preprocesamiento.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "from sklearn.exceptions import ConvergenceWarning\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "warnings.simplefilter(action='ignore', category=ConvergenceWarning)\n",
    "\n",
    "import pandas\n",
    "import csv\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#preprocesamiento\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import train_test_split\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "from sklearn.feature_selection import SelectFromModel\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "\n",
    "from numpy import mean\n",
    "from numpy import std\n",
    "import numpy as np\n",
    "seed = 7\n",
    "np.random.seed(seed)\n",
    "\n",
    "from sklearn.ensemble import StackingClassifier\n",
    "\n",
    "#guardar modelos\n",
    "from sklearn.externals import joblib\n",
    "\n",
    "#evaluacion\n",
    "from sklearn.metrics import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Análisis exploratorio de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pandas.read_csv(\"data/training_v2.csv\", decimal=\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>encounter_id</th>\n",
       "      <th>patient_id</th>\n",
       "      <th>hospital_id</th>\n",
       "      <th>hospital_death</th>\n",
       "      <th>age</th>\n",
       "      <th>bmi</th>\n",
       "      <th>elective_surgery</th>\n",
       "      <th>ethnicity</th>\n",
       "      <th>gender</th>\n",
       "      <th>height</th>\n",
       "      <th>...</th>\n",
       "      <th>aids</th>\n",
       "      <th>cirrhosis</th>\n",
       "      <th>diabetes_mellitus</th>\n",
       "      <th>hepatic_failure</th>\n",
       "      <th>immunosuppression</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>lymphoma</th>\n",
       "      <th>solid_tumor_with_metastasis</th>\n",
       "      <th>apache_3j_bodysystem</th>\n",
       "      <th>apache_2_bodysystem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>66154</td>\n",
       "      <td>25312</td>\n",
       "      <td>118</td>\n",
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       "      <td>68.0</td>\n",
       "      <td>22.730000</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>180.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>114252</td>\n",
       "      <td>59342</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>27.420000</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Respiratory</td>\n",
       "      <td>Respiratory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>119783</td>\n",
       "      <td>50777</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31.950000</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>172.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>79267</td>\n",
       "      <td>46918</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>22.640000</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>165.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>92056</td>\n",
       "      <td>34377</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>188.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Trauma</td>\n",
       "      <td>Trauma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>33181</td>\n",
       "      <td>74489</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>27.560000</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>190.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Neurological</td>\n",
       "      <td>Neurologic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>82208</td>\n",
       "      <td>49526</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>57.450000</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>165.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Respiratory</td>\n",
       "      <td>Respiratory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>120995</td>\n",
       "      <td>50129</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>165.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>80471</td>\n",
       "      <td>10577</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>170.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42871</td>\n",
       "      <td>90749</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>25.710000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M</td>\n",
       "      <td>175.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>105427</td>\n",
       "      <td>125898</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>28.257052</td>\n",
       "      <td>1</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>F</td>\n",
       "      <td>154.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Respiratory</td>\n",
       "      <td>Respiratory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>91609</td>\n",
       "      <td>78266</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>27.382812</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Neurological</td>\n",
       "      <td>Neurologic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>76356</td>\n",
       "      <td>41311</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>175.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Neurological</td>\n",
       "      <td>Neurologic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>34030</td>\n",
       "      <td>103766</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>172.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>108388</td>\n",
       "      <td>98174</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>38.189067</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>172.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Respiratory</td>\n",
       "      <td>Respiratory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>120677</td>\n",
       "      <td>124688</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>115771</td>\n",
       "      <td>71252</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>23.383178</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>193.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>22471</td>\n",
       "      <td>112115</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>25.845717</td>\n",
       "      <td>0</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>M</td>\n",
       "      <td>167.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Respiratory</td>\n",
       "      <td>Respiratory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>48056</td>\n",
       "      <td>114220</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>28.408929</td>\n",
       "      <td>0</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>M</td>\n",
       "      <td>167.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Neurological</td>\n",
       "      <td>Neurologic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>45954</td>\n",
       "      <td>102946</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37.010278</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>M</td>\n",
       "      <td>177.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>79115</td>\n",
       "      <td>88295</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>28.376100</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>170.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Neurological</td>\n",
       "      <td>Neurologic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>118620</td>\n",
       "      <td>59115</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.659989</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>170.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21050</td>\n",
       "      <td>31257</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>162.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Genitourinary</td>\n",
       "      <td>Renal/Genitourinary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>95460</td>\n",
       "      <td>120539</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>21.963763</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>180.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7220</td>\n",
       "      <td>92453</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>29.509959</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>188.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>29208</td>\n",
       "      <td>114628</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>68.0</td>\n",
       "      <td>26.010703</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>165.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32902</td>\n",
       "      <td>17922</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>23.809770</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>152.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>16847</td>\n",
       "      <td>8036</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>23.408979</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>149.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>46026</td>\n",
       "      <td>71020</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Trauma</td>\n",
       "      <td>Trauma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6777</td>\n",
       "      <td>83373</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>26.485715</td>\n",
       "      <td>0</td>\n",
       "      <td>African American</td>\n",
       "      <td>M</td>\n",
       "      <td>180.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91683</th>\n",
       "      <td>106800</td>\n",
       "      <td>98661</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>41.240169</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>172.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91684</th>\n",
       "      <td>93704</td>\n",
       "      <td>90014</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.849332</td>\n",
       "      <td>0</td>\n",
       "      <td>Asian</td>\n",
       "      <td>F</td>\n",
       "      <td>157.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91685</th>\n",
       "      <td>27176</td>\n",
       "      <td>34169</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>25.360019</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>173.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91686</th>\n",
       "      <td>13520</td>\n",
       "      <td>96615</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>31.157451</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>157.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91687</th>\n",
       "      <td>76490</td>\n",
       "      <td>85324</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>32.690378</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>172.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Neurological</td>\n",
       "      <td>Neurologic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91688</th>\n",
       "      <td>24687</td>\n",
       "      <td>1613</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>31.866165</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>182.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91689</th>\n",
       "      <td>47573</td>\n",
       "      <td>27439</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.445450</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>188.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91690</th>\n",
       "      <td>15896</td>\n",
       "      <td>46682</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>26.760649</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>163.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91691</th>\n",
       "      <td>96280</td>\n",
       "      <td>27717</td>\n",
       "      <td>184</td>\n",
       "      <td>1</td>\n",
       "      <td>59.0</td>\n",
       "      <td>29.384757</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>165.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91692</th>\n",
