examples/example_boston_discover_feature_relationships.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore feature-to-feature relationship in Boston"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn import datasets\n",
    "import beyond_correlation as bc\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-11-02 \n",
      "\n",
      "CPython 3.7.3\n",
      "IPython 7.9.0\n",
      "\n",
      "numpy 1.17.3\n",
      "matplotlib 3.1.1\n",
      "sklearn 0.21.3\n",
      "\n",
      "compiler   : GCC 7.3.0\n",
      "system     : Linux\n",
      "release    : 5.2.6-050206-generic\n",
      "machine    : x86_64\n",
      "processor  : x86_64\n",
      "CPU cores  : 8\n",
      "interpreter: 64bit\n",
      "Git hash   : 5d7759b8ad494988e1fdee8eb4dab48f01bd9802\n"
     ]
    }
   ],
   "source": [
    "# watermark is optional - it shows the versions of installed libraries\n",
    "# so it is useful to confirm your library versions when you submit bug reports to projects\n",
    "# install watermark using\n",
    "# %install_ext https://raw.githubusercontent.com/rasbt/watermark/master/watermark.py\n",
    "%load_ext watermark\n",
    "# show a watermark for this environment\n",
    "%watermark -d -m -v -p numpy,matplotlib,sklearn -g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  target  \n",
       "0     15.3  396.90   4.98    24.0  \n",
       "1     17.8  396.90   9.14    21.6  \n",
       "2     17.8  392.83   4.03    34.7  \n",
       "3     18.7  394.63   2.94    33.4  \n",
       "4     18.7  396.90   5.33    36.2  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "example_dataset = datasets.load_boston()\n",
    "df_boston = pd.DataFrame(example_dataset.data, columns=example_dataset.feature_names)\n",
    "df_boston['target'] = example_dataset.target\n",
    "\n",
    "df = df_boston\n",
    "cols = ['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX',\n",
    "       'PTRATIO', 'B', 'LSTAT', 'target']\n",
    "classifier_overrides = set()\n",
    "\n",
    "df = df_boston\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Discover non-linear relationships\n",
    "\n",
    "_Github note_ colours for `style` don't show up in Github, you'll have to grab a local copy of the Notebook.\n",
    "\n",
    "* NOX predicts RAD, INDUS, TAX and DIS\n",
    "* RAD predicts DIS poorly, NOX better, TAX better\n",
    "* CRIM predicts RAD but RAD poorly predicts CRIM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 38.6 s, sys: 262 ms, total: 38.9 s\n",
      "Wall time: 38.9 s\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%time df_results, df_info = bc.discover(df[cols].sample(frac=1), classifier_overrides, include_na_information=True)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "sns.heatmap(df_results.pivot(index='target', columns='feature', values='score').fillna(1),\n",
    "            annot=True, center=0, ax=ax, vmin=-0.1, vmax=1, cmap=\"viridis\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col12 {\n",
       "            background-color:  #2cb17e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col13 {\n",
       "            background-color:  #21908d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col0 {\n",
       "            background-color:  #23a983;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col1 {\n",
       "            background-color:  #25ac82;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col2 {\n",
       "            background-color:  #27ad81;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col3 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col4 {\n",
       "            background-color:  #22a785;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col5 {\n",
       "            background-color:  #6ece58;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col6 {\n",
       "            background-color:  #1f9a8a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col7 {\n",
       "            background-color:  #67cc5c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col8 {\n",
       "            background-color:  #67cc5c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col9 {\n",
       "            background-color:  #6ccd5a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col10 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col11 {\n",
       "            background-color:  #6ccd5a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col12 {\n",
       "            background-color:  #2eb37c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col13 {\n",
       "            background-color:  #3fbc73;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col0 {\n",
       "            background-color:  #42be71;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col1 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col2 {\n",
       "            background-color:  #20928c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col3 {\n",
       "            background-color:  #27ad81;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col4 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col5 {\n",
       "            background-color:  #cde11d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col6 {\n",
       "            background-color:  #24868e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col7 {\n",
       "            background-color:  #d2e21b;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col8 {\n",
       "            background-color:  #60ca60;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col9 {\n",
       "            background-color:  #2fb47c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col10 {\n",
       "            background-color:  #26828e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col11 {\n",
       "            background-color:  #aadc32;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col12 {\n",
       "            background-color:  #6ccd5a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col13 {\n",
       "            background-color:  #24878e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col0 {\n",
       "            background-color:  #23a983;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col1 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col2 {\n",
       "            background-color:  #277f8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col3 {\n",
       "            background-color:  #2fb47c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col4 {\n",
       "            background-color:  #37b878;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col5 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col6 {\n",
       "            background-color:  #1f998a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col7 {\n",
       "            background-color:  #eae51a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col8 {\n",
       "            background-color:  #86d549;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col9 {\n",
       "            background-color:  #38b977;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col10 {\n",
       "            background-color:  #287c8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col11 {\n",
       "            background-color:  #d0e11c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col12 {\n",
       "            background-color:  #2ab07f;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col13 {\n",
       "            background-color:  #1f998a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col0 {\n",
       "            background-color:  #1f9a8a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col1 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col2 {\n",
       "            background-color:  #25838e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col3 {\n",
       "            background-color:  #20a386;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col4 {\n",
       "            background-color:  #1fa187;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col5 {\n",
       "            background-color:  #40bd72;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col6 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col7 {\n",
       "            background-color:  #54c568;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col8 {\n",
       "            background-color:  #26ad81;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col9 {\n",
       "            background-color:  #22a785;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col10 {\n",
       "            background-color:  #1fa287;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col11 {\n",
       "            background-color:  #37b878;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col12 {\n",
       "            background-color:  #1f9f88;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col13 {\n",
       "            background-color:  #69cd5b;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col0 {\n",
       "            background-color:  #3dbc74;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col1 {\n",
       "            background-color:  #26828e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col2 {\n",
       "            background-color:  #23888e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col3 {\n",
       "            background-color:  #60ca60;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col4 {\n",
       "            background-color:  #60ca60;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col5 {\n",
       "            background-color:  #c2df23;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col6 {\n",
       "            background-color:  #1f958b;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col7 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col8 {\n",
       "            background-color:  #7cd250;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col9 {\n",
       "            background-color:  #48c16e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col10 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col11 {\n",
       "            background-color:  #a8db34;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col12 {\n",
       "            background-color:  #2cb17e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col13 {\n",
       "            background-color:  #1f998a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col0 {\n",
       "            background-color:  #287c8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col1 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col2 {\n",
       "            background-color:  #1e9d89;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col3 {\n",
       "            background-color:  #1f998a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col4 {\n",
       "            background-color:  #218e8d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col5 {\n",
       "            background-color:  #d0e11c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col6 {\n",
       "            background-color:  #238a8d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col7 {\n",
       "            background-color:  #c5e021;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col8 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col9 {\n",
       "            background-color:  #4ac16d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col10 {\n",
       "            background-color:  #218e8d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col11 {\n",
       "            background-color:  #c0df25;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col12 {\n",
       "            background-color:  #3aba76;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col13 {\n",
       "            background-color:  #1f9a8a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col0 {\n",
       "            background-color:  #24878e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col1 {\n",
       "            background-color:  #1f978b;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col2 {\n",
       "            background-color:  #1e9b8a;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col3 {\n",
       "            background-color:  #dde318;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col4 {\n",
       "            background-color:  #20938c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col5 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col6 {\n",
       "            background-color:  #228c8d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col7 {\n",
       "            background-color:  #fbe723;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col8 {\n",
       "            background-color:  #e5e419;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col9 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col10 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col11 {\n",
       "            background-color:  #f8e621;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col12 {\n",
       "            background-color:  #23a983;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col13 {\n",
       "            background-color:  #28ae80;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col0 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col1 {\n",
       "            background-color:  #24878e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col2 {\n",
       "            background-color:  #1e9c89;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col3 {\n",
       "            background-color:  #21908d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col4 {\n",
       "            background-color:  #23888e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col5 {\n",
       "            background-color:  #3bbb75;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col6 {\n",
       "            background-color:  #34b679;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col7 {\n",
       "            background-color:  #3dbc74;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col8 {\n",
