n",
       "  .df-table-wrapper tr,\n",
       "  .fixed-row {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "  .df-table-wrapper th,\n",
       "  .df-table-wrapper td,\n",
       "  .fixed-cell {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    min-width: 50px;\n",
       "    padding: 5px 20px 5px 10px;\n",
       "    text-align: left;\n",
       "    word-wrap: break-word;\n",
       "  }\n",
       "  .df-table-wrapper th {\n",
       "    padding-bottom: 0;\n",
       "    padding-top: 0;\n",
       "  }\n",
       "  .df-table-wrapper th div {\n",
       "    max-height: 1px;\n",
       "    visibility: hidden;\n",
       "  }\n",
       "\n",
       "  .df-schema-field {\n",
       "    margin-left: 10px;\n",
       "  }\n",
       "\n",
       "  .fixed-header-container {\n",
       "    overflow: hidden;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-header {\n",
       "    border-bottom: 2px solid #2e6da4;\n",
       "    display: table;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-row {\n",
       "    display: table-row;\n",
       "  }\n",
       "  .fixed-cell {\n",
       "    display: table-cell;\n",
       "  }\n",
       "</style><div class=\"df-table-wrapper df-table-wrapper-d23c84ac panel-group pd_save is-viewer-good\">\n",
       "  <!-- dataframe schema -->\n",
       "  \n",
       "  <div class=\"panel panel-default\">\n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-schema-d23c84ac\" data-parent=\"#df-table-wrapper-d23c84ac\">Schema</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    <div id=\"df-schema-d23c84ac\" class=\"panel-collapse collapse\">\n",
       "      <div class=\"panel-body\" style=\"font-family: monospace;\">\n",
       "        <div class=\"df-schema-type\">\n",
       "          <span>type: </span><span>Pandas DataFrame Row</span>\n",
       "        </div>\n",
       "        <div class=\"df-schema-fields\">\n",
       "          <div>field:</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('O'), 'name': 'class'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'precision'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'recall'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'f1_score'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'support'}</div>\n",
       "          \n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "  \n",
       "  <!-- dataframe table -->\n",
       "  <div class=\"panel panel-default\">\n",
       "    \n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-table-d23c84ac\" data-parent=\"#df-table-wrapper-d23c84ac\">Table</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    \n",
       "    <div id=\"df-table-d23c84ac\" class=\"panel-collapse collapse in\">\n",
       "      <div class=\"panel-body\">\n",
       "        \n",
       "        <input class=\"df-table-search form-control input-sm\" placeholder=\"Search table\" type=\"text\">\n",
       "        <div>\n",
       "          <span class=\"df-table-search-count\">Showing 3 of 3</span>\n",
       "        </div>\n",
       "        <!-- fixed header for when dataframe table scrolls -->\n",
       "        <div class=\"fixed-header-container\">\n",
       "          <div class=\"fixed-header\">\n",
       "            <div class=\"fixed-row\">\n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">class</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">precision</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">recall</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">f1_score</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">support</div>\n",
       "              \n",
       "              \n",
       "            </div>\n",
       "          </div>\n",
       "        </div>\n",
       "        <div class=\"df-table-container\">\n",
       "          <table class=\"df-table\">\n",
       "            <thead>\n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <th><div>class</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>precision</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>recall</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>f1_score</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>support</div></th>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "            </thead>\n",
       "            <tbody>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.61</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.75</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.67</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3903.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.67</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.51</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3820.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>avg / total</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.64</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>7723.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "            </tbody>\n",
       "          </table>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "</div><script class=\"pd_save is-viewer-good\">\n",
       "  $(function() {\n",
       "    var tableWrapper = $('.df-table-wrapper-d23c84ac');\n",
       "    var fixedHeader = $('.fixed-header', tableWrapper);\n",
       "    var tableContainer = $('.df-table-container', tableWrapper);\n",
       "    var table = $('.df-table', tableContainer);\n",
       "    var rows = $('tbody > tr', table);\n",
       "    var total = 3;\n",
       "\n",
       "    fixedHeader\n",
       "      .css('width', table.width())\n",
       "      .find('.fixed-cell')\n",
       "      .each(function(i, e) {\n",
       "        $(this).css('width', $('.df-table-wrapper-d23c84ac th:nth-child(' + (i+1) + ')').css('width'));\n",
       "      });\n",
       "\n",
       "    tableContainer.scroll(function() {\n",
       "      fixedHeader.css({ left: table.position().left });\n",
       "    });\n",
       "\n",
       "    rows.on(\"click\", function(e){\n",
       "        var txt = e.delegateTarget.innerText;\n",
       "        var splits = txt.split(\"\\t\");\n",
       "        var len = splits.length;\n",
       "        var hdrs = $(fixedHeader).find(\".fixed-cell\");\n",
       "        // Add all cells in the selected row as a map to be consumed by the target as needed\n",
       "        var payload = {type:\"select\", targetDivId: \"\" };\n",
       "        for (var i = 0; i < len; i++) {\n",
       "          payload[hdrs[i].innerHTML] = splits[i];\n",
       "        }\n",
       "\n",
       "        //simple selection highlighting, client adds \"selected\" class\n",
       "        $(this).addClass(\"selected\").siblings().removeClass(\"selected\");\n",
       "        $(document).trigger('pd_event', payload);\n",
       "    });\n",