       "      <td>125145</td>\n",
       "      <td>56872</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>20.575852</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>162.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91693</th>\n",
       "      <td>57002</td>\n",
       "      <td>57515</td>\n",
       "      <td>183</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.526701</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>178.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91694</th>\n",
       "      <td>54174</td>\n",
       "      <td>38625</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>33.211359</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>182.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91695</th>\n",
       "      <td>41182</td>\n",
       "      <td>88364</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>21.748106</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>170.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Neurological</td>\n",
       "      <td>Neurologic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91696</th>\n",
       "      <td>18985</td>\n",
       "      <td>20726</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>65.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91697</th>\n",
       "      <td>128303</td>\n",
       "      <td>51968</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>24.488889</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>150.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91698</th>\n",
       "      <td>83806</td>\n",
       "      <td>68549</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>51.439842</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>195.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91699</th>\n",
       "      <td>79858</td>\n",
       "      <td>57121</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>33.810548</td>\n",
       "      <td>0</td>\n",
       "      <td>African American</td>\n",
       "      <td>M</td>\n",
       "      <td>188.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91700</th>\n",
       "      <td>103983</td>\n",
       "      <td>25454</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>25.091529</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>178.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91701</th>\n",
       "      <td>118430</td>\n",
       "      <td>83320</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>24.874059</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>185.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91702</th>\n",
       "      <td>1216</td>\n",
       "      <td>97004</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>20.284799</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>172.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91703</th>\n",
       "      <td>65539</td>\n",
       "      <td>128056</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>45.935203</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>190.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91704</th>\n",
       "      <td>96325</td>\n",
       "      <td>77671</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>32.992923</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>177.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91705</th>\n",
       "      <td>111411</td>\n",
       "      <td>7848</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>28.876843</td>\n",
       "      <td>0</td>\n",
       "      <td>African American</td>\n",
       "      <td>M</td>\n",
       "      <td>182.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91706</th>\n",
       "      <td>127138</td>\n",
       "      <td>59223</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>19.770448</td>\n",
       "      <td>0</td>\n",
       "      <td>Native American</td>\n",
       "      <td>M</td>\n",
       "      <td>177.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cardiovascular</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91707</th>\n",
       "      <td>276</td>\n",
       "      <td>34638</td>\n",
       "      <td>183</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.933518</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>152.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91708</th>\n",
       "      <td>91592</td>\n",
       "      <td>78108</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>23.060250</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>177.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91709</th>\n",
       "      <td>66119</td>\n",
       "      <td>13486</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>47.179671</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>183.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sepsis</td>\n",
       "      <td>Cardiovascular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91710</th>\n",
       "      <td>8981</td>\n",
       "      <td>58179</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>27.236914</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>M</td>\n",
       "      <td>170.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Metabolic</td>\n",
       "      <td>Metabolic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91711</th>\n",
       "      <td>33776</td>\n",
       "      <td>120598</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.297481</td>\n",
       "      <td>0</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>154.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Respiratory</td>\n",
       "      <td>Respiratory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91712</th>\n",
       "      <td>1671</td>\n",
       "      <td>53612</td>\n",
       "      <td>104</td>\n",
       "      <td>0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>22.031250</td>\n",
       "      <td>1</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>F</td>\n",
       "      <td>160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "      <td>Gastrointestinal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91713 rows × 186 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       encounter_id  patient_id  hospital_id  hospital_death   age        bmi  \\\n",
       "0             66154       25312          118               0  68.0  22.730000   \n",
       "1            114252       59342           81               0  77.0  27.420000   \n",
       "2            119783       50777          118               0  25.0  31.950000   \n",
       "3             79267       46918          118               0  81.0  22.640000   \n",
       "4             92056       34377           33               0  19.0        NaN   \n",
       "5             33181       74489           83               0  67.0  27.560000   \n",
       "6             82208       49526           83               0  59.0  57.450000   \n",
       "7            120995       50129           33               0  70.0        NaN   \n",
       "8             80471       10577          118               1  45.0        NaN   \n",
       "9             42871       90749          118               0  50.0  25.710000   \n",
       "10           105427      125898           77               0  72.0  28.257052   \n",
       "11            91609       78266           83               0  80.0  27.382812   \n",
       "12            76356       41311          118               0  48.0        NaN   \n",
       "13            34030      103766          118               0  65.0        NaN   \n",
       "14           108388       98174          118               0  81.0  38.189067   \n",
       "15           120677      124688          118               0  78.0        NaN   \n",
       "16           115771       71252           81               0  30.0  23.383178   \n",
       "17            22471      112115          118               0  46.0  25.845717   \n",
       "18            48056      114220          118               0  65.0  28.408929   \n",
       "19            45954      102946          118               0  39.0  37.010278   \n",
       "20            79115       88295           83               0  79.0  28.376100   \n",
       "21           118620       59115          118               0  80.0  35.659989   \n",
       "22            21050       31257           81               0  58.0        NaN   \n",
       "23            95460      120539          118               0  87.0  21.963763   \n",
       "24             7220       92453           77               0  60.0  29.509959   \n",
       "25            29208      114628          118               1  68.0  26.010703   \n",
       "26            32902       17922          118               0  85.0  23.809770   \n",
       "27            16847        8036           33               0  79.0  23.408979   \n",
       "28            46026       71020          118               0   NaN        NaN   \n",
       "29             6777       83373          118               0  60.0  26.485715   \n",
       "...             ...         ...          ...             ...   ...        ...   \n",
       "91683        106800       98661            6               0  75.0  41.240169   \n",
       "91684         93704       90014          121               0  19.0  21.849332   \n",
       "91685         27176       34169          184               0  58.0  25.360019   \n",
       "91686         13520       96615          184               0  86.0  31.157451   \n",
       "91687         76490       85324          195               0  71.0  32.690378   \n",
       "91688         24687        1613          195               0  49.0  31.866165   \n",
       "91689         47573       27439            6               0   NaN  24.445450   \n",
       "91690         15896       46682          195               0  83.0  26.760649   \n",
       "91691         96280       27717          184               1  59.0  29.384757   \n",
       "91692        125145       56872           30               0  36.0  20.575852   \n",
       "91693         57002       57515          183               0   NaN  18.526701   \n",
       "91694         54174       38625           30               0  58.0  33.211359   \n",
       "91695         41182       88364           30               0  49.0  21.748106   \n",
       "91696         18985       20726           30               1  65.0        NaN   \n",
       "91697        128303       51968          195               0  33.0  24.488889   \n",
       "91698         83806       68549          195               0  47.0  51.439842   \n",
       "91699         79858       57121           30               0  57.0  33.810548   \n",
       "91700        103983       25454           30               0  85.0  25.091529   \n",
       "91701        118430       83320            6               0  21.0  24.874059   \n",
       "91702          1216       97004           30               0  18.0  20.284799   \n",
       "91703         65539      128056           30               0  53.0  45.935203   \n",
       "91704         96325       77671           30               0  38.0  32.992923   \n",
       "91705        111411        7848          195               0  67.0  28.876843   \n",
       "91706        127138       59223          121               0  54.0  19.770448   \n",
       "91707           276       34638          183               0   NaN  33.933518   \n",
       "91708         91592       78108           30               0  75.0  23.060250   \n",
       "91709         66119       13486          121               0  56.0  47.179671   \n",
       "91710          8981       58179          195               0  48.0  27.236914   \n",
       "91711         33776      120598           66               0   NaN  23.297481   \n",
       "91712          1671       53612          104               0  82.0  22.031250   \n",