       "            background-color:  #2ab07f;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col9 {\n",
       "            background-color:  #23a983;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col10 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col11 {\n",
       "            background-color:  #27ad81;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col12 {\n",
       "            background-color:  #25ab82;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col13 {\n",
       "            background-color:  #44bf70;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col0 {\n",
       "            background-color:  #21918c;\n",
       "            color:  #000000;\n",
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       "            background-color:  #20938c;\n",
       "            color:  #000000;\n",
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       "            background-color:  #20928c;\n",
       "            color:  #000000;\n",
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       "            background-color:  #aadc32;\n",
       "            color:  #000000;\n",
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       "            background-color:  #1fa188;\n",
       "            color:  #000000;\n",
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       "            background-color:  #f8e621;\n",
       "            color:  #000000;\n",
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       "            background-color:  #218f8d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col7 {\n",
       "            background-color:  #f6e620;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col8 {\n",
       "            background-color:  #c5e021;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col9 {\n",
       "            background-color:  #d0e11c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col10 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col11 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col12 {\n",
       "            background-color:  #21a685;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col13 {\n",
       "            background-color:  #2db27d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col0 {\n",
       "            background-color:  #37b878;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col1 {\n",
       "            background-color:  #24868e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col2 {\n",
       "            background-color:  #1e9c89;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col3 {\n",
       "            background-color:  #34b679;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col4 {\n",
       "            background-color:  #7fd34e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col5 {\n",
       "            background-color:  #cde11d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col6 {\n",
       "            background-color:  #25858e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col7 {\n",
       "            background-color:  #c5e021;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col8 {\n",
       "            background-color:  #3dbc74;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col9 {\n",
       "            background-color:  #22a785;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col10 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col11 {\n",
       "            background-color:  #6ece58;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col12 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col13 {\n",
       "            background-color:  #228d8d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col0 {\n",
       "            background-color:  #297b8e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col1 {\n",
       "            background-color:  #25848e;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col2 {\n",
       "            background-color:  #1f958b;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col3 {\n",
       "            background-color:  #1f958b;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col4 {\n",
       "            background-color:  #238a8d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col5 {\n",
       "            background-color:  #4ac16d;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col6 {\n",
       "            background-color:  #5cc863;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col7 {\n",
       "            background-color:  #69cd5b;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col8 {\n",
       "            background-color:  #37b878;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col9 {\n",
       "            background-color:  #25ac82;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col10 {\n",
       "            background-color:  #4cc26c;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col11 {\n",
       "            background-color:  #34b679;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col12 {\n",
       "            background-color:  #22a884;\n",
       "            color:  #000000;\n",
       "        }    #T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col13 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2\" ><thead>    <tr>        <th class=\"index_name level0\" >feature</th>        <th class=\"col_heading level0 col0\" >AGE</th>        <th class=\"col_heading level0 col1\" >B</th>        <th class=\"col_heading level0 col2\" >CHAS</th>        <th class=\"col_heading level0 col3\" >CRIM</th>        <th class=\"col_heading level0 col4\" >DIS</th>        <th class=\"col_heading level0 col5\" >INDUS</th>        <th class=\"col_heading level0 col6\" >LSTAT</th>        <th class=\"col_heading level0 col7\" >NOX</th>        <th class=\"col_heading level0 col8\" >PTRATIO</th>        <th class=\"col_heading level0 col9\" >RAD</th>        <th class=\"col_heading level0 col10\" >RM</th>        <th class=\"col_heading level0 col11\" >TAX</th>        <th class=\"col_heading level0 col12\" >ZN</th>        <th class=\"col_heading level0 col13\" >target</th>    </tr>    <tr>        <th class=\"index_name level0\" >target</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row0\" class=\"row_heading level0 row0\" >AGE</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col1\" class=\"data row0 col1\" >-0.16</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col2\" class=\"data row0 col2\" >0.0027</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col3\" class=\"data row0 col3\" >0.24</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col4\" class=\"data row0 col4\" >0.55</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col5\" class=\"data row0 col5\" >0.63</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col6\" class=\"data row0 col6\" >0.14</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col7\" class=\"data row0 col7\" >0.67</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col8\" class=\"data row0 col8\" >0.42</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col9\" class=\"data row0 col9\" >0.24</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col10\" class=\"data row0 col10\" >-0.3</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col11\" class=\"data row0 col11\" >0.54</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col12\" class=\"data row0 col12\" >0.34</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row0_col13\" class=\"data row0 col13\" >0.082</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row1\" class=\"row_heading level0 row1\" >B</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col0\" class=\"data row1 col0\" >-0.33</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col1\" class=\"data row1 col1\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col2\" class=\"data row1 col2\" >-0.0068</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col3\" class=\"data row1 col3\" >-0.15</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col4\" class=\"data row1 col4\" >-0.36</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col5\" class=\"data row1 col5\" >0.19</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col6\" class=\"data row1 col6\" >-0.31</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col7\" class=\"data row1 col7\" >0.35</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col8\" class=\"data row1 col8\" >0.16</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col9\" class=\"data row1 col9\" >0.18</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col10\" class=\"data row1 col10\" >-0.34</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col11\" class=\"data row1 col11\" >0.19</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col12\" class=\"data row1 col12\" >0.038</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row1_col13\" class=\"data row1 col13\" >-0.13</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row2\" class=\"row_heading level0 row2\" >CHAS</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col0\" class=\"data row2 col0\" >-0.5</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col1\" class=\"data row2 col1\" >-0.39</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col3\" class=\"data row2 col3\" >-0.41</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col4\" class=\"data row2 col4\" >-0.26</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col5\" class=\"data row2 col5\" >0.057</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col6\" class=\"data row2 col6\" >-0.61</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col7\" class=\"data row2 col7\" >0.034</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col8\" class=\"data row2 col8\" >0.085</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col9\" class=\"data row2 col9\" >-0.028</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col10\" class=\"data row2 col10\" >-0.36</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col11\" class=\"data row2 col11\" >-0.06</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col12\" class=\"data row2 col12\" >0.009</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row2_col13\" class=\"data row2 col13\" >-0.37</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row3\" class=\"row_heading level0 row3\" >CRIM</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col0\" class=\"data row3 col0\" >-0.049</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col1\" class=\"data row3 col1\" >-0.016</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col2\" class=\"data row3 col2\" >-0.0016</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col4\" class=\"data row3 col4\" >-0.077</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col5\" class=\"data row3 col5\" >0.42</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col6\" class=\"data row3 col6\" >-0.22</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col7\" class=\"data row3 col7\" >0.38</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col8\" class=\"data row3 col8\" >0.38</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col9\" class=\"data row3 col9\" >0.41</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col10\" class=\"data row3 col10\" >-0.56</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col11\" class=\"data row3 col11\" >0.41</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col12\" class=\"data row3 col12\" >0.06</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row3_col13\" class=\"data row3 col13\" >0.17</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row4\" class=\"row_heading level0 row4\" >DIS</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col0\" class=\"data row4 col0\" >0.39</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col1\" class=\"data row4 col1\" >-0.19</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col2\" class=\"data row4 col2\" >0.0073</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col3\" class=\"data row4 col3\" >0.24</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col5\" class=\"data row4 col5\" >0.84</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col6\" class=\"data row4 col6\" >-0.088</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col7\" class=\"data row4 col7\" >0.87</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col8\" class=\"data row4 col8\" >0.5</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col9\" class=\"data row4 col9\" >0.29</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col10\" class=\"data row4 col10\" >-0.13</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col11\" class=\"data row4 col11\" >0.75</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col12\" class=\"data row4 col12\" >0.54</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row4_col13\" class=\"data row4 col13\" >-0.081</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row5\" class=\"row_heading level0 row5\" >INDUS</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col0\" class=\"data row5 col0\" >0.3</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col1\" class=\"data row5 col1\" >-0.031</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col2\" class=\"data row5 col2\" >-0.0041</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col3\" class=\"data row5 col3\" >0.39</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col4\" class=\"data row5 col4\" >0.42</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col5\" class=\"data row5 col5\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col6\" class=\"data row5 col6\" >0.19</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col7\" class=\"data row5 col7\" >0.94</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col8\" class=\"data row5 col8\" >0.68</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col9\" class=\"data row5 col9\" >0.43</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col10\" class=\"data row5 col10\" >-0.026</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col11\" class=\"data row5 col11\" >0.87</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col12\" class=\"data