       "\n",
       "    $('.df-table-search', tableWrapper).keyup(function() {\n",
       "      var val = '^(?=.*\\\\b' + $.trim($(this).val()).split(/\\s+/).join('\\\\b)(?=.*\\\\b') + ').*$';\n",
       "      var reg = RegExp(val, 'i');\n",
       "      var index = 0;\n",
       "      \n",
       "      rows.each(function(i, e) {\n",
       "        if (!reg.test($(this).text().replace(/\\s+/g, ' '))) {\n",
       "          $(this).attr('class', 'hidden');\n",
       "        }\n",
       "        else {\n",
       "          $(this).attr('class', (++index % 2 == 0 ? 'even' : 'odd'));\n",
       "        }\n",
       "      });\n",
       "\n",
       "      $('.df-table-search-count', tableWrapper).html('Showing ' + index + ' of ' + total);\n",
       "    });\n",
       "  });\n",
       "\n",
       "  $(\".df-table-wrapper td:contains('http://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "  $(\".df-table-wrapper td:contains('https://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(clf_report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "aggregation": "AVG",
      "handlerId": "lineChart",
      "keyFields": "fpr",
      "rowCount": "500",
      "valueFields": "baseline,tpr"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>\n",
       "        <div class=\"pd_save is-viewer-good\" style=\"padding-right:10px;text-align: center;line-height:initial !important;font-size: xx-large;font-weight: 500;color: coral;\">\n",
       "            \n",
       "        </div>\n",
       "    \n",
       "        <div id=\"chartFigureb3c671ef\" class=\"pd_save\" style=\"overflow-x:auto\">\n",
       "            \n",
       "                    \n",
       "                            <center><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save\"></center>\n",
       "                        \n",
       "                    \n",
       "                \n",
       "        </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(roc_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "aggregation": "SUM",
      "handlerId": "barChart",
      "keyFields": "feat_name",
      "orientation": "horizontal",
      "rowCount": "500",
      "valueFields": "feat_imp"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>\n",
       "        <div class=\"pd_save is-viewer-good\" style=\"padding-right:10px;text-align: center;line-height:initial !important;font-size: xx-large;font-weight: 500;color: coral;\">\n",
       "            \n",
       "        </div>\n",
       "    \n",
       "        <div id=\"chartFigure62500e8a\" class=\"pd_save\" style=\"overflow-x:auto\">\n",
       "            \n",
       "                    \n",
       "                            <center><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save\"></center>\n",
       "                        \n",
       "                    \n",
       "                \n",
       "        </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(feat_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Make sure pixie app is installed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "targetDivId": "dialogb51cb299root"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUYAAAFXCAYAAADeXefOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAOwwAADsMBx2+oZAAAIABJREFUeJzt3XmcTuX/x/HXvcwMY8aYGbvJkrGVXSVkp5RSWUqJpCylhPJVkrKGkJJ+KFlH9lS0MLaMRNllGztjrLOb7b7POb8/zhCTYZZ75tzL5/l43A9mue95z+DtOudc57pMmqZpCCGEuMFsdAAhhHA2UoxCCJGJ1egA+UXTNOLi4rhw4QKqqhodRwhxFxaLhfLly+Pr62t0FNDcjKqq2oIFC7Ry5cppgDzkIQ8Xe7z99tuaqqqG9ojbjRgHDhzItGnTePXVV+ncuTOlS5fGanW7b1MIt5Oenk5ERASDBg1C0zQ+//xzw7KYNM19rkonJiZSqlQpxo0bx8CBA42OI4TIhWnTpjFgwAA2btxI48aN8fb2LvAMbnXx5dy5c6SkpNCqVSujowghcumRRx4B4IcffmD9+vUYMXZzq2K8fpHFYrEYnEQIkVvXR4gBAQEcPXqUuLi4As/gVsUohHAfhQsXJiUlxZBi9KirEufPnyc2Ntawrx8YGEjZsmUN+/r5SX62+cdTf7YmkwnAkOl2HlOM58+fp0qV6iQnJxqWwdfXn8jIwzn+S7Z8+XLCwsLYuXMnV65coXz58nTs2JFhw4bh5+eXT2mz7/z581SvUoXE5GTDMvj7+nI4MjLHP9u1a9cyYcIEDh48SGxsLCVKlKBx48Z8/PHH1KhRI5/SZt/58+epUq0ayUlJhmXw9fMj8siRHP9so6KiGD9+PDt37mTv3r2kpKRw6tQpypcvn09JHcdjijE2NjajFFcBoQYkOEZy8jPExsbm+C/Y5MmTCQkJYfz48YSEhLBnzx4++ugjNm3axB9//JFPebMvNjaWxORkA3+y8Exycq5+tjExMTzwwAP079+fEiVKcObMGT755BMaNWrE/v37ueeee/IndDbFxsbqpTh6NJQrV/ABoqJI/vDDXP1sjx07xvLly2nQoAHNmjVj7dq1+RTS8TymGP8VCtxvdIgcWb16NcHBwTfebtasGYGBgfTs2ZNNmzbRokUL48LdxPV+stC1a1e6du16y/sefPBBqlevzvLlyxk0aJBByTIpVw4qVTI6RY40b96c6OhoAGbPnu1SxSgXX1zAzaV43YMPPoimaURFRRmQyL0FBQUByI0BHkyK0UVt2rQJk8nkFOfB3IGqqthsNiIjI+nbty9ly5blhRdeMDqWMIj8l+iCoqKi+Oijj2jbti3169c3Oo5baNiwITt37gSgSpUqrF+/nuLFixucShhFRowu5tq1azz99NN4e3vz7bffGh3HbSxcuJDt27fz3XffUbRoUdq0acOZM2eMjiUMIsXoQlJTU3nyySc5deoUv/32m9vO2zNCtWrVePDBB3n++ecJDw8nKSmJ8ePHGx1LGEQOpV2E3W6nU6dO7Nq1i/DwcO677z6jI7mtgIAAQkNDOXbsmNFRhEFkxOgCNE3jxRdfZNOmTfzwww88+OCDRkdyaxcvXuTw4cOEhhoxK1M4Aw8cMRo1Csj9133jjTdYvnw5w4cPp3Dhwmzfvv3Gx0JCQihnxMTf23C9nyx07NiR+vXrU7t2bYoWLcqRI0eYOnUq3t7eDB482GEZ88yoaVl5/LorVqwA4O+//0bTNH7++WdKlChBiRIlaNasmSMS5g8DF8l1uAMHDmiAduDAgf98LCoqSvP19Td0ZWJfX38tKioqx99XxYoVNbPZfNvHyJEjHfGjy5OoqCjN39fX0J+tv69vrn62EydO1B544AEtMDBQK1KkiFa9enXt9ddf106fPp0PP6mci4qK0nz9/Iz9e+vnl6ufraZpmslkuu3f25YtW2b5nOv/jidMmKCNHz9eO3bsWG5/fLnmMSPGsmXLEhl52CVvxj958mQ+pHGcsmXLcjgy0iV/tkOGDGHIkCH5kMgxypYtS+SRIy75swVjFoBwBI8pRtD/ksmV3PwhP9v8Iz/bgicXX4QQIhMpRiGEyESKUQghMpFiFEKITKQYhRAiEylGIYTIRIpRCCEykWIUQohMPGqCt6duQymEyBmPKUZ9G8oqJCcZt8Wnr58vkUdyvsVnZu3atWPt2rUMHz6cUaNGOSidEOI6jylGfRvKZOgKBBkQIAaSF+dui8+bfffdd+zbt+/GZuRCCMfzmGK8IQgoaXSI3ImNjWXw4MFMnTpVNmoSIh/JxRcXMnToUGrXrs3zzz9vdBQh3JrnjRhdVEREBAsXLmTfvn1GRxHC7cmI0QXYbDb69evHkCFDZLl9IQqAFKMLmDBhAqmpqQwbNszoKEJ4BDmUdnJnz55l3LhxzJ49m9TUVFJTU9E0DYC0tDTi4+Px9/fHbJb/44RwFPnX5OROnDhBWloaL730EoGBgQQGBhIUFITJZOLTTz8lKCiIAwcOGB1TCLciI0YnV69ePTZu3Pif97do0YLu3bvz2muvyXlHIRzM84oxxrW+btGiRbPcZrJChQo0bdo0D6GEELfjMcUYGBiIr58vyYuNvSUwMDDQIa9lMpnk7hch8onHFKO+DaVrbvF5O4qiOOR1hBD/5THFCLINpRAie+SqtBBCZCLFKIQQmUgxCiFEJlKMQgiRiVsV4/Xb4uSKrRCuKz09HcDQ21zdqhhDQkIoXLgwGzZsMDqKECKXIiIiAAgODjYsg1tN1/H396d3794MHjyY/fv306VLF0qXLo2Xl5fR0YQQd5Genk5ERASDBg2iXbt2eHt7AxhyI4NJu75Ui5vQNI1FixYxZMgQoqOjjY4jhMihdu3a8dJLL5GcnMy1a9fo3r17gY8e3a4Yr0tPT2fBggUcOHCAIkWKYLVa5RY6IZyYyWQiKCgIb29v0tPTSUhIoHbt2rRv377A/+26bTECJCYmsn37do4fP37jhK4QwrmZTCYKFSpE1apVadiwIT4+PgWfwZ2L8TpFUaQYhXAh3t7eWCwWw76+RxSjEELkhFtN1xFCCEeQYhRCiEykGIUQIhMpRiGEyESKUQghMpFiFEKITKQYhRAiEylGIYTIRIpRCCEycatlx4Tr0zSNxMREEhISSExMvPFITk7GbDbj5eWF1WrFy8vrxuPmtwsVKkSpUqVuLFklRG5IMYoCFRcXx9GjR288IiMjOXfhApcuX+bq1avEX72K3WbL89cJCA6mdJkylC9XjnvKlbuxde71R4UKFShZsqQDviPhjuReaeFwmqZx7NgxDhw4cKMA9x86RGRkJHFXrgBgslrxCgnBXrYsalAQBARAsWL6r0WLgq8vFCmi/1q4MBQqBKoKiqI/7Hb9cf33139NS4OYGLh6Fa5cgatXsVy9iiUmBvXKFewJCTdyBpcqRf26dWlQrx516tShbt26VKlSxdDFC4RzkGIUeWaz2dizZw9btmzh9y1b2BwRcaMAvUuXRg0JwV6uHISEwD336L+WLg1GFFBaml6aUVFw/DgcP473iRPYTp9GUxR8ChemRs2aPJRRlg8//DB16tSRsvQwUowixxITE/nzzz+JiIhg05YtbN++nbTkZKwBAag1a6LWrAm1akHlyvpIzxWkpcGpU3DsGBw/jvX4cbTjx1GuXcO/WDFat2xJm9atadWqFdWrV5