       "\n",
       "       elective_surgery         ethnicity gender  height  ... aids cirrhosis  \\\n",
       "0                     0         Caucasian      M   180.3  ...  0.0       0.0   \n",
       "1                     0         Caucasian      F   160.0  ...  0.0       0.0   \n",
       "2                     0         Caucasian      F   172.7  ...  0.0       0.0   \n",
       "3                     1         Caucasian      F   165.1  ...  0.0       0.0   \n",
       "4                     0         Caucasian      M   188.0  ...  0.0       0.0   \n",
       "5                     0         Caucasian      M   190.5  ...  0.0       0.0   \n",
       "6                     0         Caucasian      F   165.1  ...  0.0       0.0   \n",
       "7                     0         Caucasian      M   165.0  ...  0.0       0.0   \n",
       "8                     0         Caucasian      M   170.2  ...  0.0       0.0   \n",
       "9                     0               NaN      M   175.3  ...  0.0       0.0   \n",
       "10                    1          Hispanic      F   154.9  ...  0.0       0.0   \n",
       "11                    1         Caucasian      F   160.0  ...  0.0       0.0   \n",
       "12                    0         Caucasian      M   175.3  ...  0.0       0.0   \n",
       "13                    1         Caucasian      M   172.7  ...  0.0       0.0   \n",
       "14                    1         Caucasian      M   172.7  ...  0.0       0.0   \n",
       "15                    0         Caucasian      F   160.0  ...  0.0       0.0   \n",
       "16                    0         Caucasian      M   193.0  ...  0.0       0.0   \n",
       "17                    0          Hispanic      M   167.6  ...  0.0       0.0   \n",
       "18                    0          Hispanic      M   167.6  ...  0.0       0.0   \n",
       "19                    1               NaN      M   177.8  ...  0.0       0.0   \n",
       "20                    1         Caucasian      F   170.2  ...  0.0       0.0   \n",
       "21                    0         Caucasian      M   170.2  ...  0.0       0.0   \n",
       "22                    1         Caucasian      F   162.6  ...  0.0       0.0   \n",
       "23                    0         Caucasian      M   180.3  ...  0.0       0.0   \n",
       "24                    0         Caucasian      M   188.0  ...  0.0       0.0   \n",
       "25                    0         Caucasian      F   165.1  ...  0.0       0.0   \n",
       "26                    0         Caucasian      F   152.4  ...  0.0       0.0   \n",
       "27                    0         Caucasian      F   149.9  ...  0.0       0.0   \n",
       "28                    1         Caucasian      F   160.0  ...  0.0       0.0   \n",
       "29                    0  African American      M   180.3  ...  0.0       0.0   \n",
       "...                 ...               ...    ...     ...  ...  ...       ...   \n",
       "91683                 0         Caucasian      F   172.7  ...  0.0       0.0   \n",
       "91684                 0             Asian      F   157.5  ...  0.0       0.0   \n",
       "91685                 0         Caucasian      F   173.0  ...  0.0       0.0   \n",
       "91686                 0         Caucasian      F   157.0  ...  0.0       0.0   \n",
       "91687                 0         Caucasian      M   172.7  ...  0.0       0.0   \n",
       "91688                 0         Caucasian      M   182.9  ...  0.0       0.0   \n",
       "91689                 0         Caucasian      M   188.0  ...  NaN       NaN   \n",
       "91690                 0         Caucasian      F   163.8  ...  0.0       0.0   \n",
       "91691                 0         Caucasian      F   165.0  ...  0.0       0.0   \n",
       "91692                 0         Caucasian      F   162.6  ...  0.0       0.0   \n",
       "91693                 0         Caucasian      M   178.0  ...  NaN       NaN   \n",
       "91694                 0         Caucasian      M   182.9  ...  0.0       0.0   \n",
       "91695                 0         Caucasian      F   170.2  ...  0.0       0.0   \n",
       "91696                 0         Caucasian      M     NaN  ...  0.0       0.0   \n",
       "91697                 0         Caucasian      F   150.0  ...  0.0       0.0   \n",
       "91698                 1         Caucasian      M   195.0  ...  0.0       0.0   \n",
       "91699                 0  African American      M   188.0  ...  0.0       0.0   \n",
       "91700                 0         Caucasian      M   178.0  ...  0.0       0.0   \n",
       "91701                 0         Caucasian      M   185.4  ...  0.0       0.0   \n",
       "91702                 0         Caucasian      M   172.7  ...  0.0       0.0   \n",
       "91703                 0         Caucasian      M   190.5  ...  0.0       0.0   \n",
       "91704                 0         Caucasian      M   177.8  ...  0.0       0.0   \n",
       "91705                 0  African American      M   182.9  ...  0.0       0.0   \n",
       "91706                 0   Native American      M   177.8  ...  0.0       0.0   \n",
       "91707                 0         Caucasian      F   152.0  ...  NaN       NaN   \n",
       "91708                 0         Caucasian      M   177.8  ...  0.0       0.0   \n",
       "91709                 0         Caucasian      F   183.0  ...  0.0       0.0   \n",
       "91710                 0         Caucasian      M   170.2  ...  0.0       0.0   \n",
       "91711                 0         Caucasian      F   154.9  ...  0.0       0.0   \n",
       "91712                 1         Caucasian      F   160.0  ...  0.0       0.0   \n",
       "\n",
       "       diabetes_mellitus hepatic_failure immunosuppression  leukemia  \\\n",
       "0                    1.0             0.0               0.0       0.0   \n",
       "1                    1.0             0.0               0.0       0.0   \n",
       "2                    0.0             0.0               0.0       0.0   \n",
       "3                    0.0             0.0               0.0       0.0   \n",
       "4                    0.0             0.0               0.0       0.0   \n",
       "5                    1.0             0.0               0.0       0.0   \n",
       "6                    1.0             0.0               0.0       0.0   \n",
       "7                    0.0             0.0               1.0       0.0   \n",
       "8                    0.0             0.0               0.0       0.0   \n",
       "9                    0.0             0.0               0.0       0.0   \n",
       "10                   0.0             0.0               1.0       0.0   \n",
       "11                   0.0             0.0               0.0       1.0   \n",
       "12                   0.0             0.0               0.0       0.0   \n",
       "13                   0.0             0.0               0.0       0.0   \n",
       "14                   0.0             0.0               0.0       0.0   \n",
       "15                   1.0             0.0               0.0       0.0   \n",
       "16                   0.0             0.0               0.0       0.0   \n",
       "17                   0.0             0.0               0.0       0.0   \n",
       "18                   0.0             0.0               0.0       0.0   \n",
       "19                   0.0             0.0               0.0       0.0   \n",
       "20                   0.0             0.0               0.0       1.0   \n",
       "21                   1.0             0.0               0.0       0.0   \n",
       "22                   0.0             0.0               0.0       0.0   \n",
       "23                   0.0             0.0               0.0       0.0   \n",
       "24                   0.0             0.0               0.0       0.0   \n",
       "25                   0.0             0.0               0.0       0.0   \n",
       "26                   0.0             0.0               0.0       0.0   \n",
       "27                   0.0             0.0               0.0       0.0   \n",
       "28                   1.0             0.0               0.0       0.0   \n",
       "29                   0.0             0.0               0.0       0.0   \n",
       "...                  ...             ...               ...       ...   \n",
       "91683                0.0             0.0               0.0       0.0   \n",
       "91684                0.0             0.0               0.0       0.0   \n",
       "91685                0.0             0.0               0.0       0.0   \n",
       "91686                0.0             0.0               0.0       0.0   \n",
       "91687                0.0             0.0               0.0       0.0   \n",
       "91688                1.0             0.0               0.0       0.0   \n",
       "91689                NaN             NaN               NaN       NaN   \n",
       "91690                0.0             0.0               0.0       0.0   \n",
       "91691                0.0             0.0               0.0       0.0   \n",
       "91692                1.0             0.0               0.0       0.0   \n",
       "91693                NaN             NaN               NaN       NaN   \n",
       "91694                1.0             0.0               0.0       0.0   \n",
       "91695                0.0             0.0               0.0       0.0   \n",
       "91696                0.0             0.0               0.0       0.0   \n",
       "91697                0.0             0.0               0.0       0.0   \n",
       "91698                0.0             0.0               0.0       0.0   \n",
       "91699                0.0             0.0               0.0       0.0   \n",
       "91700                0.0             0.0               0.0       0.0   \n",
       "91701                1.0             0.0               0.0       0.0   \n",
       "91702                0.0             0.0               0.0       0.0   \n",
       "91703                1.0             0.0               0.0       0.0   \n",
       "91704                0.0             0.0               0.0       0.0   \n",
       "91705                1.0             0.0               0.0       0.0   \n",
       "91706                0.0             0.0               0.0       0.0   \n",
       "91707                NaN             NaN               NaN       NaN   \n",
       "91708                1.0             0.0               0.0       0.0   \n",
       "91709                0.0             0.0               0.0       0.0   \n",
       "91710                1.0             0.0               0.0       0.0   \n",
       "91711                0.0             0.0               0.0       0.0   \n",
       "91712                0.0             0.0               0.0       0.0   \n",
       "\n",
       "       lymphoma  solid_tumor_with_metastasis  apache_3j_bodysystem  \\\n",
       "0           0.0                          0.0                Sepsis   \n",
       "1           0.0                          0.0           Respiratory   \n",
       "2           0.0                          0.0             Metabolic   \n",
       "3           0.0                          0.0        Cardiovascular   \n",
       "4           0.0                          0.0                Trauma   \n",
       "5           0.0                          0.0          Neurological   \n",
       "6           0.0                          0.0           Respiratory   \n",
       "7           0.0                          0.0                Sepsis   \n",
       "8           0.0                          0.0        Cardiovascular   \n",
       "9           0.0                          0.0        Cardiovascular   \n",
       "10          0.0                          0.0           Respiratory   \n",