row5 col12\" >0.36</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row5_col13\" class=\"data row5 col13\" >0.19</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row6\" class=\"row_heading level0 row6\" >LSTAT</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col0\" class=\"data row6 col0\" >0.16</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col1\" class=\"data row6 col1\" >-0.075</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col2\" class=\"data row6 col2\" >-0.0082</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col3\" class=\"data row6 col3\" >0.24</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col4\" class=\"data row6 col4\" >0.22</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col5\" class=\"data row6 col5\" >0.44</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col6\" class=\"data row6 col6\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col7\" class=\"data row6 col7\" >0.51</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col8\" class=\"data row6 col8\" >0.31</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col9\" class=\"data row6 col9\" >0.26</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col10\" class=\"data row6 col10\" >0.22</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col11\" class=\"data row6 col11\" >0.39</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col12\" class=\"data row6 col12\" >0.2</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row6_col13\" class=\"data row6 col13\" >0.58</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row7\" class=\"row_heading level0 row7\" >NOX</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col0\" class=\"data row7 col0\" >0.42</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col1\" class=\"data row7 col1\" >-0.04</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col2\" class=\"data row7 col2\" >0.0054</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col3\" class=\"data row7 col3\" >0.55</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col4\" class=\"data row7 col4\" >0.55</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col5\" class=\"data row7 col5\" >0.83</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col6\" class=\"data row7 col6\" >0.11</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col7\" class=\"data row7 col7\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col8\" class=\"data row7 col8\" >0.63</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col9\" class=\"data row7 col9\" >0.45</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col10\" class=\"data row7 col10\" >-0.098</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col11\" class=\"data row7 col11\" >0.76</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col12\" class=\"data row7 col12\" >0.32</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row7_col13\" class=\"data row7 col13\" >0.14</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row8\" class=\"row_heading level0 row8\" >PTRATIO</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col0\" class=\"data row8 col0\" >-0.32</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col1\" class=\"data row8 col1\" >-0.33</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col2\" class=\"data row8 col2\" >-0.0097</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col3\" class=\"data row8 col3\" >-0.046</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col4\" class=\"data row8 col4\" >-0.15</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col5\" class=\"data row8 col5\" >0.84</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col6\" class=\"data row8 col6\" >-0.19</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col7\" class=\"data row8 col7\" >0.8</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col8\" class=\"data row8 col8\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col9\" class=\"data row8 col9\" >0.35</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col10\" class=\"data row8 col10\" >-0.15</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col11\" class=\"data row8 col11\" >0.78</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col12\" class=\"data row8 col12\" >0.28</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row8_col13\" class=\"data row8 col13\" >-0.035</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row9\" class=\"row_heading level0 row9\" >RAD</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col0\" class=\"data row9 col0\" >-0.19</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col1\" class=\"data row9 col1\" >-0.046</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col2\" class=\"data row9 col2\" >-0.018</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col3\" class=\"data row9 col3\" >0.88</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col4\" class=\"data row9 col4\" >-0.084</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col5\" class=\"data row9 col5\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col6\" class=\"data row9 col6\" >-0.15</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col7\" class=\"data row9 col7\" >0.99</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col8\" class=\"data row9 col8\" >0.91</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col9\" class=\"data row9 col9\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col10\" class=\"data row9 col10\" >-0.31</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col11\" class=\"data row9 col11\" >0.98</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col12\" class=\"data row9 col12\" >0.12</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row9_col13\" class=\"data row9 col13\" >0.17</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row10\" class=\"row_heading level0 row10\" >RM</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col0\" class=\"data row10 col0\" >-0.33</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col1\" class=\"data row10 col1\" >-0.22</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col2\" class=\"data row10 col2\" >-0.022</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col3\" class=\"data row10 col3\" >-0.13</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col4\" class=\"data row10 col4\" >-0.2</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col5\" class=\"data row10 col5\" >0.28</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col6\" class=\"data row10 col6\" >0.23</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col7\" class=\"data row10 col7\" >0.29</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col8\" class=\"data row10 col8\" >0.18</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col9\" class=\"data row10 col9\" >0.1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col10\" class=\"data row10 col10\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col11\" class=\"data row10 col11\" >0.15</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col12\" class=\"data row10 col12\" >0.12</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row10_col13\" class=\"data row10 col13\" >0.33</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row11\" class=\"row_heading level0 row11\" >TAX</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col0\" class=\"data row11 col0\" >-0.024</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col1\" class=\"data row11 col1\" >-0.00032</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col2\" class=\"data row11 col2\" >-0.018</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col3\" class=\"data row11 col3\" >0.74</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col4\" class=\"data row11 col4\" >0.11</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col5\" class=\"data row11 col5\" >0.98</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col6\" class=\"data row11 col6\" >-0.044</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col7\" class=\"data row11 col7\" >0.97</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col8\" class=\"data row11 col8\" >0.82</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col9\" class=\"data row11 col9\" >0.85</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col10\" class=\"data row11 col10\" >-0.21</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col11\" class=\"data row11 col11\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col12\" class=\"data row11 col12\" >0.16</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row11_col13\" class=\"data row11 col13\" >0.26</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row12\" class=\"row_heading level0 row12\" >ZN</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col0\" class=\"data row12 col0\" >0.27</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col1\" class=\"data row12 col1\" >-0.2</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col2\" class=\"data row12 col2\" >-0.0019</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col3\" class=\"data row12 col3\" >0.24</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col4\" class=\"data row12 col4\" >0.56</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col5\" class=\"data row12 col5\" >0.83</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col6\" class=\"data row12 col6\" >-0.21</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col7\" class=\"data row12 col7\" >0.81</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col8\" class=\"data row12 col8\" >0.3</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col9\" class=\"data row12 col9\" >0.098</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col10\" class=\"data row12 col10\" >-0.31</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col11\" class=\"data row12 col11\" >0.51</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col12\" class=\"data row12 col12\" >1</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row12_col13\" class=\"data row12 col13\" >-0.14</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2level0_row13\" class=\"row_heading level0 row13\" >target</th>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col0\" class=\"data row13 col0\" >-0.21</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col1\" class=\"data row13 col1\" >-0.13</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col2\" class=\"data row13 col2\" >0.018</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col3\" class=\"data row13 col3\" >0.021</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col4\" class=\"data row13 col4\" >-0.077</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col5\" class=\"data row13 col5\" >0.41</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col6\" class=\"data row13 col6\" >0.48</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col7\" class=\"data row13 col7\" >0.53</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col8\" class=\"data row13 col8\" >0.32</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col9\" class=\"data row13 col9\" >0.21</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col10\" class=\"data row13 col10\" >0.42</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col11\" class=\"data row13 col11\" >0.31</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col12\" class=\"data row13 col12\" >0.18</td>\n",
       "                        <td id=\"T_424ec27e_fd9f_11e9_81c1_a434d96d0ef2row13_col13\" class=\"data row13 col13\" >1</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7effa83de7f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we can also output a DataFrame using style (note - doesn't render on github with colours, look at a local Notebook!)\n",
    "df_results.pivot(index='target', columns='feature', values='score').fillna(1) \\\n",
    ".style.background_gradient(cmap=\"viridis\", low=0.7, axis=1) \\\n",
    ".set_precision(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# We can drill in to some of the discovered relationships"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".. _boston_dataset:\n",
      "\n",
      "Boston house prices dataset\n",
      "---------------------------\n",
      "\n",
      "**Data Set Characteristics:**  \n",
      "\n",
      "    :Number of Instances: 506 \n",
      "\n",
      "    :Number of Attributes: 13 numeric/categorical predictive. Median Value (attribute 14) is usually the target.\n",
      "\n",
      "    :Attribute Information (in order):\n",
      "        - CRIM     per capita crime rate by town\n",
      "        - ZN       proportion of residential land zoned for lots over 25,000 sq.ft.\n",
      "        - INDUS    proportion of non-retail business acres per town\n",
      "        - CHAS     Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n",
      "        - NOX      nitric oxides concentration (parts per 10 million)\n",
      "        - RM       average number of rooms per dwelling\n",
      "        - AGE      proportion of owner-occupied units built prior to 1940\n",
      "        - DIS      weighted distances to five Boston employment centres\n",
      "        - RAD      index of accessibility to radial highways\n",
      "        - TAX      full-value property-tax rate per $10,000\n",
      "        - PTRATIO  pupil-teacher ratio by town\n",
      "        - B        1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n",
      "        - LSTAT    % lower status of the population\n",
      "        - MEDV     Median value of owner-occupied homes in $1000's\n",
      "\n",
      "    :Missing Attribute Values: None\n",
      "\n",
      "    :Creator: Harrison, D. and Rubinfeld, D.L.\n",
      "\n",
      "This is a copy of UCI ML housing dataset.\n",
      "https://archive.ics.uci.edu/ml/machine-learning-databases/housing/\n",
      "\n",
      "\n",
      "This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n",
      "\n",
      "The Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\n",
      "prices and the demand for clean air', J. Environ. Economics & Management,\n",
      "vol.5, 81-102, 1978.   Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n",
      "...', Wiley, 1980.   N.B. Various transformations are used in the table on\n",
      "pages 244-261 of the latter.\n",
      "\n",
      "The Boston house-price data has been used in many machine learning papers that address regression\n",
      "problems.   \n",
      "     \n",
      ".. topic:: References\n",
      "\n",
      "   - Belsley, Kuh & Welsch, 'Regression diagnostics: Identifying Influential Data and Sources of Collinearity', Wiley, 1980. 244-261.\n",
      "   - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(example_dataset.DESCR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NOX (pollution) predicts AGE of properties - lower pollution means more houses built after 1940 than before\n",
    "df.plot(kind=\"scatter\", x=\"NOX\", y=\"AGE\", alpha=0.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NOX (pollution) predicts DIStance, lower pollution means larger distance to places of work\n",
    "df.plot(kind=\"scatter\", x=\"NOX\", y=\"DIS\", alpha=0.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# More lower-status people means lower house prices\n",
    "ax = df.plot(kind=\"scatter\", x=\"LSTAT\", y=\"target\", alpha=0.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# closer to employment centres means higher proportion of owner-occupied residences built prior to 1940 (i.e. more older houses)\n",
    "ax = df.plot(kind=\"scatter\", x=\"DIS\", y=\"AGE\", alpha=0.1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Try correlations\n",
    "\n",
    "Correlations can give us a direction and information about linear and rank-based relationships which we won't get from RF."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pearson (linear)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "            background-color:  #463480;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col2 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col3 {\n",
       "            background-color:  #481668;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col4 {\n",
       "            background-color:  #46085c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col5 {\n",
       "            background-color:  #443983;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col6 {\n",
       "            background-color:  #481769;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col7 {\n",
       "            background-color:  #424086;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col8 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col9 {\n",
       "            background-color:  #482576;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col10 {\n",
       "            background-color:  #424086;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col11 {\n",
       "            background-color:  #481c6e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col12 {\n",
       "            background-color:  #481a6c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col13 {\n",
       "            background-color:  #39558c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col0 {\n",
       "            background-color:  #1f988b;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col1 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col2 {\n",
       "            background-color:  #3c4f8a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col3 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col4 {\n",
       "            background-color:  #440256;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col5 {\n",
       "            background-color:  #1fa187;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col6 {\n",
       "            background-color:  #24aa83;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col7 {\n",
       "            background-color:  #20a486;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col8 {\n",
       "            background-color:  #218e8d;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col9 {\n",
       "            background-color:  #52c569;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col10 {\n",
       "            background-color:  #472c7a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col11 {\n",
       "            background-color:  #44bf70;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col12 {\n",
       "            background-color:  #472f7d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col13 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col0 {\n",
       "            background-color:  #450559;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col1 {\n",
       "            background-color:  #22a884;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col2 {\n",
       "            background-color:  #2c728e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col3 {\n",
       "            background-color:  #3e4989;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col4 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col5 {\n",
       "            background-color:  #470d60;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col6 {\n",
       "            background-color:  #453581;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col7 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col8 {\n",
       "            background-color:  #34608d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col9 {\n",
       "            background-color:  #453581;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col10 {\n",
       "            background-color:  #1e9d89;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col11 {\n",
       "            background-color:  #472e7c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col12 {\n",
       "            background-color:  #81d34d;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col13 {\n",
       "            background-color:  #1fa287;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col0 {\n",
       "            background-color:  #75d054;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col1 {\n",
       "            background-color:  #404588;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col2 {\n",
       "            background-color:  #25848e;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col3 {\n",
       "            background-color:  #31b57b;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col4 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col5 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col6 {\n",
       "            background-color:  #67cc5c;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col7 {\n",
       "            background-color:  #a2da37;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col8 {\n",
       "            background-color:  #2cb17e;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col9 {\n",
       "            background-color:  #65cb5e;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col10 {\n",
       "            background-color:  #423f85;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col11 {\n",
       "            background-color:  #93d741;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col12 {\n",
       "            background-color:  #482576;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col13 {\n",
       "            background-color:  #472e7c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col0 {\n",
       "            background-color:  #69cd5b;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col1 {\n",
       "            background-color:  #3f4788;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col2 {\n",
       "            background-color:  #2a768e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col3 {\n",
       "            background-color:  #3dbc74;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col4 {\n",
       "            background-color:  #46307e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col5 {\n",
       "            background-color:  #69cd5b;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col6 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col7 {\n",
       "            background-color:  #65cb5e;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col8 {\n",
       "            background-color:  #2cb17e;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col9 {\n",
       "            background-color:  #46c06f;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col10 {\n",
       "            background-color:  #481b6d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col11 {\n",
       "            background-color:  #56c667;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col12 {\n",
       "            background-color:  #423f85;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col13 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col0 {\n",
       "            background-color:  #9bd93c;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col1 {\n",
       "            background-color:  #3e4989;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col2 {\n",
       "            background-color:  #228d8d;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col3 {\n",
       "            background-color:  #38b977;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col4 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col5 {\n",
       "            background-color:  #a5db36;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col6 {\n",
       "            background-color:  #67cc5c;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col7 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col8 {\n",
       "            background-color:  #1f9a8a;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col9 {\n",
       "            background-color:  #6ece58;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col10 {\n",
       "            background-color:  #39558c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col11 {\n",
       "            background-color:  #81d34d;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col12 {\n",
       "            background-color:  #46327e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col13 {\n",
       "            background-color:  #424186;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col0 {\n",
       "            background-color:  #20928c;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col1 {\n",
       "            background-color:  #3e4989;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col2 {\n",
       "            background-color:  #3a538b;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col3 {\n",
       "            background-color:  #1f978b;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col4 {\n",
       "            background-color:  #433e85;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col5 {\n",
       "            background-color:  #21a685;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col6 {\n",
       "            background-color:  #20a486;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col7 {\n",
       "            background-color:  #24878e;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col8 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col9 {\n",
       "            background-color:  #2eb37c;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col10 {\n",
       "            background-color:  #482475;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col11 {\n",
       "            background-color:  #2db27d;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col12 {\n",
       "            background-color:  #481c6e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col13 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col0 {\n",
       "            background-color:  #2ab07f;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col1 {\n",
       "            background-color:  #470d60;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col2 {\n",
       "            background-color:  #31668e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col3 {\n",
       "            background-color:  #5cc863;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col4 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col5 {\n",
       "            background-color:  #52c569;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col6 {\n",
       "            background-color:  #32b67a;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col7 {\n",
       "            background-color:  #58c765;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col8 {\n",
       "            background-color:  #2db27d;\n",
       "            color:  #000000;\n",
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       "            background-color:  #52c569;\n",
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       "            background-color:  #70cf57;\n",
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       "            background-color:  #2fb47c;\n",
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       "            background-color:  #dae319;\n",
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       "            background-color:  #fde725;\n",
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       "            background-color:  #46327e;\n",
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       "            background-color:  #471063;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #440154;\n",
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       "            background-color:  #238a8d;\n",
       "            color:  #000000;\n",
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       "            background-color:  #31688e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col3 {\n",
       "            background-color:  #3d4e8a;\n",
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       "            background-color:  #73d056;\n",
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       "            background-color:  #46085c;\n",