dFj92cFKPIlqioKFauXMmS5cv5IyICTVXxLleO9Pvv10uwVi19NGjgzm4Op6pw4gTs2oV5zx5Me/eiJCdT5p57eLp9e5544glatWpFkSJFjE4qHEyKUWTp5MmTrFixgsXLl7Nz+3Ysvr6oDz+M1qQJ1K4NxYsbHbFg2e1w+DDs2IHXjh3YjhzB6u1Ns+bN6dGtGx07dsTf39/olMIBpBjFLQ4fPnyjDA/s2YPV3x+lcWO0Zs3ggQdApsH8KyYGduzAvHUr2p9/4uXlRadnn+XlHj1o06aNnJd0YVKMgvj4eBYuXMj0mTM5tH8/1sBA7E2aQLNmUK8eWGVW113Fx8PGjVjXrcN+8CDFS5fm5W7d6NGjB7Vr1zY6ncghKUYPpWkaf/31FzNmzGDRkiXYVBWtRQu0xx7TzxfKaCf3zp6FdevwCg/HFh1NjVq1ePXll3n55Zcp7mmnH1yUFKOHSU9PZ9myZUz67DP27NyJV6VK2J58Eh59FPz8jI7nXlQV9u+HdeuwbN6MRVHo3asX7777LhUrVjQ6nbgDKUYPcfnyZWbOnMnn06dz9dIlTE2bonbsqI8OZepJ/ktJgTVr8Fq+HOXKFbp06cJ7Q4dSt25do5OJ25BidHNXr15l4sSJTJ02DdVqxd6+PTzzDJQqZXQ0z2S3w4YNWJcswX7iBK3atuWD996jZcuWMjfSiUgxuqmEhASmTp3KhEmTSDebsXftCk8/rd9eJ4ynabB9O5YlS1D27KFOgwZ8MHQoHTt2lKvZTkCK0c2kpKQwffp0xnzyCUlpaShdukDnzvp9x8I5HTyIeckS1C1buL92baZ99hktW7Y0OpVHk2J0E+np6XzzzTd8PHo0V+PiUJ95Brp21RdlEK7h5EksM2ag7NjBU08/zZRJkwgNDTU6lUeSYnRxmqaxePFihrz/PtFRUahPPQXdukFwsNHRRG5t3451xgy0qCgGDhjA8OHDKVasmNGpPIoUows7ceIEffr1Y/26dZgeewytZ0991Rrh+ux2+OknrPPm4We1MnbUKPr06YNVJtsXCClGF2Sz2ZgyZQojRo5ELVUK++DB+rQb4X4SE2H+fEyrVhFapQpfTp3Ko48+anQqtyfF6GJ27NhBz9de48jhw6gvvaSfR5T7l93f2bOYZ85E3bqV7j168PnUqQQGBhqdym1JMbqIhIQEPvjgA6ZPn465bl2UQYP0Zb6EZ9myBevUqQR6ezN71iyeeuopoxO5JSlGF/DDDz/Q5403iLl2DXvfvtCundyt4sni4zFNn462bh2t2rRhxbJlcnHGwaQYnVhqaioDBw5k5syZmNq0QXvjDZDDJwH6BPG334ZDh7ineHHmLVokcx8dyI2WW3Yvx44d46FGjfhm4UIYMQLtgw+kFMW/NmyA/fsZarfT4NIlWrduzZB33yUtLc3oZG5BRoxOaNmyZfTs1Yv0MmWwjxihbx4lxHVXrsDLL3NfcjL/ABowBxhgsVClRg1W/vgjlSpVMjika5MRoxNJS0ujf//+PPfccyS3aoX9yy+lFMWtNA0mTMCans6GjHeZgF7AHkVBPXyYB+rWZf369QaGdH1SjE7ixIkTNGzcmJlz58Lw4TBokEzDEf+1Zg38/Tef2+1kXh8pFPjDbqdNUhKPPfooU6dORQ4Ic0cOpZ3A999/T/eePUkrUUI/dC5f3uhIwhlFR8Mrr/BQWhrb7/BpGjABGAa81K0bM7/+msKyqlKOyIjRQJqmMWHCBDp27EjyI49gnz5dSlHcnqrCuHF4Kwpr7/KpJuA9YA3w4+LFNG3UiLNnz+Z/RjcixWgQu91O3759ee/996F/f7QhQ8DHx+hYwlktXw7//MNcu53srpf0OPCXopD8zz80qFOH33//PT8TuhU5lDZAYmIinbp0Yf3mzagffACPPGJ0JOHMTp2C3r1pZbeTm0sqCUAPs5k1JhPzFyzghRdecHBA9yNLdRSwixcv0rZdOw6dOYM6ZQrUqGF0JOHM7HYYOxZfTWNNLl+iKLBSVXkH6NatG4mJifTp08eBId2PFGMBOnnyJC3btiUqNRX7F19AuXJGRxLOLiwMTpxgmapSKA8vYwamAAGaRt++fUlMTOSdd95xUEj3I8VYQPbv30/rRx8l1s9PL8WgIKMjCWd35AjMn88zqsoTDng5E/Ax+gjynXffJT4+npEjR8omXLch5xgLwI4dO2j96KOkVKyIMmaM7N8s7i49HV59laLR0VxVFIePYL4B+gADBgxgymefYTbLddibyYgxn+3bt482jz1GSrVqKKNGyZVnkT2zZ8P586xW1Xz5R/oa4A+8NG0aCfHxfD17tuxOeBP5byIfHT16lJZt2pBcoQLKyJFSiiJ79u2DpUvpoao0zccv8zywStP4bsECXuzaFbvd7rDXHjVqFKGhoRQrVoySJUvy+OOPs3fvXoe9fn6TQ+l8cvr0aR5+5BGu+Ptj//RT2b5UZE9KCvTsSYkrV7igqgUyctkIPGE2071XL2bOmuWQc46RkZGULFmSgIAA7HY7X3zxBRMnTiQ6OtolzmnKiDEfREdH06xVK674+GAfP15KUWTfV1/B1ausLaBSBGgJLFZVZs+ezUcffeSQ16xSpQoBGVv3KoqC2Wzm8uXLxMTEOOT185ucY3Swq1ev0rJNG87bbNinToWiRY2OJFzFjh2wejUDgLoF/KWfBmZqGr1Hj6ZUqVL0798/z6/5888/061bN+Lj4zGbzQwePJhgF9nWVw6lHSghIYHmrVpxICpKL8VSmdc/ESILiYnQowchCQmcVVXDYowDhptMLF68mOeee84hrxkXF8e8efMICQmhU6dODnnN/CbF6CCpqam0atuWvw4dwv755zJ5W+TM6NGYNm/miKJQxcAYGvA2MMNi4ZfffqN169aOeV1NIzAwkC1btlDLBbb6lXOMDqBpGn379WPHnj36hRYpRZETmzfDhg2MMLgUQZ8EPhV4VtN4tkMHdu3a5ZDXVRQFm81GZGSkQ14vv0kxOsD06dOZP38+yrBhIEvKi5yIiYFPP6WqycTHRmfJYAbmqyoPpaXxeNu2nDp1Ksev8cUXX3Dp0iUALl++zBtvvIGPjw9NmjRxbNh8IsWYR5s3b+btgQPhlVegUSOj4whXomkwaRKW1FQ2ONkZLR/ge0WhZEICHTt0ICUlJUfPX7duHXXq1MHf35+6dety6dIlwsPDKeUi593lHGMenDlzhroNGhBfowbqxx+D3FYlcuLXX2HCBD4DBhqdJQvHgAetVp56/nnmLVjgEnMQHUGKMZdSUlJ4uEkTDsbF6ZtW+foaHUm4kosXoWdP6qamstvoLHfxM/Ak8PkXX/DWW28ZHadAyBAnFzRNo3efPvwTGYl91CgpRZEzqgqffIKXzZarhWcL2hPAKGDQwIH88ccfRscpEFKMufDFF18QFhaGMny4bG8qcm7VKti3j68VBVdZfG4Y8BjwfKdOXLlyxeg4+U4OpXNo69atNGveHPWVV6BbN6PjCFdz9iy8+ipNbTZcbQeWq0Bdq5VarVqx+pdf3HqpMvf9zvLBtWvXeLFHD0wPPAAvvmh0HOFqFAXGjqWQqvKz0VlyIRhYYrezbt06Jk6caHScfCXFmANDhw7l/OXLKO+8Ax5ydU440HffwdGjLFIUXHWp4sbAOE3jw+HDXWoZsZySQ+ls2rhxI61atYL334dHHzU6jnA1x45B3748oaq53tTKWShAM6uVlBo12L5zJ15eXkZHcjgZMWZDYmIi3V95BfMjj0DbtkbHEa4mPR3GjMHPZOJ7o7M4gAWYbbdz8J9/mDRpktFx8oUUYza88847XIyLQx00SA6hRc7Nmwdnz7JKUfA2OouDVAc+VlU+HjGCQ4cOGR3H4eRQ+i7Wrl3LY489Bh9+CK1aGR1HuJp//oG33qKrpvGd0VkczA48bLXiXa8eW7Ztc6s9Y2TEeAdxcXH06NULc/Pm0LKl0XGEq0lJgbFjCTKbCTM6Sz6wAt/a7fz1999MmzbN6DgOJcV4B4MGD+ZqcjLqwIFyCC1ybtYsuHiRXxXFbf+h1QaGaRrDhg7l+PHjRsdxGHf988qz7du3M3fOHOxvvgnFihkdR7ianTth1Sr6qSoPGp0ln30AVFZVXuvZE3c5MyfnGG9DVVUeatSIPWlpKJ99JqNFkTNJSdCzJ2ViYzlXgJtaGWk78DCwfPlyl9m+4E484c8sx8LCwtj5118ob74ppShybto0THFxrPeQUgRoCHQ1m3nvnXew2WxGx8kzT/lzy7akpCTe+d//oH17CA01Oo5wNRERsHYtQxWFGkZnKWDjVJXTZ88yc+ZMo6PkmRRjJpMmTSImKQl69TI6inA1cXEwcSL3mkx8YnQWA1QC3lRVRn74IQkJCUbHyRMpxptcuHCBCZMmoTz/PAQGGh1HuBJNg8mTMScnO902BQXpA8CWmMiECROMjpInUow3GTVqFPbChaFzZ6OjCFcTHg4REXyiKFQwOouBgoEPFIUpkyZx7tw5o+PkmlyVzhAZGUmN++5DefttePJJo+MIV3L5Mrz8MjVTUthvdBYnkApUs1pp/dJLfDtnjtFxckVGjBk+HDECU7ly8PjjRkcRrkTTYMIErC6yTUFBKASMtduZO28e+/btMzpOrkgxAqdOnWLZsmXYu3UDN7rfUxSAn36CnTuZbrdT0ugsTuRFoJbFwtjRo42OkitSjMDUqVMxBwfL/dAiZ6KiYPp0Hgb6GJ3FyZiB/9ntLF+xglOnThkdJ8c8vhhjY2OZ+c032Dt2BKvV6DjCVSgKjBuHj6rym9FZnNRzQFmLhalTpxodJcc8vhhnzJiBzWSSCy4iZ5Ytg0OHmGe3U9ToLE7KC3jbbmf2rFnExcUZHSdHPLoY09LSmPz55yjt20ORIkbHEa7i5En45hvaaBrPG53FyfUGTOnpzJo1y+goOeLRxRgWFkbM1avgBje9iwJit8OYMfgCP2Xj05cAzYAA9C0B1Ewf3wc0B/yAEGBkpo9/DZQFygHfZPrYZOCVHIUveAFAb0Xh80mTSE9PNzpOtnlsMaqqyieffqqvyl2ihNFxhKtYsABOnWK5olAoG58eBPQHbneWLQloBzQFYoBf0cvv84yPX0bf6H47EAG8B1zf6v4Qemm6wvKwbwMXr1xhyZIlRkfJNo8txl9++YVjhw+jPfec0VGEqzh8GBYsoKOqkt3Zrm2B54F7b/OxFegjyFGAN1ATGAJ8mfHxU0AV4B70+5CrZLxPQR8pTgeX2Ia1PPqFmEmffOIy6zV6bDFO+uwzLA88AJUrGx1FuIK0NBgzhgCzGUeNe/YC9bj1H+GDwAn00eT1IjwFHANOZ7xvHNAAaO2gHAXhXU1j36FDbNy40ego2eKRxRgVFcXmDRtQ5Eq0yK5vvoHoaNYoCo6a1JUAZF4bPjDTx2YBLwA90A+dTwHfAZOAT4AWwDPoxenM6gMPWa3MmT3b6CjZ4pHFuHjxYsxFikCjRkZHEa5gzx5YvpyeqkoTB75sUSDzJJbYmz4G8CSwDfgDeBT9EPprYCuwFtgA9ANcYZG8nnY7K5Yvd4klyTyyGOcsWIDSrBl4u8suvyLfJCfDuHGUMJtx9FinLrCbW69U70A/H3m7c4cfoR8+N8l4XmP0f8AtM952dl0BxW5n2bJlRke5K48rxn/++Yd/9u6Ftm2NjiJcwfTpmGJiCM/lNgUqkJbxAH3lmTRAAzqiT+H5KOP9+9Gn4Lx5m9fZDqwBxma8XQV9tJgM/AC4wlrzhYEGqsrUTz81OspdeVwxhoWF4VWyJNSubXQU4ey2bYOff2agopDbvy0L0Avh+lVsP8AX2JLx+9+AzejrGD6GPiH67UyvkZbx/m/Rr16Dfl6xDv/OfXTWzQRU9O/vNaA4+mmBw0eOcPr0aUNz3Y1HrceoqiohFSsS3aQJ9O1rdBzhzOLj4eWXKZ+YyGk187RscTf/AAuBucAFwNsK6fcCTcG62Mq4j8YxZMgQIyPekUeNGCMiIog+e1YOo8Xdff455qQkNkgpZtt5YApQC31O5mQTXAgBnoP04ehrkd0D9qp2Fn630MCkd+dRy8ksWLAAr9BQbPfebrqtEBk2boSNG/kIkFmud5YIfA/MAzainzO1BwMPgO2hjHdkdj/sW7iPY8eOEeqkO3F6zIgxPT2dxcuWYWvtStNiRYG7ehUmT6a6ycQIo7M4KRvwM/r8yhLoU4g2+4HWCOxDgbeARty+FAEqgdXP6tRXpz2mGLdt20ZSfDw0bWp0FOGsNA0mTsSSmsp6zzn1ni0a+lSiAUApoD2wwhvSaoL6Fijvol89KpyNF7OAvZrjDqefffZZzGYzGzZscMjrgQcdSoeHh+NVpgy2smWNjiKc1c8/w44dfIa+oo2A40AYMAf9rhtvM6RXAJqBrVIeXrgGHFx4kNOnT1OhQu73VZw/fz4pKSmYTKY8hPkvjynGn9euxVa/Pjj4ByjcxIULMG0a9dGPBD3ZVWApehn+hb7grK0U0AjSa+OY48wKYPbSR3mvvJK7xdPOnTvHiBEjiIiIoHz58g4I9S+POJSOi4tj999/Q4MGRkcRzkhVYdw4vBTFY3f6SwGWAU+hHyq/CfwdALQA2zDgdfRbdRzVGF5gusdEeHh4rl/i1Vdf5cMPPyQkJMRBof7lESPGjRs36ssd1a9vdBThjFauhAMH+EbT/rOogzu7Pvl6AfoIMRmwFAblPvTVc/N5zwalosLa9WvRNC3Hh8JfffUVoJdjfvCIYgwPD8eralVsAQFGRxHO5swZmDmT5ppGD6OzFJD96JOv5wEXAS8r2CoDLcBepgCDVIIrG65w5MgRqlevnu2nnThxgjFjxrB9+/Z8i+YRxbhm7VpsDz5odAzhbBQFxoyhMPr0E3cWhb5c2RzgIOBlAls54BGwZb+THKssWApZWL9+fY6KccuWLcTExNCgQYNbFr7t1KkTzz//PDNmzMhzNLe/JfD06dNUrFgRJk2Sc4ziVgsWwJw5/KBpdDA6Sz5IAFYC80ywWbtp8vWDGY+s5hkWIPN3Zp6+/2lWrliZ7eekpqYSExNzy/tCQkJYsmQJbdu2pVixvJ8QcfsRY3h4OGYfH9RatYyOIpxJZCTMncuTblaKNvSFKRYAqzLeNhUBrTbYm5K9eYYFSA1R2bJ1S47OMxYqVIiymabdmUwmgoODHVKK4AHFuGnTJkz33y9rL4p/pafDmDH4m0ysMDqLA2joy5ItRJ9zGAd4+YCtKtACtGADw91NCFxZf4WzZ8/macqNoigODOUBxfjnzp0o9eoZHUM4kzlz4Nw5flRVXPm/y2P8O/n6NOBlBltF9MnXFQ0MlhNlwWQ28eeffzp8LmJeuPU8xuTkZI4fOQJOeqPbWk5PAAAgAElEQVS6MMD+/bB4MS+qKi2MzpILl9F3B3wQfbHasSY4XRp4FmzD0TeHqWhcvhzzAWsZK9u2bTM6yS3cesS4b98+NFWFqlWNjiKcQUoKjB1LsMXCAgcfeuWnFOBHYD76+UMAtRhQH2yN0G9NcWG2Mja2bN1idIxbuHUx7tq1C4ufH0qZgpycJZzWjBlw5Qq/KorTHyopwCb0iyjL0MvRfH3ydQvA37BojhcCe9fsJS0tDR8fH6PTAG5+KL13715MlSuD2a2/TZEdf/0FP/7IG4rCA0ZnuYN9wP/QF7FoAyzyguRg0IqCogKH0Dd5uXDTk5LQh5OfZPx67aaPpQLTgCsFED63SoPdZicyMtLoJDe49Yhxz4ED2POwcodwE0lJ8MknlDWbmeaEK3KfAxahbwNwiIzJ1yHok6+roa/qUAQohD6U3I4+lHwXMKFvIFMS6A78kvF2u4wX/wV4AH3DFWcVpP8SGRlJzZo1jc2SIcuh1MWLF1m6dOltP7Z06VIuXbqUb6EcQdM0Dh08CBUrGh1FGO3zzzElJLA+lzv95Yd49M2tmptMlAc+AA4VB57IuIjyKlAt45OD0UsR9Lk5JvQbm1My3heDvk2gCaiKXqQAh9Hn7jj79une4B3o7RojxkmTJuHnd7vdbeHw4cPs3LmTCRMm5FuwvLpw4QKJcXEgI0bPtmULhIfzPmDUnW/XpaNfPJmHfjFFASiiodXJmHxd6A5PPop+G0sqegE2Qt9uEPTlcCKBSsARoAx6ca4FV7kBXA1UOXr0qNExbsjylsD77ruPtWvX3nZJn6ioKNq2bcvBgwfzPWBuhYeH07ZtW1ixAoKCjI4jjBAbCy+/TOWkJI4ZdOerBvyJfuS7CH2kaPUBezWgJRCYwxdMAfair3xzX8b70oBf0XejKoe+kvaP6EVZCb2N09Hn9zTJwzeTn36CRoUb8ceWP4xOAtxhxBgdHZ3lOmflypUjOjo630I5wvHjx7EUKYISmNO/ecItaBpMnowlOZkNBpTiUf6dfH0W8LZAekWgOdjzMo+5MNAQGI9+iF0K8AGevulz9qOPLB8AZqMXcEX0k5hl0cvSmdgBXzhy6IjRSW7IshhNJhNXrlyhePH/nrW9evXqbZ7hXC5cuIAlOBhFVuz2TGvXwtatTAAK6n6KS8AS9P7ZRcZFlNLoK1/XxHFzQNSMx1X0YrxZIrABfYcq0K9eV8j42uWBaAq+GBX0FS3ibnrE3vRI0j8t1hpHUlJSlqfwClKWxVi/fn1WrFhB39tsTL9ixQrqO/mirxcuXECVQ2jPdOkSTJ1KbeCdfP5SyeizZ+YB69BP/zl88vWf6Bs1+6FPxVmPvjLO7Rr/J/R5jtcXmQ1GP+8YCpwAmjkgT2YqeiFnKj5TrAktRtOL7/qg3QRYrKAGgFoKvbWrAYFo9o84d+5cjpYgyy9ZFuOAAQPo3r07Pj4+dOvWDS8vL2w2G2FhYQwdOpT58+cXZM4cizp/HrscRnseVYXx47HabPm2TYGCvofy9cnXqYDFF9T70Ve+dvSA5wQQgX6e0Af9cLjHbb7ObvTiqXPT+55EX2bnJ+B+cncFSkMvt5tHe9d/jUEvxZtnQVmtoPqjqSXR27tKRqiHQKsJ9tvVzlXgI86ePZvjYnz//fdZs2YNp0+fxs/Pj+bNmzNx4sQ8bXmQZTF26NCB999/nz59+tC7d2+KFy/OlStXMJvNjBw5kqeeeirXX7QgnIuOlivSnuiHH2D3bv4Px07d09CveSxEn0N9GfDyylj5uiXYMx/SOtKL2fy8ehmPm4Wgb+ByJxr60Pfm0ru5+BLIuISewWIB/EApmfEFqqIPaRsCdcCem6U5grBYfDlz5kyOn2k2m5k3bx61atUiOTmZ119/naeeeordu3fnIofurgvVnj17ll9//ZXLly9TsmRJHnvsMe65555cf8GCUqZ8eS48/ji88ILRUURBOXcOevWisc3GVge95Bn0q8lz0C+oeJnAdg/QFH0g5Ao09GHtzaV3o/hMEK/pF0Cus5iBIqCUQC++ykAt9KUrHuDO84pyz9u7CsOH9+DDDz/M0+vs3buX+vXrExMTQ0AutzO5650v99xzD717987VixtF0zSuXLwo03Q8iaLAuHH4aBq/5vGl4oDl6OcNI9D/kdiLAw3B1gDnvJE2lVtL7+bii9P0FWuvs5gAX1CKo8/vqYw+4msANATFmIsfmhb8n5W5c+O3336jQoUKuS5FyOUtgYqiMHbsWEaMGJHrL5yf4uLisKenSzF6kqVL4fBhFmpartZXSEe/e24++uk4BdD80Y8Mm6Kf2zPS9YAn0c/3mdCn7nijn+NLy/wEM/ol63vQi+9e9OvlK0BpWCCRc0pRiud5xkt4eDijR49m5crsb5VwO7kqRrvdzsiRI522GG/MsZRi9AwnTsDs2TyqaXTOwdM04A/0iyjfoZ9K8/LJ2ByqBTmffJ0XNvTZ35nO85liTGhx2r+3/4FeimYfSDBlvNEe/crKTvQR4P8BA9D/eX+W8aSe6DdXO2cpAqhqMJcu5X61i9WrV9O9e3fCwsL0mzvyIMti3LBhQ5ZPstlsWX7MGVy4kLH0SLAzr+kuHMJmg9GjKYI+bSY7jqBfRJmLvoCDlyVjxevmYMuvSY929ObNdJ7PFGNCi9X0ix/XmQCLD9iLoVEGfXZ2DfQd7x8GrXzGxZC9QH3gGyAAvSA7ZrzAk+jL6oD+kzmV8R07s2LExBzP1TPDwsJ48803WbZsGW3atMlzkiyLsU2bNphMJrK6NpPTDbILUkJCgv4bX987f6JwffPnw5kzfK+qd7wkcBFYjF4Ne7hp8nVjsN1P3s8bKuiHtJkvcMSYIFa7MYkZyCg+b1AC0LTS6HP5qvNv8VUCe3YC/Zbx3Ovn0uqgbwTbCv2EQD30aTDvAuF5/AYLgj/x8Qk5ftaXX37JiBEjWL16NU2aOOaexyyLsVSpUqxZs+a2E7lTU1MpUqSIQwLkhxsb41icYH9IkX8OHoSwMDprGrc7cLrGv5Ovw8mYfB0INADbw+TsRNKdJjHHavrH/jOJuSiopdHn8lUHaqMXX7VsFt+dhAOj0VeWuO59YCD6RZSHgKHoy/QMQT9J2SHjm3gi433OpiiJiTkvxgEDBuDl5cXjjz8OcGPHwV9++SXXRZnlX4169eqxe/fu2xbjnUaSzuBGMcoCte4rNRXGjKGY2cx3N21TYEe/I24B+pXlNMDsC2pN9MnXWf1/nnkS843b1kwQo/13ErPFAlrRHE5idpTV6IsvhsEt/yX4o98cfd1i9BOXfYBHgFHoP4QW6NNuWuZjxtzw49q1xBw/S82HNTaz/NMbP3483llsOerj48PJkycdHsZRFEXRS9GJD/dFHn39NVy8yC+qigX93uSF6IV4hYzJ16FAC1BK8e8k5ihuf/fGbScxF8l4cgj6PXW10efy1QPFqP0Fw9BnbC9DX+M7KxeA4cDvGW/vRp98aUEvyV04XzF6Ybfb7/5pBSDLYqxdu/Ydn1i6dGmHh3EURVEwmc0475hW5MmuXbByJc+gjw67o28l6mUCWyBQDWz+6MUXzh0mMftm3L1RDr34aqIfgtYHxRnPT38JjEAfMd7tELEP8BH6/YOg353yE/qaZOvRl8Z1NhZU1Tk2KcvxeP/EiRP83//9H3PnzuXy5cv5kSnPFEXBZLFIMbqja9dg3DhAvwX4R/49wrVp6KO/bejn+QA0L/RDzGD0kqgAVAbldpdq7OgTeJxjTcD/eg/9KlHrjLevL+fdi1v3TP0bOI6+lM7EjPc1AV5HP19QG/3a/EScy9+oqpOPGG+maRqrV6/mq6++Yt26dZQrV47hw4fnd7Zcuz5iFG4oPR0S/z0PleXZpRv/K9rQ2zIGfZlrV6dw6zE/6PMWb2doFu//M+PhfFRz/txumFN3LMbLly/z9ddfM2vWLM6dO0eLFi3w9fVl+/btzn8oLVek3VNgIHz/vX4LoHAv4eFYvv7a6BTAHYrxxRdfZOXKlQQFBfHyyy/Tu3dv7r33XsqUKYPZyUdjdrtdpuq4M5mf6p68vLA4yb/bLItx8eLFFC9enM8++4zOnTs7TeDskENpIVyQqmKxOseOzlm2x/r162nRogXdu3cnJCSEYcOGcfz4cae+4+U6X19f1NRUo2MIIXJCUTA7yQAsy2Js2bIlS5cu5fTp0/Tr148FCxZQrVo1Ll26xLp16woyY44FBQWhpKToJ+qFEK7BZsPbx+hljHR3Pd4sU6YMH330EadPn2bp0qW0aNGCHj16cN99993tqYYJur6qTmLOZ9ELIQwSF0ewkyz8ku0TcWazmY4dOxIeHs6hQ4do165dfubKkxs/3ISc33cphDBIXBylS5Y0OgWQizVFYmNjqVq1KlOmTMmPPA4hI0YhXI8pPp6ypfJz85zsy7IY09LS+OCDD3jqqaeYNGkS165do0mTJhQvXpxKlSpx+PDhgsyZI4HXdweUEaMQLsMaF0eJEiWMjgHcoRjfffddvv/+e6pUqcLs2bNp37495cqV48cff+Shhx5i6NCsZtUbr1ChQvj4+sqIUQgXYoqPd5pizHLS0KpVq9i6dSvly5enf//+VK1alUuXLhEcHEzjxo2dYlPsOwkIDOSSFKMQLkOJi6Oks59jjI+Pp3x5fZ33ypUr4+vre+OiRmBgICkpKVk91SkEBgZCfLzRMYQQ2ZGejnLtmtOMGLN98cXLyys/czhcieBgKUYhXEVcHIDTFGOWh9JpaWm37AKYkpJyy9vpTj55unLFimw7ePA/65AIIZxQRjE6y6F0lsXYqFEjtmzZcuPthx9++Ja3GzVqlL/J8ig0NBRLeLgUoxCu4NIlQL+hxBlkWYybNm0qwBiOFxoaSnp0tL69poudBhDC45w6RZny5fHz8zM6CXCHYuzRo8cdn2gymZg3b57DAzlKaGgoqCpcvAghIUbHEULcyalT1L7/fqNT3JDlxReLxXLLY+nSpbe87exrMoaGhuq/OXfO2CBCiLvyPnOGWk5UjCYtm/ugBgYGEhsbm995HKp46dJcffZZeP55o6MIIbKiKJifeILZM2fSs2dPo9MAOZiu4wrrMGZWq2ZNOHXK6BhCiDs5fx41PZ37nWjE6NzHw3lUp2ZNvKQYhXBuGf9Ga9SoYWyOm7h1MdasWRP11Cn9IowQwjmdOkXZChWc5oo03OGq9M2TueG/E7wBRo0alT+pHKRmzZooqalw/rxcmRbCWTnZFWm4QzHePJkb/jvB2xXOOdarVw8vHx9s+/dLMQrhpLxPn6Z2p05Gx7hFlsW4cePGgsyRL3x8fHioYUO27tsHjz9udBwhRGZJSdhOnuSBBx4wOskt3PocI0Cr5s3x2r/f6BhCiNvZuxdNVWnRooXRSW7h9sXYtGlTbFFRcPmy0VGEEJnt2UO1mjWdZlWd69y+GBs1aqTvVSujRiGcjtfevTzWqpXRMf4jy3OM7sLPz4869euze+9ecMI/AABiY+HLL2H3brDboXx56N0b6tTRP96qFXh7g8UCmgYmk/75lSrpH1+9GubO1d/fsye0b//vay9dCidPghNvRSE8VHw8tshIWk6caHSS/3D7YgRo3bw5B1auxGZ0kKx89pm+qO7cueDvD8uWwbBhsGQJXJ/b9cknUK/ef58bFwfffAOzZoGiQL9+8MgjEBAAp0/rpTlzZoF+O0Jky969mEwmmjdvbnSS/3D7Q2nIOM944oTzruh9/jw0bw5Fi+qjvqeegpSUWxfAyOqW9gsX9KlIJUtCmTL67y9c0EtywgR4+20oXLhgvg8hcmLPHu6vU+ffXT2diEcU4yOPPKL/xlnPM77wAkREQEyMfii9ahWUKwf33vvv54wbB888A337wpo1/77/ehFeuABRUfoya+XKQVgYVK0KDRoU/PcjRDZ47d3Lo056essjDqWDgoKoVa8e+//8Uz/MdDY1a8K6ddC5s34e0d8fRo/WzysCTJ4M99+vf+zvv2HsWH1E2KGDfqj9zjv655tM+u8vXIANG/RD6LAw+Osv/fNef10vTSGMFhuL7cQJWrZsaXSS2/KIESPAC126YN26VS8UZ6JpMHgwBAXBjz/Cb7/p5TZ0KBw/rn9OvXr/Xnxp2BA6ddKL9LpGjWD6dP2CzIMPwsSJ+mscOKAX6ZQpeok64Ulu4aH+/huzxULTpk2NTnJbHlOMXbp0wR4XB3v2GB3lVomJEB0NHTvqozqzGZo0gbJl9ZFeVrI65zhnDtSvD7VqQWSkPtI0m6FuXf1tIZyAecsWmrdsSUBAgNFRbstjijE0NJT769QBZ9vLpmhRqFBBP6+YnKwX3rZt+hXlqlX1Mjt6VD/3qCh6Wa5cCa1b//e1Dh6EP/+EV1/V3w4J0acApabC1q1yGC2cQ0oK7NjBC889Z3SSLGV7BW93MHbsWD6ePBn7smX6YamziIqCGTPgn38gPV2/wtypkz4fcds2/Vzh5ct65lKl4Omn4cknb32N9HT9HOL//gfVqv37/ilT9P8MgoL0w3MnWvNOeKgNGzCNHcvFCxec7o6X6zyqGI8ePUq1atX0ixn16xsdRwiPZPr4Y5qazWzesMHoKFnymENpgKpVq1KjVi3YvNnoKEJ4pmvXMP35p1MfRoOHFSNkXJ2OiHC+q9NCeIItWzCpKl26dDE6yR15XDF26dIFe0wM7NtndBQhPI4lPJwnnniC4OBgo6PckccVY/Xq1al+fUK1EKLgXL6MsmsXL3fvbnSSu/K4YgR4s18/zBs2OO+900K4o/Bwivj70/7m1Z+clEcWY48ePSjk5QU//2x0FCE8g6Lg9dNP9OzenUKFChmd5q48shj9/f15rVcvvH76SS7CCFEQIiKwX7jAwIEDjU6SLR5ZjAD9+/fHFh2tT6AWQuQr6/LlPPHkk4SGhhodJVs8thirVq1K28cew/L990ZHEcK9HTqE/cAB3h082Ogk2eaxxQgwcMAAlF279KX/hRD5wrRiBffVru2UK3VnxaOLsV27dlSoXFlfwEEI4XiXL8Pmzfxv8GBMJpPRabLNo4vRbDYz8M03saxdC0lJRscRwv18/z1BQUF07drV6CQ54tHFCPDKK6/gZbHATz8ZHUUI95KSgnXNGt5+8018fHyMTpMjHl+MAQEBvP3mm1iXLNHXQxRCOMavv2JKS6Nfv35GJ8kxjy9GgCFDhuCtKPoCsEKIvEtJwbpwIX1ee81p11y8EylGIDg4mHcGDcK6dKmcaxTCEZYuxSstjREjRhidJFekGDMMGjQIH5NJ3+xeCJF7sbFYli5l2HvvUbJkSaPT5IoUY4bAwEDe/9//sCxbpu/vLITInfnzCSxalEGDBhmdJNfcphiXLFlCs2bNCAgIwGKxoKpqjl9j0KBBBBUrBvPm5UNCITzAuXOYVq9m7MiRFClSxOg0ueY2xRgUFET//v2ZOnVqrl/D19eXT0aPxrRmDZw548B0QngG8+zZ3Fu5Mr169TI6Sp643WZYmzdvplWrVthsNszmnPe+3W7nvtq1OV68OOqoUfmQUAg3dfAg9O/PqlWrePrpp41OkyduM2J0FKvVymeffoq6ZQvs2GF0HCFcg6ZhmTWLho0b06FDB6PT5JkU4220b9+eZzt2xDp1qr45uBDizjZvRtm7lymffupS90RnRYoxC9O//BKfa9dgzhyjowjh3OLjsU6bxiu9etG4cWOj0ziEFGMWypQpw2eTJmFasQIOHzY6jhBOy/TllwT6+DBl8mSjoziM2xSjqqqkpaWRlpYGQGpqKmlpaeTl2tKrr75K40cewTp5MtjtjooqhPv44w+08HC+nTWLYsWKGZ3GYdymGBcsWEDhwoV5/PHHAfDz88PX15ctW7bk+jXNZjPffv01prNnYelSR0UVwj0kJWGdOpUXXnyRJ5980ug0DuV203Xyw7hx4/hw5EjU2bMhJMToOEI4BdOnnxL4118cPXSI4OBgo+M4lBRjNthsNurUr89RLy+UyZPBDa66CZEnf/8NQ4awbNkyOnfubHQah3ObQ+n85OXlxdzZs1H37pVtEIRITsY6ZQpPP/usW5YiSDFm20MPPcSIDz/E/NVXcOiQ0XGEMM6MGRROSWHGV18ZnSTfyKF0DiiKwqPt2vH7gQPYZ86EokWNjiREwVq/HsaMYenSpXTp0sXoNPlGRow5YLFYWLxoEUFmM+bx4yEXK/gI4bLOnMEyeTJvvvmmW5ciyIgxV7Zu3Uqz5s1RX3kFunUzOo4Q+S8lBWv//tQKDmZbRITLbW6VUzJizIUmTZowccIETN9+C3v2GB1HiPylaZg++4zCsbF8v3y525ciyIgx1zRN4+lnn+WXLVuwz5oFbjaPS4gbli/H9NVXrFmz5sYNFO5ORoy5ZDKZmD93LmUCArCMGQOKYnQkIRxv505MM2Ywbtw4jylFkBFjnu3evZuGjRphe+wxGDhQJn8L9xEdjfX113nm0UdZumSJWywnll1SjA6wYsUKunTpgtazJ/ToYXQcIfIuIQHrwIFU8fPjr23bXHr/ltyQQ2kH6NSpE9OnT9fXbly92ug4QuRNSgrWYcMonp7Or6tXe1wpAliNDuAuXn/9daKjoxkzdixasWLwyCNGRxIi59LTsXz0EX4XLrAxIoLy5csbncgQcijtQJqm0adPH75dsAD100+hVi2jIwmRfYqCecwYCv39N79v2kSDBg2MTmQYKUYHs9vtPNOxI79u2oTy+edQqZLRkYS4O03DNGUK1nXrWPvrr7Ro0cLoRIaSYswHKSkptGzThp2RkdinTYNSpYyOJMSdff015iVLWLlihctvfeoIcvElHxQuXJiff/qJe4sXxzp0KFy9anQkIbK2dCksWsS3s2dLKWaQYswnQUFBrF+7lhAvL6wDB8KlS0ZHEuK/fvgB/u//mDJlCi+//LLRaZyGFGM+CgkJ4Y/ff+def3+9HKOjjY4khE7TYP58mDqVMWPGMGjQIKMTORU5x1gALl++TKu2bTl8/jz2SZPAQ6dACCehqvDll5hWreKrr76iX79+RidyOlKMBSQ2Npa27dqx9+hR7OPHQ7VqRkcSnshmwzx+POaICL4LC3PbrQnySg6lC0hgYCCb1q+nxUMPYRk8WN9MSIiClJKC5YMP8Nm+nV9//llK8Q6kGAuQn58fa376ic4dOmB+/33YsMHoSMJTxMdjfecd/E+c4PdNm2jdurXRiZya3BJYwLy9vVkUFkbJEiWYNmYMnDsHL70EZvk/SuSTixex/u9/lAQ2/vEHVatWNTqR05NzjAbRNI0vv/ySQYMHozVsiPree+DnZ3Qs4W727ME6ejSVS5dm/dq1lCtXzuhELkGK0WC///47Hbt0Ib5QIeyjRkGFCkZHEu5A02DJEkzffEP79u1ZMG8exYoVMzqVy5DjN4M1a9aMvbt2UbdMGSxvvAG//250JOHqkpIwjxiB6euvGT9uHD+uWiWlmEMyYnQSaWlpDBgwgFmzZsGLL0KvXmCxGB1LuJrjx7F+/DEB6eksX7LE4xeDyC0pRicze/Zs+r3xBlrduigffABFixodSbiK337DPHUqDzVowIqlSylbtqzRiVyWFKMT2rFjBx06duSqqmJ/912oX9/oSMKZpadj+vJLtJ9+YtCgQUyYMAEvLy+jU7k0KUYndenSJV7r04effvgBOnSAvn3B19foWMLZHD2KdeJEvC9eZN6cOTJp20GkGJ2YpmksXryYfv37k+zjo48ePXhVZXETmw0WLMC0aBEPN2rE/DlzCA0NNTqV25BidAEXL16kT79+/LhqFTz1lD569MANikSGo0exfvop5qgoJn7yCW+99RZmuUHAoaQYXYSmaSxdupS+b7zBNW9vGT16opQUmDMH04oVNGzUiAVz58ooMZ9IMbqYixcv0vf11/nh++8xtW+P1rs3BAQYHUvkt23bsH7xBYWSk5k0cSK9e/eWUWI+kmJ0QZqmsWzZMl5/803iU1JQXnwROnUCb2+jowlHO3cO89dfo/7+O12ee44vPv+c0qVLG53K7UkxurDExEQmTpzIxMmTUQMCsPfqBa1by4IU7uDqVZg/H9PPP1Pp3nv5cupUHn/8caNTeQwpRjdw7tw5PvzwQ+bNm4elShXs/fpBvXpGxxK5kZQEixdjWbGC4KAgxo4cSc+ePbFaZSGsgiTF6Eb27t3LO0OGsH7dOsyNGqH26QMVKxodS2RHejqsWoV10SIKAR8OG8Zbb71F4cKFjU7mkaQY3dDatWsZ+O67HP7nH7THHoOuXWWfGWelKLBuHda5czHHxzPo7bcZOnQogYGBRifzaFKMbkpRFBYsWMBHo0dz5uRJzE2bonbtCjVqGB1NAFy7Br/8gtcPP2A/f55Xe/Xi448/lvUSnYQUo5tTFIWVK1cyZvx49u3ahbVePeydO0PDhrJ6jxHOnYOVK7H89htW4JUePRg0aJCsqu1kpBg9hKZpbNiwgfETJxK+di1e5cphe+YZaNdOVg7Pb5oGO3diXrkS9c8/KXvPPQx66y1effVVOWR2UlKMHujw4cN88cUXzJk/H5uqorRpA23bwv33y1QfR0pJgXXr8Fq1CtvJkzRp1ox3Bg6kQ4cOWGS07tSkGD1YXFwc3377LTO++YbIQ4fwKl0aW8uW+lzIe+8Fk8noiK4nLQ22b8e0aRPmbdswaxrdXniBt99+m7p16xqdTmSTFKNA0zT279/PokWLmL9oEdFnz+JVqRK2Vq30kixTxuiIzi09HXbswLR5M+Y//kBNSaFx06Z069qVzp07U6JECaMTihySYhS3UFWVP/74g7CwML5bupT4mBisNWtib9ECHnoIQkJkJAn6sl9//41p40bM27ahJCXxcJMmdOvalU6dOlFG/jNxaVKMIks2m41169axMCyMVT/8QMq1a3iVLImtXj39zpr69cFTRkOaBqdOwa5dmO5WzJAAAAK9SURBVHfvxrR3L0pSEg0aNuSljJFhSEiI0SmFg0gximxJT09nx44drF+/nrXr17Pjzz+x22x4VaiArW5dvSjr1XOfPWoUBU6ehAMHMO3fj3XvXmxXr1KkaFFatmjBo23a0KFDByrIdrduSYpR5Mq1a9eIiIhg/fr1/Lp+PQd270YDvCtWxFaxIlqlSnD9UaaMc1/tTk2FM2fg9Gk4cwbL0aNw8CBKUhK+fn40atSIVi1a0Lp1axo0aCD3LXsAKUbhEDExMWzatIm//vqLffv3s3v/fqLPnAHAUrgw5kqVsFWooF/trlQJSpeG4sXBx6dgAmqavkDD6dM3CtB8+jTWs2dJj44GTcNitVKhcmUerFuXpk2b0qRJE2rVqiVTazyQFKPINwkJCfzzzz8cOHCA/fv3s3vfPvbv3098TMyNz7EWLYq5RAmUoCCUgAD9UPzmh9WqX+wxm/Vfb35cf5+mQWIixMfrj4QEiI/HmpCAOeP99rg41LQ0AHwKFya0alXq1qxJjRo1bjxCQ0Nldz0BSDGKAqZpGpcuXeLMmTOcP3+eqKioG79eunyZi1evcvnyZeJiYkiMiyO7fz3NFgsBQUEEBgVRskQJSpcoQfHgYIoXL37jUapUKapXr0758uVl9WtxR1KMwmlpmoaqqqiqeuP3t/sVwN/fX8pOOIwUoxBCZCL/xQohRCZSjEIIkYkUoxBCZCLFKIQQmUgxCiFEJlKMQgiRiRSjEEJkIsUohBCZSDEKIUQmUoxCCJGJFKMQQmQixSiEEJlIMQohRCZSjEIIkYkUoxBCZCLFKIQQmUgxCiFEJlKMQgiRiRSjEEJkIsUohBCZSDEKIUQmUoxCCJGJFKMQQmQixSiEEJlIMQohRCZSjEIIkYkUoxBCZCLFKIQQmUgxCiFEJlKMQgiRiRSjEEJkIsUohBCZ/D9A0sf64nJfxwAAAABJRU5ErkJggg==\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><style type=\"text/css\" class=\"pd_save is-viewer-good\">\n",
       "  .df-table-wrapper .panel-heading {\n",
       "    border-radius: 0;\n",
       "    padding: 0px;\n",
       "  }\n",
       "  .df-table-wrapper .panel-heading:hover {\n",
       "    border-color: #008571;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a {\n",
       "    background-color: #f9f9fb;\n",
       "    color: #333333;\n",
       "    display: block;\n",
       "    outline: none;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a:hover {\n",
       "    background-color: #337ab7;\n",
       "    border-color: #2e6da4;\n",
       "    color: #ffffff;\n",
       "    display: block;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper {\n",
       "    font-size: small;\n",
       "    font-weight: 300;\n",
       "    letter-spacing: 0.5px;\n",
       "    line-height: normal;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-search-count {\n",
       "    display: inline-block;\n",
       "    margin: 20px 0;\n",
       "  }\n",
       "  .df-table-container {\n",
       "    max-height: 50vh;\n",
       "    max-width: 100%;\n",
       "    overflow-x: auto;\n",
       "    position: relative;\n",
       "  }\n",