       "11          0.0                          0.0          Neurological   \n",
       "12          0.0                          0.0          Neurological   \n",
       "13          0.0                          0.0      Gastrointestinal   \n",
       "14          0.0                          0.0           Respiratory   \n",
       "15          0.0                          0.0                Sepsis   \n",
       "16          0.0                          0.0        Cardiovascular   \n",
       "17          0.0                          0.0           Respiratory   \n",
       "18          0.0                          0.0          Neurological   \n",
       "19          0.0                          0.0        Cardiovascular   \n",
       "20          0.0                          0.0          Neurological   \n",
       "21          0.0                          0.0                Sepsis   \n",
       "22          0.0                          0.0         Genitourinary   \n",
       "23          0.0                          0.0                Sepsis   \n",
       "24          0.0                          0.0        Cardiovascular   \n",
       "25          0.0                          0.0                Sepsis   \n",
       "26          0.0                          0.0      Gastrointestinal   \n",
       "27          0.0                          0.0        Cardiovascular   \n",
       "28          0.0                          0.0                Trauma   \n",
       "29          0.0                          0.0        Cardiovascular   \n",
       "...         ...                          ...                   ...   \n",
       "91683       0.0                          0.0        Cardiovascular   \n",
       "91684       0.0                          0.0             Metabolic   \n",
       "91685       0.0                          0.0        Cardiovascular   \n",
       "91686       0.0                          0.0                Sepsis   \n",
       "91687       0.0                          0.0          Neurological   \n",
       "91688       0.0                          0.0                Sepsis   \n",
       "91689       NaN                          NaN                   NaN   \n",
       "91690       0.0                          0.0        Cardiovascular   \n",
       "91691       0.0                          0.0        Cardiovascular   \n",
       "91692       0.0                          0.0             Metabolic   \n",
       "91693       NaN                          NaN                   NaN   \n",
       "91694       0.0                          0.0        Cardiovascular   \n",
       "91695       0.0                          0.0          Neurological   \n",
       "91696       0.0                          0.0                Sepsis   \n",
       "91697       0.0                          0.0                Sepsis   \n",
       "91698       0.0                          0.0      Gastrointestinal   \n",
       "91699       0.0                          0.0        Cardiovascular   \n",
       "91700       0.0                          0.0      Gastrointestinal   \n",
       "91701       0.0                          0.0             Metabolic   \n",
       "91702       0.0                          0.0             Metabolic   \n",
       "91703       0.0                          0.0                Sepsis   \n",
       "91704       0.0                          0.0             Metabolic   \n",
       "91705       0.0                          0.0             Metabolic   \n",
       "91706       0.0                          0.0        Cardiovascular   \n",
       "91707       NaN                          NaN                   NaN   \n",
       "91708       0.0                          1.0                Sepsis   \n",
       "91709       0.0                          0.0                Sepsis   \n",
       "91710       0.0                          0.0             Metabolic   \n",
       "91711       0.0                          0.0           Respiratory   \n",
       "91712       0.0                          0.0      Gastrointestinal   \n",
       "\n",
       "       apache_2_bodysystem  \n",
       "0           Cardiovascular  \n",
       "1              Respiratory  \n",
       "2                Metabolic  \n",
       "3           Cardiovascular  \n",
       "4                   Trauma  \n",
       "5               Neurologic  \n",
       "6              Respiratory  \n",
       "7           Cardiovascular  \n",
       "8           Cardiovascular  \n",
       "9           Cardiovascular  \n",
       "10             Respiratory  \n",
       "11              Neurologic  \n",
       "12              Neurologic  \n",
       "13        Gastrointestinal  \n",
       "14             Respiratory  \n",
       "15          Cardiovascular  \n",
       "16          Cardiovascular  \n",
       "17             Respiratory  \n",
       "18              Neurologic  \n",
       "19          Cardiovascular  \n",
       "20              Neurologic  \n",
       "21          Cardiovascular  \n",
       "22     Renal/Genitourinary  \n",
       "23          Cardiovascular  \n",
       "24          Cardiovascular  \n",
       "25          Cardiovascular  \n",
       "26        Gastrointestinal  \n",
       "27          Cardiovascular  \n",
       "28                  Trauma  \n",
       "29          Cardiovascular  \n",
       "...                    ...  \n",
       "91683       Cardiovascular  \n",
       "91684            Metabolic  \n",
       "91685       Cardiovascular  \n",
       "91686       Cardiovascular  \n",
       "91687           Neurologic  \n",
       "91688       Cardiovascular  \n",
       "91689                  NaN  \n",
       "91690       Cardiovascular  \n",
       "91691       Cardiovascular  \n",
       "91692            Metabolic  \n",
       "91693                  NaN  \n",
       "91694       Cardiovascular  \n",
       "91695           Neurologic  \n",
       "91696       Cardiovascular  \n",
       "91697       Cardiovascular  \n",
       "91698     Gastrointestinal  \n",
       "91699       Cardiovascular  \n",
       "91700     Gastrointestinal  \n",
       "91701            Metabolic  \n",
       "91702            Metabolic  \n",
       "91703       Cardiovascular  \n",
       "91704            Metabolic  \n",
       "91705            Metabolic  \n",
       "91706       Cardiovascular  \n",
       "91707                  NaN  \n",
       "91708       Cardiovascular  \n",
       "91709       Cardiovascular  \n",
       "91710            Metabolic  \n",
       "91711          Respiratory  \n",
       "91712     Gastrointestinal  \n",
       "\n",
       "[91713 rows x 186 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>encounter_id</th>\n",
       "      <th>patient_id</th>\n",
       "      <th>hospital_id</th>\n",
       "      <th>hospital_death</th>\n",
       "      <th>age</th>\n",
       "      <th>bmi</th>\n",
       "      <th>elective_surgery</th>\n",
       "      <th>height</th>\n",
       "      <th>icu_id</th>\n",
       "      <th>pre_icu_los_days</th>\n",
       "      <th>...</th>\n",
       "      <th>apache_4a_hospital_death_prob</th>\n",
       "      <th>apache_4a_icu_death_prob</th>\n",
       "      <th>aids</th>\n",
       "      <th>cirrhosis</th>\n",
       "      <th>diabetes_mellitus</th>\n",
       "      <th>hepatic_failure</th>\n",
       "      <th>immunosuppression</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>lymphoma</th>\n",
       "      <th>solid_tumor_with_metastasis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>91713.000000</td>\n",
       "      <td>91713.000000</td>\n",
       "      <td>91713.000000</td>\n",
       "      <td>91713.000000</td>\n",
       "      <td>87485.000000</td>\n",
       "      <td>88284.000000</td>\n",
       "      <td>91713.000000</td>\n",
       "      <td>90379.000000</td>\n",
       "      <td>91713.000000</td>\n",
       "      <td>91713.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>83766.000000</td>\n",
       "      <td>83766.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "      <td>90998.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>65606.079280</td>\n",
       "      <td>65537.131464</td>\n",
       "      <td>105.669262</td>\n",
       "      <td>0.086302</td>\n",
       "      <td>62.309516</td>\n",
       "      <td>29.185818</td>\n",
       "      <td>0.183736</td>\n",
       "      <td>169.641588</td>\n",
       "      <td>508.357692</td>\n",
       "      <td>0.835766</td>\n",
       "      <td>...</td>\n",
       "      <td>0.086787</td>\n",
       "      <td>0.043955</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>0.015693</td>\n",
       "      <td>0.225192</td>\n",
       "      <td>0.012989</td>\n",
       "      <td>0.026165</td>\n",
       "      <td>0.007066</td>\n",
       "      <td>0.004132</td>\n",
       "      <td>0.020638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>37795.088538</td>\n",
       "      <td>37811.252183</td>\n",
       "      <td>62.854406</td>\n",
       "      <td>0.280811</td>\n",
       "      <td>16.775119</td>\n",
       "      <td>8.275142</td>\n",
       "      <td>0.387271</td>\n",
       "      <td>10.795378</td>\n",
       "      <td>228.989661</td>\n",
       "      <td>2.487756</td>\n",
       "      <td>...</td>\n",
       "      <td>0.247569</td>\n",
       "      <td>0.217341</td>\n",
       "      <td>0.029265</td>\n",
       "      <td>0.124284</td>\n",
       "      <td>0.417711</td>\n",
       "      <td>0.113229</td>\n",
       "      <td>0.159628</td>\n",
       "      <td>0.083763</td>\n",
       "      <td>0.064148</td>\n",
       "      <td>0.142169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>14.844926</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>137.200000</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>-24.947222</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>32852.000000</td>\n",
       "      <td>32830.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>23.641975</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>162.500000</td>\n",
       "      <td>369.000000</td>\n",
       "      <td>0.035417</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>65665.000000</td>\n",
       "      <td>65413.000000</td>\n",
       "      <td>109.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>170.100000</td>\n",
       "      <td>504.000000</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>98342.000000</td>\n",
       "      <td>98298.000000</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>32.930206</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>177.800000</td>\n",
       "      <td>679.000000</td>\n",
       "      <td>0.409028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>131051.000000</td>\n",
       "      <td>131051.000000</td>\n",
       "      <td>204.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>67.814990</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>195.590000</td>\n",
       "      <td>927.000000</td>\n",
       "      <td>159.090972</td>\n",
       "      <td>...</td>\n",
       "      <td>0.990000</td>\n",
       "      <td>0.970000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        encounter_id     patient_id   hospital_id  hospital_death  \\\n",
       "count   91713.000000   91713.000000  91713.000000    91713.000000   \n",
       "mean    65606.079280   65537.131464    105.669262        0.086302   \n",
       "std     37795.088538   37811.252183     62.854406        0.280811   \n",
       "min         1.000000       1.000000      2.000000        0.000000   \n",
       "25%     32852.000000   32830.000000     47.000000        0.000000   \n",
       "50%     65665.000000   65413.000000    109.000000        0.000000   \n",
       "75%     98342.000000   98298.000000    161.000000        0.000000   \n",
       "max    131051.000000  131051.000000    204.000000        1.000000   \n",