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       "            background-color:  #482475;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #470d60;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #482979;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #443983;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #1f9f88;\n",
       "            color:  #000000;\n",
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       "            background-color:  #453882;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
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       "            background-color:  #21a685;\n",
       "            color:  #000000;\n",
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       "            background-color:  #404688;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #25ac82;\n",
       "            color:  #000000;\n",
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       "            background-color:  #1f968b;\n",
       "            color:  #000000;\n",
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       "            background-color:  #414487;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col4 {\n",
       "            background-color:  #1fa188;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col5 {\n",
       "            background-color:  #46337f;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col6 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col7 {\n",
       "            background-color:  #433d84;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col8 {\n",
       "            background-color:  #472e7c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col9 {\n",
       "            background-color:  #404588;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col10 {\n",
       "            background-color:  #8bd646;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col11 {\n",
       "            background-color:  #453581;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col12 {\n",
       "            background-color:  #29af7f;\n",
       "            color:  #000000;\n",
       "        }    #T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col13 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2\" ><thead>    <tr>        <th class=\"index_name level0\" >feature</th>        <th class=\"col_heading level0 col0\" >AGE</th>        <th class=\"col_heading level0 col1\" >B</th>        <th class=\"col_heading level0 col2\" >CHAS</th>        <th class=\"col_heading level0 col3\" >CRIM</th>        <th class=\"col_heading level0 col4\" >DIS</th>        <th class=\"col_heading level0 col5\" >INDUS</th>        <th class=\"col_heading level0 col6\" >LSTAT</th>        <th class=\"col_heading level0 col7\" >NOX</th>        <th class=\"col_heading level0 col8\" >PTRATIO</th>        <th class=\"col_heading level0 col9\" >RAD</th>        <th class=\"col_heading level0 col10\" >RM</th>        <th class=\"col_heading level0 col11\" >TAX</th>        <th class=\"col_heading level0 col12\" >ZN</th>        <th class=\"col_heading level0 col13\" >target</th>    </tr>    <tr>        <th class=\"index_name level0\" >target</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row0\" class=\"row_heading level0 row0\" >AGE</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col1\" class=\"data row0 col1\" >-0.27</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col2\" class=\"data row0 col2\" >0.087</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col3\" class=\"data row0 col3\" >0.35</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col4\" class=\"data row0 col4\" >-0.75</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col5\" class=\"data row0 col5\" >0.64</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col6\" class=\"data row0 col6\" >0.6</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col7\" class=\"data row0 col7\" >0.73</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col8\" class=\"data row0 col8\" >0.26</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col9\" class=\"data row0 col9\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col10\" class=\"data row0 col10\" >-0.24</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col11\" class=\"data row0 col11\" >0.51</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col12\" class=\"data row0 col12\" >-0.57</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row0_col13\" class=\"data row0 col13\" >-0.38</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row1\" class=\"row_heading level0 row1\" >B</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col0\" class=\"data row1 col0\" >-0.27</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col1\" class=\"data row1 col1\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col2\" class=\"data row1 col2\" >0.049</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col3\" class=\"data row1 col3\" >-0.39</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col4\" class=\"data row1 col4\" >0.29</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col5\" class=\"data row1 col5\" >-0.36</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col6\" class=\"data row1 col6\" >-0.37</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col7\" class=\"data row1 col7\" >-0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col8\" class=\"data row1 col8\" >-0.18</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col9\" class=\"data row1 col9\" >-0.44</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col10\" class=\"data row1 col10\" >0.13</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col11\" class=\"data row1 col11\" >-0.44</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col12\" class=\"data row1 col12\" >0.18</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row1_col13\" class=\"data row1 col13\" >0.33</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row2\" class=\"row_heading level0 row2\" >CHAS</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col0\" class=\"data row2 col0\" >0.087</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col1\" class=\"data row2 col1\" >0.049</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col3\" class=\"data row2 col3\" >-0.056</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col4\" class=\"data row2 col4\" >-0.099</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col5\" class=\"data row2 col5\" >0.063</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col6\" class=\"data row2 col6\" >-0.054</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col7\" class=\"data row2 col7\" >0.091</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col8\" class=\"data row2 col8\" >-0.12</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col9\" class=\"data row2 col9\" >-0.0074</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col10\" class=\"data row2 col10\" >0.091</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col11\" class=\"data row2 col11\" >-0.036</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col12\" class=\"data row2 col12\" >-0.043</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row2_col13\" class=\"data row2 col13\" >0.18</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row3\" class=\"row_heading level0 row3\" >CRIM</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col0\" class=\"data row3 col0\" >0.35</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col1\" class=\"data row3 col1\" >-0.39</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col2\" class=\"data row3 col2\" >-0.056</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col4\" class=\"data row3 col4\" >-0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col5\" class=\"data row3 col5\" >0.41</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col6\" class=\"data row3 col6\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col7\" class=\"data row3 col7\" >0.42</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col8\" class=\"data row3 col8\" >0.29</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col9\" class=\"data row3 col9\" >0.63</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col10\" class=\"data row3 col10\" >-0.22</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col11\" class=\"data row3 col11\" >0.58</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col12\" class=\"data row3 col12\" >-0.2</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row3_col13\" class=\"data row3 col13\" >-0.39</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row4\" class=\"row_heading level0 row4\" >DIS</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col0\" class=\"data row4 col0\" >-0.75</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col1\" class=\"data row4 col1\" >0.29</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col2\" class=\"data row4 col2\" >-0.099</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col3\" class=\"data row4 col3\" >-0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col5\" class=\"data row4 col5\" >-0.71</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col6\" class=\"data row4 col6\" >-0.5</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col7\" class=\"data row4 col7\" >-0.77</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col8\" class=\"data row4 col8\" >-0.23</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col9\" class=\"data row4 col9\" >-0.49</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col10\" class=\"data row4 col10\" >0.21</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col11\" class=\"data row4 col11\" >-0.53</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col12\" class=\"data row4 col12\" >0.66</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row4_col13\" class=\"data row4 col13\" >0.25</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row5\" class=\"row_heading level0 row5\" >INDUS</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col0\" class=\"data row5 col0\" >0.64</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col1\" class=\"data row5 col1\" >-0.36</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col2\" class=\"data row5 col2\" >0.063</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col3\" class=\"data row5 col3\" >0.41</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col4\" class=\"data row5 col4\" >-0.71</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col5\" class=\"data row5 col5\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col6\" class=\"data row5 col6\" >0.6</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col7\" class=\"data row5 col7\" >0.76</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col8\" class=\"data row5 col8\" >0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col9\" class=\"data row5 col9\" >0.6</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col10\" class=\"data row5 col10\" >-0.39</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col11\" class=\"data row5 col11\" >0.72</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col12\" class=\"data row5 col12\" >-0.53</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row5_col13\" class=\"data row5 col13\" >-0.48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row6\" class=\"row_heading level0 row6\" >LSTAT</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col0\" class=\"data row6 col0\" >0.6</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col1\" class=\"data row6 col1\" >-0.37</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col2\" class=\"data row6 col2\" >-0.054</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col3\" class=\"data row6 col3\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col4\" class=\"data row6 col4\" >-0.5</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col5\" class=\"data row6 col5\" >0.6</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col6\" class=\"data row6 col6\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col7\" class=\"data row6 col7\" >0.59</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col8\" class=\"data row6 col8\" >0.37</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col9\" class=\"data row6 col9\" >0.49</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col10\" class=\"data row6 col10\" >-0.61</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col11\" class=\"data row6 col11\" >0.54</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col12\" class=\"data row6 col12\" >-0.41</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row6_col13\" class=\"data row6 col13\" >-0.74</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row7\" class=\"row_heading level0 row7\" >NOX</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col0\" class=\"data row7 col0\" >0.73</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col1\" class=\"data row7 col1\" >-0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col2\" class=\"data row7 col2\" >0.091</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col3\" class=\"data row7 col3\" >0.42</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col4\" class=\"data row7 col4\" >-0.77</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col5\" class=\"data row7 col5\" >0.76</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col6\" class=\"data row7 col6\" >0.59</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col7\" class=\"data row7 col7\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col8\" class=\"data row7 col8\" >0.19</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col9\" class=\"data row7 col9\" >0.61</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col10\" class=\"data row7 col10\" >-0.3</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col11\" class=\"data row7 col11\" >0.67</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col12\" class=\"data row7 col12\" >-0.52</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row7_col13\" class=\"data row7 col13\" >-0.43</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row8\" class=\"row_heading level0 row8\" >PTRATIO</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col0\" class=\"data