       "  .df-table-wrapper table {\n",
       "    border: 0 none #ffffff;\n",
       "    border-collapse: collapse;\n",
       "    margin: 0;\n",
       "    min-width: 100%;\n",
       "    padding: 0;\n",
       "    table-layout: fixed;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-wrapper tr.hidden {\n",
       "    display: none;\n",
       "  }\n",
       "  .df-table-wrapper tr:nth-child(even) {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.even {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.odd {\n",
       "    background-color: #ffffff;\n",
       "  }\n",
       "  .df-table-wrapper td + td {\n",
       "    border-left: 1px solid #e0e0e0;\n",
       "  }\n",
       "\n",
       "  .df-table-wrapper thead,\n",
       "  .fixed-header {\n",
       "    color: #337ab7;\n",
       "    font-family: monospace;\n",
       "  }\n",
       "  .df-table-wrapper tr,\n",
       "  .fixed-row {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "  .df-table-wrapper th,\n",
       "  .df-table-wrapper td,\n",
       "  .fixed-cell {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    min-width: 50px;\n",
       "    padding: 5px 20px 5px 10px;\n",
       "    text-align: left;\n",
       "    word-wrap: break-word;\n",
       "  }\n",
       "  .df-table-wrapper th {\n",
       "    padding-bottom: 0;\n",
       "    padding-top: 0;\n",
       "  }\n",
       "  .df-table-wrapper th div {\n",
       "    max-height: 1px;\n",
       "    visibility: hidden;\n",
       "  }\n",
       "\n",
       "  .df-schema-field {\n",
       "    margin-left: 10px;\n",
       "  }\n",
       "\n",
       "  .fixed-header-container {\n",
       "    overflow: hidden;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-header {\n",
       "    border-bottom: 2px solid #2e6da4;\n",
       "    display: table;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-row {\n",
       "    display: table-row;\n",
       "  }\n",
       "  .fixed-cell {\n",
       "    display: table-cell;\n",
       "  }\n",
       "</style><div class=\"df-table-wrapper df-table-wrapper-5be0b77b panel-group pd_save is-viewer-good\">\n",
       "  <!-- dataframe schema -->\n",
       "  \n",
       "  <div class=\"panel panel-default\">\n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-schema-5be0b77b\" data-parent=\"#df-table-wrapper-5be0b77b\">Schema</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    <div id=\"df-schema-5be0b77b\" class=\"panel-collapse collapse\">\n",
       "      <div class=\"panel-body\" style=\"font-family: monospace;\">\n",
       "        <div class=\"df-schema-type\">\n",
       "          <span>type: </span><span>Pandas DataFrame Row</span>\n",
       "        </div>\n",
       "        <div class=\"df-schema-fields\">\n",
       "          <div>field:</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('O'), 'name': 'class'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'precision'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'recall'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'f1_score'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'support'}</div>\n",
       "          \n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "  \n",
       "  <!-- dataframe table -->\n",
       "  <div class=\"panel panel-default\">\n",
       "    \n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-table-5be0b77b\" data-parent=\"#df-table-wrapper-5be0b77b\">Table</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    \n",
       "    <div id=\"df-table-5be0b77b\" class=\"panel-collapse collapse in\">\n",
       "      <div class=\"panel-body\">\n",
       "        \n",
       "        <input class=\"df-table-search form-control input-sm\" placeholder=\"Search table\" type=\"text\">\n",
       "        <div>\n",
       "          <span class=\"df-table-search-count\">Showing 3 of 3</span>\n",
       "        </div>\n",
       "        <!-- fixed header for when dataframe table scrolls -->\n",
       "        <div class=\"fixed-header-container\">\n",
       "          <div class=\"fixed-header\">\n",
       "            <div class=\"fixed-row\">\n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">class</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">precision</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">recall</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">f1_score</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">support</div>\n",
       "              \n",
       "              \n",
       "            </div>\n",
       "          </div>\n",
       "        </div>\n",
       "        <div class=\"df-table-container\">\n",
       "          <table class=\"df-table\">\n",
       "            <thead>\n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <th><div>class</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>precision</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>recall</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>f1_score</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>support</div></th>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "            </thead>\n",
       "            <tbody>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.62</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.73</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.67</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>4003.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.65</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.53</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.58</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3739.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>avg / total</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>7742.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "            </tbody>\n",
       "          </table>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "</div><script class=\"pd_save is-viewer-good\">\n",
       "  $(function() {\n",
       "    var tableWrapper = $('.df-table-wrapper-5be0b77b');\n",
       "    var fixedHeader = $('.fixed-header', tableWrapper);\n",
       "    var tableContainer = $('.df-table-container', tableWrapper);\n",
       "    var table = $('.df-table', tableContainer);\n",
       "    var rows = $('tbody > tr', table);\n",
       "    var total = 3;\n",
       "\n",
       "    fixedHeader\n",
       "      .css('width', table.width())\n",
       "      .find('.fixed-cell')\n",
       "      .each(function(i, e) {\n",
       "        $(this).css('width', $('.df-table-wrapper-5be0b77b th:nth-child(' + (i+1) + ')').css('width'));\n",
       "      });\n",
       "\n",
       "    tableContainer.scroll(function() {\n",
       "      fixedHeader.css({ left: table.position().left });\n",
       "    });\n",