       "\n",
       "                age           bmi  elective_surgery        height  \\\n",
       "count  87485.000000  88284.000000      91713.000000  90379.000000   \n",
       "mean      62.309516     29.185818          0.183736    169.641588   \n",
       "std       16.775119      8.275142          0.387271     10.795378   \n",
       "min       16.000000     14.844926          0.000000    137.200000   \n",
       "25%       52.000000     23.641975          0.000000    162.500000   \n",
       "50%       65.000000     27.654655          0.000000    170.100000   \n",
       "75%       75.000000     32.930206          0.000000    177.800000   \n",
       "max       89.000000     67.814990          1.000000    195.590000   \n",
       "\n",
       "             icu_id  pre_icu_los_days  ...  apache_4a_hospital_death_prob  \\\n",
       "count  91713.000000      91713.000000  ...                   83766.000000   \n",
       "mean     508.357692          0.835766  ...                       0.086787   \n",
       "std      228.989661          2.487756  ...                       0.247569   \n",
       "min       82.000000        -24.947222  ...                      -1.000000   \n",
       "25%      369.000000          0.035417  ...                       0.020000   \n",
       "50%      504.000000          0.138889  ...                       0.050000   \n",
       "75%      679.000000          0.409028  ...                       0.130000   \n",
       "max      927.000000        159.090972  ...                       0.990000   \n",
       "\n",
       "       apache_4a_icu_death_prob          aids     cirrhosis  \\\n",
       "count              83766.000000  90998.000000  90998.000000   \n",
       "mean                   0.043955      0.000857      0.015693   \n",
       "std                    0.217341      0.029265      0.124284   \n",
       "min                   -1.000000      0.000000      0.000000   \n",
       "25%                    0.010000      0.000000      0.000000   \n",
       "50%                    0.020000      0.000000      0.000000   \n",
       "75%                    0.060000      0.000000      0.000000   \n",
       "max                    0.970000      1.000000      1.000000   \n",
       "\n",
       "       diabetes_mellitus  hepatic_failure  immunosuppression      leukemia  \\\n",
       "count       90998.000000     90998.000000       90998.000000  90998.000000   \n",
       "mean            0.225192         0.012989           0.026165      0.007066   \n",
       "std             0.417711         0.113229           0.159628      0.083763   \n",
       "min             0.000000         0.000000           0.000000      0.000000   \n",
       "25%             0.000000         0.000000           0.000000      0.000000   \n",
       "50%             0.000000         0.000000           0.000000      0.000000   \n",
       "75%             0.000000         0.000000           0.000000      0.000000   \n",
       "max             1.000000         1.000000           1.000000      1.000000   \n",
       "\n",
       "           lymphoma  solid_tumor_with_metastasis  \n",
       "count  90998.000000                 90998.000000  \n",
       "mean       0.004132                     0.020638  \n",
       "std        0.064148                     0.142169  \n",
       "min        0.000000                     0.000000  \n",
       "25%        0.000000                     0.000000  \n",
       "50%        0.000000                     0.000000  \n",
       "75%        0.000000                     0.000000  \n",
       "max        1.000000                     1.000000  \n",
       "\n",
       "[8 rows x 178 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Caucasian           70684\n",
       "African American     9547\n",
       "Other/Unknown        4374\n",
       "Hispanic             3796\n",
       "Asian                1129\n",
       "Native American       788\n",
       "Name: ethnicity, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"ethnicity\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.0    56909\n",
       "1.0    16741\n",
       "4.0    10947\n",
       "3.0     3275\n",
       "2.0     1940\n",
       "NaN     1901\n",
       "Name: gcs_verbal_apache, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"gcs_verbal_apache\"].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0    89120\n",
       "1.0     1878\n",
       "NaN      715\n",
       "Name: solid_tumor_with_metastasis, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"solid_tumor_with_metastasis\"].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[\"hospital_death\"].value_counts(dropna=False)\n",
    "names = ['Vive', 'Muere']\n",
    "values = data[\"hospital_death\"].value_counts()\n",
    "plt.figure(figsize=(13, 8))\n",
    "plt.bar(names, values)\n",
    "plt.suptitle('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imputación de los datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [\"age\", \"creatinine_apache\", \"hematocrit_apache\", \"map_apache\",\n",
    "            \"sodium_apache\", \"temp_apache\", \"wbc_apache\", \"aids\", \"cirrhosis\", \"diabetes_mellitus\",\n",
    "            \"hepatic_failure\", \"immunosuppression\", \"leukemia\", \"lymphoma\", \"solid_tumor_with_metastasis\",\n",
    "           \"hospital_death\"]\n",
    "# heart_rate_apache, pao2_apache, ph_apache\n",
    "data = data [features]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>age</th>\n",
       "      <th>creatinine_apache</th>\n",
       "      <th>hematocrit_apache</th>\n",
       "      <th>map_apache</th>\n",
       "      <th>sodium_apache</th>\n",
       "      <th>temp_apache</th>\n",
       "      <th>wbc_apache</th>\n",
       "      <th>aids</th>\n",
       "      <th>cirrhosis</th>\n",
       "      <th>diabetes_mellitus</th>\n",
       "      <th>hepatic_failure</th>\n",
       "      <th>immunosuppression</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>lymphoma</th>\n",
       "      <th>solid_tumor_with_metastasis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68.0</td>\n",
       "      <td>2.51</td>\n",
       "      <td>27.4</td>\n",
       "      <td>40.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>39.3</td>\n",
       "      <td>14.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>77.0</td>\n",
       "      <td>0.56</td>\n",
       "      <td>36.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>35.1</td>\n",
       "      <td>12.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>81.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.9</td>\n",
       "      <td>60.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.8</td>\n",
       "      <td>8.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>67.0</td>\n",
       "      <td>0.71</td>\n",
       "      <td>44.2</td>\n",
       "      <td>130.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>10.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>59.0</td>\n",
       "      <td>0.78</td>\n",
       "      <td>33.5</td>\n",
       "      <td>138.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>5.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>70.0</td>\n",
       "      <td>2.05</td>\n",
       "      <td>22.6</td>\n",
       "      <td>60.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>12.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>45.0</td>\n",
       "      <td>1.16</td>\n",
       "      <td>37.9</td>\n",
       "      <td>66.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>24.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50.0</td>\n",
       "      <td>0.83</td>\n",
       "      <td>37.2</td>\n",
       "      <td>58.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>8.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>80.0</td>\n",
       "      <td>1.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>48.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>65.0</td>\n",
       "      <td>1.13</td>\n",
       "      <td>33.1</td>\n",
       "      <td>103.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>10.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>81.0</td>\n",
       "      <td>1.11</td>\n",
       "      <td>25.7</td>\n",
       "      <td>63.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>6.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>78.0</td>\n",
       "      <td>1.68</td>\n",
       "      <td>24.4</td>\n",
       "      <td>118.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>17.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>30.0</td>\n",
       "      <td>0.81</td>\n",
       "      <td>37.4</td>\n",
       "      <td>69.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>46.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>44.2</td>\n",
       "      <td>113.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>9.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>65.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.3</td>\n",
       "      <td>55.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.6</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.9</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.4</td>\n",
       "      <td>14.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>79.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>80.0</td>\n",
       "      <td>1.34</td>\n",
       "      <td>36.4</td>\n",
       "      <td>64.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>14.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>58.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>35.3</td>\n",
       "      <td>66.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>21.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>87.0</td>\n",
       "      <td>0.94</td>\n",
       "      <td>28.9</td>\n",
       "      <td>133.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>9.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>60.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>43.2</td>\n",
       "      <td>64.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>68.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>30.3</td>\n",
       "      <td>47.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>32.1</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>85.0</td>\n",
       "      <td>0.79</td>\n",
       "      <td>26.1</td>\n",
       "      <td>162.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>6.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>79.0</td>\n",
       "      <td>1.45</td>\n",
       "      <td>28.7</td>\n",
       "      <td>170.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>13.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.73</td>\n",
       "      <td>27.3</td>\n",
       "      <td>50.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>60.0</td>\n",
       "      <td>1.57</td>\n",
       "      <td>32.6</td>\n",
       "      <td>139.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91683</th>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91684</th>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.6</td>\n",
       "      <td>5.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91685</th>\n",
       "      <td>58.0</td>\n",
       "      <td>1.28</td>\n",
       "      <td>25.6</td>\n",
       "      <td>151.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>6.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91686</th>\n",
       "      <td>86.0</td>\n",
       "      <td>1.18</td>\n",
       "      <td>32.2</td>\n",
       "      <td>125.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>20.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91687</th>\n",
       "      <td>71.0</td>\n",
       "      <td>0.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91688</th>\n",