row8 col0\" >0.26</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col1\" class=\"data row8 col1\" >-0.18</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col2\" class=\"data row8 col2\" >-0.12</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col3\" class=\"data row8 col3\" >0.29</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col4\" class=\"data row8 col4\" >-0.23</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col5\" class=\"data row8 col5\" >0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col6\" class=\"data row8 col6\" >0.37</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col7\" class=\"data row8 col7\" >0.19</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col8\" class=\"data row8 col8\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col9\" class=\"data row8 col9\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col10\" class=\"data row8 col10\" >-0.36</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col11\" class=\"data row8 col11\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col12\" class=\"data row8 col12\" >-0.39</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row8_col13\" class=\"data row8 col13\" >-0.51</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row9\" class=\"row_heading level0 row9\" >RAD</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col0\" class=\"data row9 col0\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col1\" class=\"data row9 col1\" >-0.44</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col2\" class=\"data row9 col2\" >-0.0074</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col3\" class=\"data row9 col3\" >0.63</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col4\" class=\"data row9 col4\" >-0.49</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col5\" class=\"data row9 col5\" >0.6</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col6\" class=\"data row9 col6\" >0.49</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col7\" class=\"data row9 col7\" >0.61</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col8\" class=\"data row9 col8\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col9\" class=\"data row9 col9\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col10\" class=\"data row9 col10\" >-0.21</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col11\" class=\"data row9 col11\" >0.91</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col12\" class=\"data row9 col12\" >-0.31</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row9_col13\" class=\"data row9 col13\" >-0.38</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row10\" class=\"row_heading level0 row10\" >RM</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col0\" class=\"data row10 col0\" >-0.24</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col1\" class=\"data row10 col1\" >0.13</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col2\" class=\"data row10 col2\" >0.091</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col3\" class=\"data row10 col3\" >-0.22</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col4\" class=\"data row10 col4\" >0.21</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col5\" class=\"data row10 col5\" >-0.39</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col6\" class=\"data row10 col6\" >-0.61</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col7\" class=\"data row10 col7\" >-0.3</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col8\" class=\"data row10 col8\" >-0.36</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col9\" class=\"data row10 col9\" >-0.21</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col10\" class=\"data row10 col10\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col11\" class=\"data row10 col11\" >-0.29</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col12\" class=\"data row10 col12\" >0.31</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row10_col13\" class=\"data row10 col13\" >0.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row11\" class=\"row_heading level0 row11\" >TAX</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col0\" class=\"data row11 col0\" >0.51</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col1\" class=\"data row11 col1\" >-0.44</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col2\" class=\"data row11 col2\" >-0.036</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col3\" class=\"data row11 col3\" >0.58</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col4\" class=\"data row11 col4\" >-0.53</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col5\" class=\"data row11 col5\" >0.72</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col6\" class=\"data row11 col6\" >0.54</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col7\" class=\"data row11 col7\" >0.67</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col8\" class=\"data row11 col8\" >0.46</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col9\" class=\"data row11 col9\" >0.91</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col10\" class=\"data row11 col10\" >-0.29</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col11\" class=\"data row11 col11\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col12\" class=\"data row11 col12\" >-0.31</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row11_col13\" class=\"data row11 col13\" >-0.47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row12\" class=\"row_heading level0 row12\" >ZN</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col0\" class=\"data row12 col0\" >-0.57</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col1\" class=\"data row12 col1\" >0.18</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col2\" class=\"data row12 col2\" >-0.043</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col3\" class=\"data row12 col3\" >-0.2</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col4\" class=\"data row12 col4\" >0.66</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col5\" class=\"data row12 col5\" >-0.53</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col6\" class=\"data row12 col6\" >-0.41</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col7\" class=\"data row12 col7\" >-0.52</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col8\" class=\"data row12 col8\" >-0.39</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col9\" class=\"data row12 col9\" >-0.31</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col10\" class=\"data row12 col10\" >0.31</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col11\" class=\"data row12 col11\" >-0.31</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col12\" class=\"data row12 col12\" >1</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row12_col13\" class=\"data row12 col13\" >0.36</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2level0_row13\" class=\"row_heading level0 row13\" >target</th>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col0\" class=\"data row13 col0\" >-0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col1\" class=\"data row13 col1\" >0.33</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col2\" class=\"data row13 col2\" >0.18</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col3\" class=\"data row13 col3\" >-0.39</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col4\" class=\"data row13 col4\" >0.25</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col5\" class=\"data row13 col5\" >-0.48</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col6\" class=\"data row13 col6\" >-0.74</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col7\" class=\"data row13 col7\" >-0.43</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col8\" class=\"data row13 col8\" >-0.51</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col9\" class=\"data row13 col9\" >-0.38</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col10\" class=\"data row13 col10\" >0.7</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col11\" class=\"data row13 col11\" >-0.47</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col12\" class=\"data row13 col12\" >0.36</td>\n",
       "                        <td id=\"T_435067c2_fd9f_11e9_81c1_a434d96d0ef2row13_col13\" class=\"data row13 col13\" >1</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7effa823c940>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results = bc.discover(df[cols], classifier_overrides, method='pearson')\n",
    "\n",
    "df_results.pivot(index='target', columns='feature', values='score').fillna(1) \\\n",
    ".style.background_gradient(cmap=\"viridis\", axis=1) \\\n",
    ".set_precision(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spearman (rank-based)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col6 {\n",
       "            background-color:  #77d153;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col7 {\n",
       "            background-color:  #b0dd2f;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col8 {\n",
       "            background-color:  #3aba76;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col9 {\n",
       "            background-color:  #3fbc73;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col10 {\n",
       "            background-color:  #424186;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col11 {\n",
       "            background-color:  #81d34d;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col12 {\n",
       "            background-color:  #48186a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col13 {\n",
       "            background-color:  #482576;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col0 {\n",
       "            background-color:  #84d44b;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col1 {\n",
       "            background-color:  #2f6b8e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col2 {\n",
       "            background-color:  #27808e;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col3 {\n",
       "            background-color:  #7cd250;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col4 {\n",
       "            background-color:  #453581;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col5 {\n",
       "            background-color:  #7fd34e;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col6 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col7 {\n",
       "            background-color:  #7cd250;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col8 {\n",
       "            background-color:  #4ac16d;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col9 {\n",
       "            background-color:  #38b977;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col10 {\n",
       "            background-color:  #482979;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col11 {\n",
       "            background-color:  #5cc863;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col12 {\n",
       "            background-color:  #414287;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col13 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col0 {\n",
       "            background-color:  #b8de29;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col1 {\n",
       "            background-color:  #33628d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col2 {\n",
       "            background-color:  #20928c;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col3 {\n",
       "            background-color:  #c0df25;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col4 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col5 {\n",
       "            background-color:  #b5de2b;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col6 {\n",
       "            background-color:  #7fd34e;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col7 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col8 {\n",
       "            background-color:  #3aba76;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col9 {\n",
       "            background-color:  #6ece58;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col10 {\n",
       "            background-color:  #34608d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col11 {\n",
       "            background-color:  #84d44b;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col12 {\n",
       "            background-color:  #472e7c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col13 {\n",
       "            background-color:  #443a83;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col0 {\n",
       "            background-color:  #20a486;\n",
       "            color:  #000000;\n",
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       "            background-color:  #33628d;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #38588c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col3 {\n",
       "            background-color:  #32b67a;\n",
       "            color:  #000000;\n",
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       "            background-color:  #463480;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col5 {\n",
       "            background-color:  #2ab07f;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col6 {\n",
       "            background-color:  #32b67a;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col7 {\n",
       "            background-color:  #24aa83;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col8 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col9 {\n",
       "            background-color:  #1f9f88;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col10 {\n",
       "            background-color:  #453581;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col11 {\n",
       "            background-color:  #2fb47c;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col12 {\n",
       "            background-color:  #481a6c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col13 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col0 {\n",