       "\n",
       "    rows.on(\"click\", function(e){\n",
       "        var txt = e.delegateTarget.innerText;\n",
       "        var splits = txt.split(\"\\t\");\n",
       "        var len = splits.length;\n",
       "        var hdrs = $(fixedHeader).find(\".fixed-cell\");\n",
       "        // Add all cells in the selected row as a map to be consumed by the target as needed\n",
       "        var payload = {type:\"select\", targetDivId: \"ui-id-22\" };\n",
       "        for (var i = 0; i < len; i++) {\n",
       "          payload[hdrs[i].innerHTML] = splits[i];\n",
       "        }\n",
       "\n",
       "        //simple selection highlighting, client adds \"selected\" class\n",
       "        $(this).addClass(\"selected\").siblings().removeClass(\"selected\");\n",
       "        $(document).trigger('pd_event', payload);\n",
       "    });\n",
       "\n",
       "    $('.df-table-search', tableWrapper).keyup(function() {\n",
       "      var val = '^(?=.*\\\\b' + $.trim($(this).val()).split(/\\s+/).join('\\\\b)(?=.*\\\\b') + ').*$';\n",
       "      var reg = RegExp(val, 'i');\n",
       "      var index = 0;\n",
       "      \n",
       "      rows.each(function(i, e) {\n",
       "        if (!reg.test($(this).text().replace(/\\s+/g, ' '))) {\n",
       "          $(this).attr('class', 'hidden');\n",
       "        }\n",
       "        else {\n",
       "          $(this).attr('class', (++index % 2 == 0 ? 'even' : 'odd'));\n",
       "        }\n",
       "      });\n",
       "\n",
       "      $('.df-table-search-count', tableWrapper).html('Showing ' + index + ' of ' + total);\n",
       "    });\n",
       "  });\n",
       "\n",
       "  $(\".df-table-wrapper td:contains('http://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "  $(\".df-table-wrapper td:contains('https://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><style type=\"text/css\" class=\"pd_save is-viewer-good\">\n",
       "  .df-table-wrapper .panel-heading {\n",
       "    border-radius: 0;\n",
       "    padding: 0px;\n",
       "  }\n",
       "  .df-table-wrapper .panel-heading:hover {\n",
       "    border-color: #008571;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a {\n",
       "    background-color: #f9f9fb;\n",
       "    color: #333333;\n",
       "    display: block;\n",
       "    outline: none;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper .panel-title a:hover {\n",
       "    background-color: #337ab7;\n",
       "    border-color: #2e6da4;\n",
       "    color: #ffffff;\n",
       "    display: block;\n",
       "    padding: 10px 15px;\n",
       "    text-decoration: none;\n",
       "  }\n",
       "  .df-table-wrapper {\n",
       "    font-size: small;\n",
       "    font-weight: 300;\n",
       "    letter-spacing: 0.5px;\n",
       "    line-height: normal;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-search-count {\n",
       "    display: inline-block;\n",
       "    margin: 20px 0;\n",
       "  }\n",
       "  .df-table-container {\n",
       "    max-height: 50vh;\n",
       "    max-width: 100%;\n",
       "    overflow-x: auto;\n",
       "    position: relative;\n",
       "  }\n",
       "  .df-table-wrapper table {\n",
       "    border: 0 none #ffffff;\n",
       "    border-collapse: collapse;\n",
       "    margin: 0;\n",
       "    min-width: 100%;\n",
       "    padding: 0;\n",
       "    table-layout: fixed;\n",
       "    height: inherit;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  .df-table-wrapper tr.hidden {\n",
       "    display: none;\n",
       "  }\n",
       "  .df-table-wrapper tr:nth-child(even) {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.even {\n",
       "    background-color: #f9f9fb;\n",
       "  }\n",
       "  .df-table-wrapper tr.odd {\n",
       "    background-color: #ffffff;\n",
       "  }\n",
       "  .df-table-wrapper td + td {\n",
       "    border-left: 1px solid #e0e0e0;\n",
       "  }\n",
       "\n",
       "  .df-table-wrapper thead,\n",
       "  .fixed-header {\n",
       "    color: #337ab7;\n",
       "    font-family: monospace;\n",
       "  }\n",
       "  .df-table-wrapper tr,\n",
       "  .fixed-row {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "  .df-table-wrapper th,\n",
       "  .df-table-wrapper td,\n",
       "  .fixed-cell {\n",
       "    border: 0 none #ffffff;\n",
       "    margin: 0;\n",
       "    min-width: 50px;\n",
       "    padding: 5px 20px 5px 10px;\n",
       "    text-align: left;\n",
       "    word-wrap: break-word;\n",
       "  }\n",
       "  .df-table-wrapper th {\n",
       "    padding-bottom: 0;\n",
       "    padding-top: 0;\n",
       "  }\n",
       "  .df-table-wrapper th div {\n",
       "    max-height: 1px;\n",
       "    visibility: hidden;\n",
       "  }\n",
       "\n",
       "  .df-schema-field {\n",
       "    margin-left: 10px;\n",
       "  }\n",
       "\n",
       "  .fixed-header-container {\n",
       "    overflow: hidden;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-header {\n",
       "    border-bottom: 2px solid #2e6da4;\n",
       "    display: table;\n",
       "    position: relative;\n",
       "  }\n",
       "  .fixed-row {\n",
       "    display: table-row;\n",
       "  }\n",
       "  .fixed-cell {\n",
       "    display: table-cell;\n",
       "  }\n",
       "</style><div class=\"df-table-wrapper df-table-wrapper-5be0b77b panel-group pd_save is-viewer-good\">\n",
       "  <!-- dataframe schema -->\n",
       "  \n",
       "  <div class=\"panel panel-default\">\n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-schema-5be0b77b\" data-parent=\"#df-table-wrapper-5be0b77b\">Schema</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    <div id=\"df-schema-5be0b77b\" class=\"panel-collapse collapse\">\n",
       "      <div class=\"panel-body\" style=\"font-family: monospace;\">\n",
       "        <div class=\"df-schema-type\">\n",
       "          <span>type: </span><span>Pandas DataFrame Row</span>\n",
       "        </div>\n",
       "        <div class=\"df-schema-fields\">\n",
       "          <div>field:</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('O'), 'name': 'class'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'precision'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'recall'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'f1_score'}</div>\n",
       "          \n",
       "            <div class=\"df-schema-field\">{'type': dtype('float64'), 'name': 'support'}</div>\n",
       "          \n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "  \n",
       "  <!-- dataframe table -->\n",
       "  <div class=\"panel panel-default\">\n",
       "    \n",
       "    <div class=\"panel-heading\">\n",