       "      <td>49.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>37.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>10.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91689</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91690</th>\n",
       "      <td>83.0</td>\n",
       "      <td>0.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91691</th>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91692</th>\n",
       "      <td>36.0</td>\n",
       "      <td>0.40</td>\n",
       "      <td>37.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>5.26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91693</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91694</th>\n",
       "      <td>58.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91695</th>\n",
       "      <td>49.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>115.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>36.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91696</th>\n",
       "      <td>65.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>32.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>7.11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91697</th>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.1</td>\n",
       "      <td>24.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91698</th>\n",
       "      <td>47.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>41.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>13.91</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91699</th>\n",
       "      <td>57.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>2.72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91700</th>\n",
       "      <td>85.0</td>\n",
       "      <td>1.60</td>\n",
       "      <td>22.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>7.66</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91701</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91702</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>41.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>9.68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91703</th>\n",
       "      <td>53.0</td>\n",
       "      <td>1.40</td>\n",
       "      <td>36.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>15.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91704</th>\n",
       "      <td>38.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>35.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>8.56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91705</th>\n",
       "      <td>67.0</td>\n",
       "      <td>0.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91706</th>\n",
       "      <td>54.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>41.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>7.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91707</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91708</th>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91709</th>\n",
       "      <td>56.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>33.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>37.4</td>\n",
       "      <td>4.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91710</th>\n",
       "      <td>48.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>36.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>17.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91711</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91712</th>\n",
       "      <td>82.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>36.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>24.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91713 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        age  creatinine_apache  hematocrit_apache  map_apache  sodium_apache  \\\n",
       "0      68.0               2.51               27.4        40.0          134.0   \n",
       "1      77.0               0.56               36.9        46.0          145.0   \n",
       "2      25.0                NaN                NaN        68.0            NaN   \n",
       "3      81.0                NaN               25.9        60.0            NaN   \n",
       "4      19.0                NaN                NaN       103.0            NaN   \n",
       "5      67.0               0.71               44.2       130.0          137.0   \n",
       "6      59.0               0.78               33.5       138.0          135.0   \n",
       "7      70.0               2.05               22.6        60.0          140.0   \n",
       "8      45.0               1.16               37.9        66.0          142.0   \n",
       "9      50.0               0.83               37.2        58.0          139.0   \n",
       "10     72.0                NaN                NaN        72.0            NaN   \n",
       "11     80.0               1.72                NaN        67.0          135.0   \n",
       "12     48.0                NaN                NaN       140.0            NaN   \n",
       "13     65.0               1.13               33.1       103.0          140.0   \n",
       "14     81.0               1.11               25.7        63.0          139.0   \n",
       "15     78.0               1.68               24.4       118.0          137.0   \n",
       "16     30.0               0.81               37.4        69.0          140.0   \n",
       "17     46.0               1.00               44.2       113.0          132.0   \n",
       "18     65.0                NaN               33.3        55.0            NaN   \n",
       "19     39.0                NaN               28.9        44.0            NaN   \n",
       "20     79.0                NaN                NaN        67.0            NaN   \n",
       "21     80.0               1.34               36.4        64.0          132.0   \n",
       "22     58.0               1.96               35.3        66.0          138.0   \n",
       "23     87.0               0.94               28.9       133.0          146.0   \n",
       "24     60.0               1.30               43.2        64.0          137.0   \n",
       "25     68.0               2.14               30.3        47.0          132.0   \n",
       "26     85.0               0.79               26.1       162.0          135.0   \n",
       "27     79.0               1.45               28.7       170.0          140.0   \n",
       "28      NaN               0.73               27.3        50.0          135.0   \n",
       "29     60.0               1.57               32.6       139.0          134.0   \n",
       "...     ...                ...                ...         ...            ...   \n",
       "91683  75.0                NaN                NaN         NaN            NaN   \n",
       "91684  19.0                NaN               35.0        68.0            NaN   \n",
       "91685  58.0               1.28               25.6       151.0          130.0   \n",
       "91686  86.0               1.18               32.2       125.0          147.0   \n",
       "91687  71.0               0.90                NaN        54.0          139.0   \n",
       "91688  49.0               0.70               37.0        71.0          135.0   \n",
       "91689   NaN                NaN                NaN         NaN            NaN   \n",
       "91690  83.0               0.90                NaN        57.0          144.0   \n",
       "91691  59.0                NaN                NaN        41.0            NaN   \n",
       "91692  36.0               0.40               37.0        71.0          136.0   \n",
       "91693   NaN                NaN                NaN         NaN            NaN   \n",
       "91694  58.0               1.00                NaN        62.0          140.0   \n",
       "91695  49.0               0.70                NaN       115.0          139.0   \n",
       "91696  65.0               1.30               32.0       141.0          138.0   \n",
       "91697  33.0                NaN               26.0        49.0            NaN   \n",
       "91698  47.0               0.50               41.0        66.0          134.0   \n",
       "91699  57.0               1.10               37.0         NaN          141.0   \n",
       "91700  85.0               1.60               22.0        40.0          146.0   \n",
       "91701  21.0               1.20                NaN        60.0          136.0   \n",
       "91702  18.0               0.70               41.0        55.0          141.0   \n",
       "91703  53.0               1.40               36.0       133.0          136.0   \n",
       "91704  38.0               7.10               35.0        94.0          140.0   \n",
       "91705  67.0               0.80                NaN        54.0          134.0   \n",
       "91706  54.0               0.70               41.0        62.0          139.0   \n",
       "91707   NaN                NaN                NaN         NaN            NaN   \n",
       "91708  75.0                NaN                NaN        48.0            NaN   \n",
       "91709  56.0               2.30               33.0        62.0          136.0   \n",
       "91710  48.0               2.30               36.0        57.0          135.0   \n",
       "91711   NaN                NaN                NaN        54.0            NaN   \n",
       "91712  82.0               1.50               36.0        56.0          132.0   \n",
       "\n",
       "       temp_apache  wbc_apache  aids  cirrhosis  diabetes_mellitus  \\\n",
       "0             39.3       14.10   0.0        0.0                1.0   \n",
       "1             35.1       12.70   0.0        0.0                1.0   \n",
       "2             36.7         NaN   0.0        0.0                0.0   \n",
       "3             34.8        8.00   0.0        0.0                0.0   \n",
       "4             36.7         NaN   0.0        0.0                0.0   \n",
       "5             36.6       10.90   0.0        0.0                1.0   \n",
       "6             35.0        5.90   0.0        0.0                1.0   \n",
       "7             36.6       12.80   0.0        0.0                0.0   \n",
       "8             36.9       24.70   0.0        0.0                0.0   \n",
       "9             36.3        8.40   0.0        0.0                0.0   \n",
       "10            36.8         NaN   0.0        0.0                0.0   \n",
       "11            36.4         NaN   0.0        0.0                0.0   \n",
       "12            36.6         NaN   0.0        0.0                0.0   \n",
       "13            36.6       10.30   0.0        0.0                0.0   \n",
       "14            37.1        6.90   0.0        0.0                0.0   \n",
       "15            36.6       17.50   0.0        0.0                1.0   \n",
       "16            36.6        6.00   0.0        0.0                0.0   \n",
       "17            36.4        9.70   0.0        0.0                0.0   \n",
       "18            36.6        5.00   0.0        0.0                0.0   \n",
       "19            36.4       14.60   0.0        0.0                0.0   \n",
       "20            36.4         NaN   0.0        0.0                0.0   \n",
       "21            36.6       14.50   0.0        0.0                1.0   \n",
       "22            36.7       21.80   0.0        0.0                0.0   \n",
       "23            36.3        9.90   0.0        0.0                0.0   \n",
       "24            36.5        8.30   0.0        0.0                0.0   \n",
       "25            32.1       10.00   0.0        0.0                0.0   \n",
       "26            36.7        6.40   0.0        0.0                0.0   \n",
       "27            36.6       13.50   0.0        0.0                0.0   \n",
       "28            36.6       10.10   0.0        0.0                1.0   \n",
       "29            36.7        7.50   0.0        0.0                0.0   \n",
       "...            ...         ...   ...        ...                ...   \n",