       "            background-color:  #25ab82;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col1 {\n",
       "            background-color:  #46327e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col2 {\n",
       "            background-color:  #2f6c8e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col3 {\n",
       "            background-color:  #86d549;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col4 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col5 {\n",
       "            background-color:  #2ab07f;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col6 {\n",
       "            background-color:  #22a785;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col7 {\n",
       "            background-color:  #50c46a;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col8 {\n",
       "            background-color:  #1e9b8a;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col9 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col10 {\n",
       "            background-color:  #3a548c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col11 {\n",
       "            background-color:  #7cd250;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col12 {\n",
       "            background-color:  #46337f;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col13 {\n",
       "            background-color:  #482475;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col0 {\n",
       "            background-color:  #3e4989;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col1 {\n",
       "            background-color:  #277e8e;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col2 {\n",
       "            background-color:  #277f8e;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col3 {\n",
       "            background-color:  #414487;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col4 {\n",
       "            background-color:  #1e9d89;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col5 {\n",
       "            background-color:  #46307e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col6 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col7 {\n",
       "            background-color:  #414487;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col8 {\n",
       "            background-color:  #414487;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col9 {\n",
       "            background-color:  #31668e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col10 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col11 {\n",
       "            background-color:  #3e4a89;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col12 {\n",
       "            background-color:  #25ab82;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col13 {\n",
       "            background-color:  #6ccd5a;\n",
       "            color:  #000000;\n",
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       "            background-color:  #42be71;\n",
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       "            background-color:  #453581;\n",
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       "            background-color:  #30698e;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #8bd646;\n",
       "            color:  #000000;\n",
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       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col5 {\n",
       "            background-color:  #73d056;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col6 {\n",
       "            background-color:  #46c06f;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col7 {\n",
       "            background-color:  #6ece58;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col8 {\n",
       "            background-color:  #31b57b;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col9 {\n",
       "            background-color:  #84d44b;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col10 {\n",
       "            background-color:  #424186;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col12 {\n",
       "            background-color:  #472e7c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col13 {\n",
       "            background-color:  #440256;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col0 {\n",
       "            background-color:  #481769;\n",
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       "            background-color:  #218e8d;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col2 {\n",
       "            background-color:  #2d708e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col3 {\n",
       "            background-color:  #471164;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col4 {\n",
       "            background-color:  #65cb5e;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col5 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col6 {\n",
       "            background-color:  #482173;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col7 {\n",
       "            background-color:  #440256;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col8 {\n",
       "            background-color:  #472a7a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col9 {\n",
       "            background-color:  #3e4989;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col10 {\n",
       "            background-color:  #25ab82;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col11 {\n",
       "            background-color:  #443983;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col12 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col13 {\n",
       "            background-color:  #32b67a;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col0 {\n",
       "            background-color:  #443983;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col1 {\n",
       "            background-color:  #1f9f88;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col2 {\n",
       "            background-color:  #1f998a;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col3 {\n",
       "            background-color:  #453781;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col4 {\n",
       "            background-color:  #44bf70;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col5 {\n",
       "            background-color:  #46337f;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col6 {\n",
       "            background-color:  #440154;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col7 {\n",
       "            background-color:  #453781;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col8 {\n",
       "            background-color:  #453882;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col9 {\n",
       "            background-color:  #38588c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col10 {\n",
       "            background-color:  #7cd250;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col11 {\n",
       "            background-color:  #453781;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col12 {\n",
       "            background-color:  #42be71;\n",
       "            color:  #000000;\n",
       "        }    #T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col13 {\n",
       "            background-color:  #fde725;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2\" ><thead>    <tr>        <th class=\"index_name level0\" >feature</th>        <th class=\"col_heading level0 col0\" >AGE</th>        <th class=\"col_heading level0 col1\" >B</th>        <th class=\"col_heading level0 col2\" >CHAS</th>        <th class=\"col_heading level0 col3\" >CRIM</th>        <th class=\"col_heading level0 col4\" >DIS</th>        <th class=\"col_heading level0 col5\" >INDUS</th>        <th class=\"col_heading level0 col6\" >LSTAT</th>        <th class=\"col_heading level0 col7\" >NOX</th>        <th class=\"col_heading level0 col8\" >PTRATIO</th>        <th class=\"col_heading level0 col9\" >RAD</th>        <th class=\"col_heading level0 col10\" >RM</th>        <th class=\"col_heading level0 col11\" >TAX</th>        <th class=\"col_heading level0 col12\" >ZN</th>        <th class=\"col_heading level0 col13\" >target</th>    </tr>    <tr>        <th class=\"index_name level0\" >target</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row0\" class=\"row_heading level0 row0\" >AGE</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col1\" class=\"data row0 col1\" >-0.23</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col2\" class=\"data row0 col2\" >0.068</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col3\" class=\"data row0 col3\" >0.7</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col4\" class=\"data row0 col4\" >-0.8</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col5\" class=\"data row0 col5\" >0.68</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col6\" class=\"data row0 col6\" >0.66</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col7\" class=\"data row0 col7\" >0.8</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col8\" class=\"data row0 col8\" >0.36</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col9\" class=\"data row0 col9\" >0.42</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col10\" class=\"data row0 col10\" >-0.28</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col11\" class=\"data row0 col11\" >0.53</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col12\" class=\"data row0 col12\" >-0.54</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row0_col13\" class=\"data row0 col13\" >-0.55</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row1\" class=\"row_heading level0 row1\" >B</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col0\" class=\"data row1 col0\" >-0.23</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col1\" class=\"data row1 col1\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col2\" class=\"data row1 col2\" >-0.04</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col3\" class=\"data row1 col3\" >-0.36</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col4\" class=\"data row1 col4\" >0.25</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col5\" class=\"data row1 col5\" >-0.29</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col6\" class=\"data row1 col6\" >-0.21</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col7\" class=\"data row1 col7\" >-0.3</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col8\" class=\"data row1 col8\" >-0.072</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col9\" class=\"data row1 col9\" >-0.28</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col10\" class=\"data row1 col10\" >0.054</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col11\" class=\"data row1 col11\" >-0.33</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col12\" class=\"data row1 col12\" >0.16</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row1_col13\" class=\"data row1 col13\" >0.19</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row2\" class=\"row_heading level0 row2\" >CHAS</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col0\" class=\"data row2 col0\" >0.068</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col1\" class=\"data row2 col1\" >-0.04</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col3\" class=\"data row2 col3\" >0.042</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col4\" class=\"data row2 col4\" >-0.08</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col5\" class=\"data row2 col5\" >0.09</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col6\" class=\"data row2 col6\" >-0.051</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col7\" class=\"data row2 col7\" >0.068</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col8\" class=\"data row2 col8\" >-0.14</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col9\" class=\"data row2 col9\" >0.025</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col10\" class=\"data row2 col10\" >0.059</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col11\" class=\"data row2 col11\" >-0.044</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col12\" class=\"data row2 col12\" >-0.042</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row2_col13\" class=\"data row2 col13\" >0.14</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row3\" class=\"row_heading level0 row3\" >CRIM</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col0\" class=\"data row3 col0\" >0.7</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col1\" class=\"data row3 col1\" >-0.36</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col2\" class=\"data row3 col2\" >0.042</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col4\" class=\"data row3 col4\" >-0.74</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col5\" class=\"data row3 col5\" >0.74</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col6\" class=\"data row3 col6\" >0.63</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col7\" class=\"data row3 col7\" >0.82</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col8\" class=\"data row3 col8\" >0.47</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col9\" class=\"data row3 col9\" >0.73</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col10\" class=\"data row3 col10\" >-0.31</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col11\" class=\"data row3 col11\" >0.73</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col12\" class=\"data row3 col12\" >-0.57</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row3_col13\" class=\"data row3 col13\" >-0.56</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row4\" class=\"row_heading level0 row4\" >DIS</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col0\" class=\"data row4 col0\" >-0.8</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col1\" class=\"data row4 col1\" >0.25</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col2\" class=\"data row4 col2\" >-0.08</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col3\" class=\"data row4 col3\" >-0.74</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col5\" class=\"data