       "      <h4 class=\"panel-title\" style=\"margin: 0px;\">\n",
       "        <a data-toggle=\"collapse\" href=\"#df-table-5be0b77b\" data-parent=\"#df-table-wrapper-5be0b77b\">Table</a>\n",
       "      </h4>\n",
       "    </div>\n",
       "    \n",
       "    <div id=\"df-table-5be0b77b\" class=\"panel-collapse collapse in\">\n",
       "      <div class=\"panel-body\">\n",
       "        \n",
       "        <input class=\"df-table-search form-control input-sm\" placeholder=\"Search table\" type=\"text\">\n",
       "        <div>\n",
       "          <span class=\"df-table-search-count\">Showing 3 of 3</span>\n",
       "        </div>\n",
       "        <!-- fixed header for when dataframe table scrolls -->\n",
       "        <div class=\"fixed-header-container\">\n",
       "          <div class=\"fixed-header\">\n",
       "            <div class=\"fixed-row\">\n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">class</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">precision</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">recall</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">f1_score</div>\n",
       "              \n",
       "              \n",
       "              \n",
       "              <div class=\"fixed-cell\">support</div>\n",
       "              \n",
       "              \n",
       "            </div>\n",
       "          </div>\n",
       "        </div>\n",
       "        <div class=\"df-table-container\">\n",
       "          <table class=\"df-table\">\n",
       "            <thead>\n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <th><div>class</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>precision</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>recall</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>f1_score</div></th>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <th><div>support</div></th>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "            </thead>\n",
       "            <tbody>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>0</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.62</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.73</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.67</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3950.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>1</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.66</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.53</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.59</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>3789.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "              <tr>\n",
       "                \n",
       "                \n",
       "                <td>avg / total</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.64</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>0.63</td>\n",
       "                \n",
       "                \n",
       "                \n",
       "                <td>7739.0</td>\n",
       "                \n",
       "                \n",
       "              </tr>\n",
       "              \n",
       "            </tbody>\n",
       "          </table>\n",
       "        </div>\n",
       "      </div>\n",
       "    </div>\n",
       "  </div>\n",
       "</div><script class=\"pd_save is-viewer-good\">\n",
       "  $(function() {\n",
       "    var tableWrapper = $('.df-table-wrapper-5be0b77b');\n",
       "    var fixedHeader = $('.fixed-header', tableWrapper);\n",
       "    var tableContainer = $('.df-table-container', tableWrapper);\n",
       "    var table = $('.df-table', tableContainer);\n",
       "    var rows = $('tbody > tr', table);\n",
       "    var total = 3;\n",
       "\n",
       "    fixedHeader\n",
       "      .css('width', table.width())\n",
       "      .find('.fixed-cell')\n",
       "      .each(function(i, e) {\n",
       "        $(this).css('width', $('.df-table-wrapper-5be0b77b th:nth-child(' + (i+1) + ')').css('width'));\n",
       "      });\n",
       "\n",
       "    tableContainer.scroll(function() {\n",
       "      fixedHeader.css({ left: table.position().left });\n",
       "    });\n",
       "\n",
       "    rows.on(\"click\", function(e){\n",
       "        var txt = e.delegateTarget.innerText;\n",
       "        var splits = txt.split(\"\\t\");\n",
       "        var len = splits.length;\n",
       "        var hdrs = $(fixedHeader).find(\".fixed-cell\");\n",
       "        // Add all cells in the selected row as a map to be consumed by the target as needed\n",
       "        var payload = {type:\"select\", targetDivId: \"ui-id-25\" };\n",
       "        for (var i = 0; i < len; i++) {\n",
       "          payload[hdrs[i].innerHTML] = splits[i];\n",
       "        }\n",
       "\n",
       "        //simple selection highlighting, client adds \"selected\" class\n",
       "        $(this).addClass(\"selected\").siblings().removeClass(\"selected\");\n",
       "        $(document).trigger('pd_event', payload);\n",
       "    });\n",
       "\n",
       "    $('.df-table-search', tableWrapper).keyup(function() {\n",
       "      var val = '^(?=.*\\\\b' + $.trim($(this).val()).split(/\\s+/).join('\\\\b)(?=.*\\\\b') + ').*$';\n",
       "      var reg = RegExp(val, 'i');\n",
       "      var index = 0;\n",
       "      \n",
       "      rows.each(function(i, e) {\n",
       "        if (!reg.test($(this).text().replace(/\\s+/g, ' '))) {\n",
       "          $(this).attr('class', 'hidden');\n",
       "        }\n",
       "        else {\n",
       "          $(this).attr('class', (++index % 2 == 0 ? 'even' : 'odd'));\n",
       "        }\n",
       "      });\n",
       "\n",
       "      $('.df-table-search-count', tableWrapper).html('Showing ' + index + ' of ' + total);\n",
       "    });\n",
       "  });\n",
       "\n",
       "  $(\".df-table-wrapper td:contains('http://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "  $(\".df-table-wrapper td:contains('https://')\").each(function(){var tc = this.textContent; $(this).wrapInner(\"<a target='_blank' href='\" + tc + \"'></a>\");});\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div><img style=\"max-width:initial !important\" src=\"data:image/png;base64,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\" class=\"pd_save is-viewer-good\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pixieHealthApp.PixieHealthApp().run(chrt, runInDialog='true')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  },
  "toc": {
   "toc_cell": false,
   "toc_number_sections": true,
   "toc_section_display": "none",
   "toc_threshold": 4,
   "toc_window_display": false
  },
  "toc_position": {
   "left": "1143px",
   "right": "20px",
   "top": "119px",
   "width": "205px"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}