       "91683         37.7         NaN   0.0        0.0                0.0   \n",
       "91684         36.6        5.07   0.0        0.0                0.0   \n",
       "91685         36.6        6.50   0.0        0.0                0.0   \n",
       "91686         36.7       20.70   0.0        0.0                0.0   \n",
       "91687         36.1         NaN   0.0        0.0                0.0   \n",
       "91688         36.6       10.73   0.0        0.0                1.0   \n",
       "91689          NaN         NaN   NaN        NaN                NaN   \n",
       "91690         36.7         NaN   0.0        0.0                0.0   \n",
       "91691          NaN         NaN   0.0        0.0                0.0   \n",
       "91692         36.8        5.26   0.0        0.0                1.0   \n",
       "91693          NaN         NaN   NaN        NaN                NaN   \n",
       "91694         36.7         NaN   0.0        0.0                1.0   \n",
       "91695         36.2         NaN   0.0        0.0                0.0   \n",
       "91696         36.8        7.11   0.0        0.0                0.0   \n",
       "91697         37.1       24.75   0.0        0.0                0.0   \n",
       "91698         36.5       13.91   0.0        0.0                0.0   \n",
       "91699         36.4        2.72   0.0        0.0                0.0   \n",
       "91700         36.6        7.66   0.0        0.0                0.0   \n",
       "91701         36.4         NaN   0.0        0.0                1.0   \n",
       "91702         36.3        9.68   0.0        0.0                0.0   \n",
       "91703         36.9       15.53   0.0        0.0                1.0   \n",
       "91704         36.8        8.56   0.0        0.0                0.0   \n",
       "91705         36.4         NaN   0.0        0.0                1.0   \n",
       "91706         36.6        7.14   0.0        0.0                0.0   \n",
       "91707          NaN         NaN   NaN        NaN                NaN   \n",
       "91708         36.6         NaN   0.0        0.0                1.0   \n",
       "91709         37.4        4.22   0.0        0.0                0.0   \n",
       "91710         35.8       17.55   0.0        0.0                1.0   \n",
       "91711         36.3         NaN   0.0        0.0                0.0   \n",
       "91712         36.0       24.40   0.0        0.0                0.0   \n",
       "\n",
       "       hepatic_failure  immunosuppression  leukemia  lymphoma  \\\n",
       "0                  0.0                0.0       0.0       0.0   \n",
       "1                  0.0                0.0       0.0       0.0   \n",
       "2                  0.0                0.0       0.0       0.0   \n",
       "3                  0.0                0.0       0.0       0.0   \n",
       "4                  0.0                0.0       0.0       0.0   \n",
       "5                  0.0                0.0       0.0       0.0   \n",
       "6                  0.0                0.0       0.0       0.0   \n",
       "7                  0.0                1.0       0.0       0.0   \n",
       "8                  0.0                0.0       0.0       0.0   \n",
       "9                  0.0                0.0       0.0       0.0   \n",
       "10                 0.0                1.0       0.0       0.0   \n",
       "11                 0.0                0.0       1.0       0.0   \n",
       "12                 0.0                0.0       0.0       0.0   \n",
       "13                 0.0                0.0       0.0       0.0   \n",
       "14                 0.0                0.0       0.0       0.0   \n",
       "15                 0.0                0.0       0.0       0.0   \n",
       "16                 0.0                0.0       0.0       0.0   \n",
       "17                 0.0                0.0       0.0       0.0   \n",
       "18                 0.0                0.0       0.0       0.0   \n",
       "19                 0.0                0.0       0.0       0.0   \n",
       "20                 0.0                0.0       1.0       0.0   \n",
       "21                 0.0                0.0       0.0       0.0   \n",
       "22                 0.0                0.0       0.0       0.0   \n",
       "23                 0.0                0.0       0.0       0.0   \n",
       "24                 0.0                0.0       0.0       0.0   \n",
       "25                 0.0                0.0       0.0       0.0   \n",
       "26                 0.0                0.0       0.0       0.0   \n",
       "27                 0.0                0.0       0.0       0.0   \n",
       "28                 0.0                0.0       0.0       0.0   \n",
       "29                 0.0                0.0       0.0       0.0   \n",
       "...                ...                ...       ...       ...   \n",
       "91683              0.0                0.0       0.0       0.0   \n",
       "91684              0.0                0.0       0.0       0.0   \n",
       "91685              0.0                0.0       0.0       0.0   \n",
       "91686              0.0                0.0       0.0       0.0   \n",
       "91687              0.0                0.0       0.0       0.0   \n",
       "91688              0.0                0.0       0.0       0.0   \n",
       "91689              NaN                NaN       NaN       NaN   \n",
       "91690              0.0                0.0       0.0       0.0   \n",
       "91691              0.0                0.0       0.0       0.0   \n",
       "91692              0.0                0.0       0.0       0.0   \n",
       "91693              NaN                NaN       NaN       NaN   \n",
       "91694              0.0                0.0       0.0       0.0   \n",
       "91695              0.0                0.0       0.0       0.0   \n",
       "91696              0.0                0.0       0.0       0.0   \n",
       "91697              0.0                0.0       0.0       0.0   \n",
       "91698              0.0                0.0       0.0       0.0   \n",
       "91699              0.0                0.0       0.0       0.0   \n",
       "91700              0.0                0.0       0.0       0.0   \n",
       "91701              0.0                0.0       0.0       0.0   \n",
       "91702              0.0                0.0       0.0       0.0   \n",
       "91703              0.0                0.0       0.0       0.0   \n",
       "91704              0.0                0.0       0.0       0.0   \n",
       "91705              0.0                0.0       0.0       0.0   \n",
       "91706              0.0                0.0       0.0       0.0   \n",
       "91707              NaN                NaN       NaN       NaN   \n",
       "91708              0.0                0.0       0.0       0.0   \n",
       "91709              0.0                0.0       0.0       0.0   \n",
       "91710              0.0                0.0       0.0       0.0   \n",
       "91711              0.0                0.0       0.0       0.0   \n",
       "91712              0.0                0.0       0.0       0.0   \n",
       "\n",
       "       solid_tumor_with_metastasis  \n",
       "0                              0.0  \n",
       "1                              0.0  \n",
       "2                              0.0  \n",
       "3                              0.0  \n",
       "4                              0.0  \n",
       "5                              0.0  \n",
       "6                              0.0  \n",
       "7                              0.0  \n",
       "8                              0.0  \n",
       "9                              0.0  \n",
       "10                             0.0  \n",
       "11                             0.0  \n",
       "12                             0.0  \n",
       "13                             0.0  \n",
       "14                             0.0  \n",
       "15                             0.0  \n",
       "16                             0.0  \n",
       "17                             0.0  \n",
       "18                             0.0  \n",
       "19                             0.0  \n",
       "20                             0.0  \n",
       "21                             0.0  \n",
       "22                             0.0  \n",
       "23                             0.0  \n",
       "24                             0.0  \n",
       "25                             0.0  \n",
       "26                             0.0  \n",
       "27                             0.0  \n",
       "28                             0.0  \n",
       "29                             0.0  \n",
       "...                            ...  \n",
       "91683                          0.0  \n",
       "91684                          0.0  \n",
       "91685                          0.0  \n",
       "91686                          0.0  \n",
       "91687                          0.0  \n",
       "91688                          0.0  \n",
       "91689                          NaN  \n",
       "91690                          0.0  \n",
       "91691                          0.0  \n",
       "91692                          0.0  \n",
       "91693                          NaN  \n",
       "91694                          0.0  \n",
       "91695                          0.0  \n",
       "91696                          0.0  \n",
       "91697                          0.0  \n",
       "91698                          0.0  \n",
       "91699                          0.0  \n",
       "91700                          0.0  \n",
       "91701                          0.0  \n",
       "91702                          0.0  \n",
       "91703                          0.0  \n",
       "91704                          0.0  \n",
       "91705                          0.0  \n",
       "91706                          0.0  \n",
       "91707                          NaN  \n",
       "91708                          1.0  \n",
       "91709                          0.0  \n",
       "91710                          0.0  \n",
       "91711                          0.0  \n",
       "91712                          0.0  \n",
       "\n",
       "[91713 rows x 15 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(69, 91713)\n"
     ]
    }
   ],
   "source": [
    "imp = SimpleImputer(missing_values=np.nan, strategy='median')\n",
    "variables_mediana =['gcs_motor_apache', 'gcs_eyes_apache', 'gcs_verbal_apache', 'weight', \"bmi\",\n",
    "                    'bun_apache', 'creatinine_apache', 'sodium_apache', 'temp_apache',\"glucose_apache\", 'wbc_apache',\n",
    "                    'd1_diasbp_max', 'd1_diasbp_min', 'd1_diasbp_min', \"d1_diasbp_noninvasive_min\", \n",
    "                    \"d1_heartrate_max\", \"d1_heartrate_min\", \"d1_mbp_max\", \"d1_mbp_noninvasive_max\", \n",
    "                    \"d1_mbp_noninvasive_min\", \"d1_resprate_max\", \"d1_resprate_min\", \"d1_spo2_max\", \n",
    "                    \"d1_spo2_min\", \"d1_sysbp_max\", \"d1_sysbp_min\", \"d1_sysbp_noninvasive_max\", \n",
    "                    \"d1_sysbp_noninvasive_min\", \"d1_temp_max\", \"d1_temp_min\", \"h1_diasbp_max\", \n",
    "                    \"h1_diasbp_min\", \"h1_diasbp_noninvasive_max\", \"h1_diasbp_noninvasive_min\", \"h1_heartrate_max\", \n",
    "                    \"h1_heartrate_min\", \"h1_mbp_max\", \"h1_mbp_min\", \"h1_mbp_noninvasive_max\", \n",
    "                    \"h1_mbp_noninvasive_min\", \"h1_resprate_max\", \"h1_spo2_max\", \"h1_spo2_min\", \"h1_sysbp_max\", \n",
    "                    \"h1_sysbp_min\", \"h1_sysbp_noninvasive_max\", \"h1_sysbp_noninvasive_min\", \"h1_temp_max\", \n",
    "                    \"h1_temp_min\", \"d1_bun_max\", \"d1_bun_min\", \"d1_calcium_max\", \"d1_calcium_min\", \n",