row4 col5\" >-0.76</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col6\" class=\"data row4 col6\" >-0.56</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col7\" class=\"data row4 col7\" >-0.88</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col8\" class=\"data row4 col8\" >-0.32</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col9\" class=\"data row4 col9\" >-0.5</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col10\" class=\"data row4 col10\" >0.26</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col11\" class=\"data row4 col11\" >-0.57</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col12\" class=\"data row4 col12\" >0.61</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row4_col13\" class=\"data row4 col13\" >0.45</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row5\" class=\"row_heading level0 row5\" >INDUS</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col0\" class=\"data row5 col0\" >0.68</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col1\" class=\"data row5 col1\" >-0.29</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col2\" class=\"data row5 col2\" >0.09</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col3\" class=\"data row5 col3\" >0.74</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col4\" class=\"data row5 col4\" >-0.76</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col5\" class=\"data row5 col5\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col6\" class=\"data row5 col6\" >0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col7\" class=\"data row5 col7\" >0.79</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col8\" class=\"data row5 col8\" >0.43</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col9\" class=\"data row5 col9\" >0.46</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col10\" class=\"data row5 col10\" >-0.42</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col11\" class=\"data row5 col11\" >0.66</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col12\" class=\"data row5 col12\" >-0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row5_col13\" class=\"data row5 col13\" >-0.58</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row6\" class=\"row_heading level0 row6\" >LSTAT</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col0\" class=\"data row6 col0\" >0.66</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col1\" class=\"data row6 col1\" >-0.21</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col2\" class=\"data row6 col2\" >-0.051</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col3\" class=\"data row6 col3\" >0.63</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col4\" class=\"data row6 col4\" >-0.56</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col5\" class=\"data row6 col5\" >0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col6\" class=\"data row6 col6\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col7\" class=\"data row6 col7\" >0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col8\" class=\"data row6 col8\" >0.47</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col9\" class=\"data row6 col9\" >0.39</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col10\" class=\"data row6 col10\" >-0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col11\" class=\"data row6 col11\" >0.53</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col12\" class=\"data row6 col12\" >-0.49</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row6_col13\" class=\"data row6 col13\" >-0.85</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row7\" class=\"row_heading level0 row7\" >NOX</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col0\" class=\"data row7 col0\" >0.8</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col1\" class=\"data row7 col1\" >-0.3</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col2\" class=\"data row7 col2\" >0.068</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col3\" class=\"data row7 col3\" >0.82</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col4\" class=\"data row7 col4\" >-0.88</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col5\" class=\"data row7 col5\" >0.79</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col6\" class=\"data row7 col6\" >0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col7\" class=\"data row7 col7\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col8\" class=\"data row7 col8\" >0.39</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col9\" class=\"data row7 col9\" >0.59</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col10\" class=\"data row7 col10\" >-0.31</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col11\" class=\"data row7 col11\" >0.65</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col12\" class=\"data row7 col12\" >-0.63</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row7_col13\" class=\"data row7 col13\" >-0.56</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row8\" class=\"row_heading level0 row8\" >PTRATIO</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col0\" class=\"data row8 col0\" >0.36</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col1\" class=\"data row8 col1\" >-0.072</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col2\" class=\"data row8 col2\" >-0.14</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col3\" class=\"data row8 col3\" >0.47</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col4\" class=\"data row8 col4\" >-0.32</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col5\" class=\"data row8 col5\" >0.43</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col6\" class=\"data row8 col6\" >0.47</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col7\" class=\"data row8 col7\" >0.39</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col8\" class=\"data row8 col8\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col9\" class=\"data row8 col9\" >0.32</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col10\" class=\"data row8 col10\" >-0.31</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col11\" class=\"data row8 col11\" >0.45</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col12\" class=\"data row8 col12\" >-0.45</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row8_col13\" class=\"data row8 col13\" >-0.56</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row9\" class=\"row_heading level0 row9\" >RAD</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col0\" class=\"data row9 col0\" >0.42</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col1\" class=\"data row9 col1\" >-0.28</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col2\" class=\"data row9 col2\" >0.025</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col3\" class=\"data row9 col3\" >0.73</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col4\" class=\"data row9 col4\" >-0.5</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col5\" class=\"data row9 col5\" >0.46</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col6\" class=\"data row9 col6\" >0.39</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col7\" class=\"data row9 col7\" >0.59</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col8\" class=\"data row9 col8\" >0.32</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col9\" class=\"data row9 col9\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col10\" class=\"data row9 col10\" >-0.11</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col11\" class=\"data row9 col11\" >0.7</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col12\" class=\"data row9 col12\" >-0.28</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row9_col13\" class=\"data row9 col13\" >-0.35</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row10\" class=\"row_heading level0 row10\" >RM</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col0\" class=\"data row10 col0\" >-0.28</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col1\" class=\"data row10 col1\" >0.054</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col2\" class=\"data row10 col2\" >0.059</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col3\" class=\"data row10 col3\" >-0.31</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col4\" class=\"data row10 col4\" >0.26</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col5\" class=\"data row10 col5\" >-0.42</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col6\" class=\"data row10 col6\" >-0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col7\" class=\"data row10 col7\" >-0.31</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col8\" class=\"data row10 col8\" >-0.31</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col9\" class=\"data row10 col9\" >-0.11</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col10\" class=\"data row10 col10\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col11\" class=\"data row10 col11\" >-0.27</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col12\" class=\"data row10 col12\" >0.36</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row10_col13\" class=\"data row10 col13\" >0.63</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row11\" class=\"row_heading level0 row11\" >TAX</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col0\" class=\"data row11 col0\" >0.53</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col1\" class=\"data row11 col1\" >-0.33</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col2\" class=\"data row11 col2\" >-0.044</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col3\" class=\"data row11 col3\" >0.73</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col4\" class=\"data row11 col4\" >-0.57</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col5\" class=\"data row11 col5\" >0.66</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col6\" class=\"data row11 col6\" >0.53</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col7\" class=\"data row11 col7\" >0.65</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col8\" class=\"data row11 col8\" >0.45</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col9\" class=\"data row11 col9\" >0.7</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col10\" class=\"data row11 col10\" >-0.27</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col11\" class=\"data row11 col11\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col12\" class=\"data row11 col12\" >-0.37</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row11_col13\" class=\"data row11 col13\" >-0.56</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row12\" class=\"row_heading level0 row12\" >ZN</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col0\" class=\"data row12 col0\" >-0.54</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col1\" class=\"data row12 col1\" >0.16</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col2\" class=\"data row12 col2\" >-0.042</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col3\" class=\"data row12 col3\" >-0.57</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col4\" class=\"data row12 col4\" >0.61</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col5\" class=\"data row12 col5\" >-0.64</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col6\" class=\"data row12 col6\" >-0.49</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col7\" class=\"data row12 col7\" >-0.63</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col8\" class=\"data row12 col8\" >-0.45</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col9\" class=\"data row12 col9\" >-0.28</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col10\" class=\"data row12 col10\" >0.36</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col11\" class=\"data row12 col11\" >-0.37</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col12\" class=\"data row12 col12\" >1</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row12_col13\" class=\"data row12 col13\" >0.44</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2level0_row13\" class=\"row_heading level0 row13\" >target</th>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col0\" class=\"data row13 col0\" >-0.55</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col1\" class=\"data row13 col1\" >0.19</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col2\" class=\"data row13 col2\" >0.14</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col3\" class=\"data row13 col3\" >-0.56</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col4\" class=\"data row13 col4\" >0.45</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col5\" class=\"data row13 col5\" >-0.58</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col6\" class=\"data row13 col6\" >-0.85</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col7\" class=\"data row13 col7\" >-0.56</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col8\" class=\"data row13 col8\" >-0.56</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col9\" class=\"data row13 col9\" >-0.35</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col10\" class=\"data row13 col10\" >0.63</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col11\" class=\"data row13 col11\" >-0.56</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col12\" class=\"data row13 col12\" >0.44</td>\n",
       "                        <td id=\"T_43ee6684_fd9f_11e9_81c1_a434d96d0ef2row13_col13\" class=\"data row13 col13\" >1</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7effa825b358>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results = bc.discover(df[cols], classifier_overrides, method='spearman')\n",
    "\n",
    "df_results.pivot(index='target', columns='feature', values='score').fillna(1) \\\n",
    ".style.background_gradient(cmap=\"viridis\", axis=1) \\\n",
    ".set_precision(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(kind=\"scatter\", x=\"CRIM\", y=\"LSTAT\", alpha=0.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(kind=\"scatter\", x=\"CRIM\", y=\"NOX\", alpha=0.1);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}