    "                    \"d1_creatinine_max\", \"d1_creatinine_min\", \"d1_glucose_max\", \"d1_glucose_min\", \n",
    "                    \"d1_hco3_max\", \"d1_hco3_min\", \"d1_hemaglobin_min\", \"d1_platelets_max\", \"d1_platelets_min\", \n",
    "                    \"d1_potassium_max\", \"d1_potassium_min\", \"d1_sodium_min\", \"d1_wbc_max\", \"d1_wbc_min\", \n",
    "                    \"apache_4a_hospital_death_prob\", \"apache_4a_icu_death_prob\"]\n",
    "\n",
    "#variables_mediana =[\"creatinine_apache\", 'temp_apache', \"sodium_apache\", 'wbc_apache']\n",
    "data_nueva = imp.fit_transform(data[variables_mediana]).T\n",
    "print(data_nueva.shape)\n",
    "contador = 0\n",
    "for i in variables_mediana:\n",
    "    data[i] = data_nueva[contador]\n",
    "    contador\n",
    "    contador=contador+1  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9, 91713)\n"
     ]
    }
   ],
   "source": [
    "imp = SimpleImputer(strategy='mean')\n",
    "variables_mean =['age', 'height',  'hematocrit_apache','map_apache', \"d1_mbp_min\", \"d1_hemaglobin_max\", \"d1_hematocrit_max\", \"d1_hematocrit_min\", \"d1_sodium_max\"]\n",
    "#variables_mean = ['age', \"hematocrit_apache\", \"map_apache\"]\n",
    "data_nueva = imp.fit_transform(data[variables_mean]).T\n",
    "print(data_nueva.shape)\n",
    "contador = 0\n",
    "for i in variables_mean:\n",
    "    data[i] = data_nueva[contador]\n",
    "    contador=contador+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26, 91713)\n"
     ]
    }
   ],
   "source": [
    "imp = SimpleImputer(strategy=\"most_frequent\")\n",
    "variables_categoricas =[ 'elective_surgery',\"ethnicity\",'readmission_status', 'apache_post_operative',\n",
    " 'arf_apache',\n",
    " 'gcs_unable_apache',\n",
    " 'intubated_apache',\n",
    " 'ventilated_apache',\n",
    " 'aids',\n",
    " 'cirrhosis',\n",
    " 'diabetes_mellitus',\n",
    " 'hepatic_failure',\n",
    " 'immunosuppression',\n",
    " 'leukemia',\n",
    " 'lymphoma',\n",
    " 'solid_tumor_with_metastasis',\n",
    " 'ethnicity',\n",
    " 'gender',\n",
    " 'hospital_admit_source',\n",
    " 'icu_admit_source',\n",
    " 'icu_stay_type',\n",
    " 'icu_type',\n",
    " 'apache_3j_bodysystem',\n",
    " 'apache_2_bodysystem',\n",
    " 'apache_2_diagnosis', 'apache_3j_diagnosis']\n",
    "\n",
    "#variables_categoricas =['aids', \"cirrhosis\", \"diabetes_mellitus\", \"hepatic_failure\", \"immunosuppression\", \"leukemia\", \"lymphoma\", \"solid_tumor_with_metastasis\"] \n",
    "categorias = ['ethnicity','gender',\"hospital_admit_source\", \"icu_admit_source\", \"icu_stay_type\",\"icu_type\", \"apache_3j_bodysystem\", \"apache_2_bodysystem\"]\n",
    "data_nueva = imp.fit_transform(data[variables_categoricas]).T \n",
    "print(data_nueva.shape)\n",
    "contador = 0\n",
    "for i in variables_categoricas:\n",
    "    data[i] = data_nueva[contador]\n",
    "    contador\n",
    "    contador=contador+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cardiovascular          31661\n",
       "Neurological            11896\n",
       "Sepsis                  11740\n",
       "Respiratory             11609\n",
       "Gastrointestinal         9026\n",
       "Metabolic                7650\n",
       "Trauma                   3842\n",
       "Genitourinary            2172\n",
       "Musculoskeletal/Skin     1166\n",
       "Hematological             638\n",
       "Gynecological             313\n",
       "Name: apache_3j_bodysystem, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"apache_3j_bodysystem\"].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "108"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = data.isnull().sum() / 91713\n",
    "r = result.sort_values(ascending=True) \n",
    "data[r[r<=0.3].reset_index()[\"index\"]].to_csv(\"menor30sinmissing.csv\",sep=\",\", header=True, index=False)\n",
    "len(set(r[r<=0.00].reset_index()[\"index\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#categorias = ['gender']\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "for i in categorias:\n",
    "    categoria = LabelEncoder()\n",
    "    data[i + \"_encoded\"] = categoria.fit_transform(data[i])\n",
    "    ohe = OneHotEncoder()\n",
    "    X = ohe.fit_transform(data[i+\"_encoded\"].values.reshape(-1,1)).toarray()\n",
    "    dfOneHot = pandas.DataFrame(X, columns = [ i + \"_\"+str(int(j)) for j in range(X.shape[1])])\n",
    "    data = pandas.concat([data, dfOneHot], axis=1)\n",
    "data = data.drop(columns=categorias)    # luego sacar icu_type, icu_stay_type\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>encounter_id</th>\n",
       "      <th>patient_id</th>\n",
       "      <th>hospital_id</th>\n",
       "      <th>hospital_death</th>\n",
       "      <th>age</th>\n",
       "      <th>bmi</th>\n",
       "      <th>elective_surgery</th>\n",
       "      <th>height</th>\n",
       "      <th>icu_id</th>\n",
       "      <th>pre_icu_los_days</th>\n",
       "      <th>...</th>\n",
       "      <th>apache_2_bodysystem_0</th>\n",
       "      <th>apache_2_bodysystem_1</th>\n",
       "      <th>apache_2_bodysystem_2</th>\n",
       "      <th>apache_2_bodysystem_3</th>\n",
       "      <th>apache_2_bodysystem_4</th>\n",
       "      <th>apache_2_bodysystem_5</th>\n",
       "      <th>apache_2_bodysystem_6</th>\n",
       "      <th>apache_2_bodysystem_7</th>\n",
       "      <th>apache_2_bodysystem_8</th>\n",
       "      <th>apache_2_bodysystem_9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>66154</td>\n",
       "      <td>25312</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>22.730000</td>\n",
       "      <td>0</td>\n",
       "      <td>180.300000</td>\n",
       "      <td>92</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>114252</td>\n",
       "      <td>59342</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>27.420000</td>\n",
       "      <td>0</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>90</td>\n",
       "      <td>0.927778</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>119783</td>\n",
       "      <td>50777</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>31.950000</td>\n",
       "      <td>0</td>\n",
       "      <td>172.700000</td>\n",
       "      <td>93</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>79267</td>\n",
       "      <td>46918</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>22.640000</td>\n",
       "      <td>1</td>\n",
       "      <td>165.100000</td>\n",
       "      <td>92</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>92056</td>\n",
       "      <td>34377</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>0</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>91</td>\n",
       "      <td>0.073611</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>33181</td>\n",
       "      <td>74489</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>27.560000</td>\n",
       "      <td>0</td>\n",
       "      <td>190.500000</td>\n",
       "      <td>95</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>82208</td>\n",
       "      <td>49526</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>57.450000</td>\n",
       "      <td>0</td>\n",
       "      <td>165.100000</td>\n",
       "      <td>95</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>120995</td>\n",
       "      <td>50129</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>0</td>\n",
       "      <td>165.000000</td>\n",
       "      <td>91</td>\n",
       "      <td>0.002083</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>80471</td>\n",
       "      <td>10577</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>0</td>\n",
       "      <td>170.200000</td>\n",
       "      <td>114</td>\n",
       "      <td>0.009028</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42871</td>\n",
       "      <td>90749</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>25.710000</td>\n",
       "      <td>0</td>\n",
       "      <td>175.300000</td>\n",
       "      <td>114</td>\n",
       "      <td>0.060417</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>105427</td>\n",
       "      <td>125898</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>28.257052</td>\n",
       "      <td>1</td>\n",
       "      <td>154.900000</td>\n",
       "      <td>113</td>\n",
       "      <td>0.004861</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>91609</td>\n",
       "      <td>78266</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>27.382812</td>\n",
       "      <td>1</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>95</td>\n",
       "      <td>1.271528</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>76356</td>\n",
       "      <td>41311</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>0</td>\n",
       "      <td>175.300000</td>\n",
       "      <td>102</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>34030</td>\n",
       "      <td>103766</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>1</td>\n",
       "      <td>172.700000</td>\n",
       "      <td>93</td>\n",
       "      <td>1.045139</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>108388</td>\n",
       "      <td>98174</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>38.189067</td>\n",
       "      <td>1</td>\n",
       "      <td>172.700000</td>\n",
       "      <td>97</td>\n",
       "      <td>1.376389</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>120677</td>\n",
       "      <td>124688</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>0</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>97</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>115771</td>\n",
       "      <td>71252</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>23.383178</td>\n",
       "      <td>0</td>\n",
       "      <td>193.000000</td>\n",
       "      <td>90</td>\n",
       "      <td>0.240972</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>22471</td>\n",
       "      <td>112115</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>25.845717</td>\n",
       "      <td>0</td>\n",
       "      <td>167.600000</td>\n",
       "      <td>92</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>48056</td>\n",
       "      <td>114220</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>28.408929</td>\n",
       "      <td>0</td>\n",
       "      <td>167.600000</td>\n",
       "      <td>100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>45954</td>\n",
       "      <td>102946</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>37.010278</td>\n",
       "      <td>1</td>\n",
       "      <td>177.800000</td>\n",
       "      <td>92</td>\n",
       "      <td>5.163889</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>79115</td>\n",
       "      <td>88295</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>28.376100</td>\n",
       "      <td>1</td>\n",
       "      <td>170.200000</td>\n",
       "      <td>95</td>\n",
       "      <td>0.893750</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>118620</td>\n",
       "      <td>59115</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>35.659989</td>\n",
       "      <td>0</td>\n",
       "      <td>170.200000</td>\n",
       "      <td>97</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21050</td>\n",
       "      <td>31257</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>1</td>\n",
       "      <td>162.600000</td>\n",
       "      <td>90</td>\n",
       "      <td>0.003472</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>95460</td>\n",
       "      <td>120539</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>21.963763</td>\n",
       "      <td>0</td>\n",
       "      <td>180.300000</td>\n",
       "      <td>97</td>\n",
       "      <td>5.046528</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7220</td>\n",
       "      <td>92453</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>29.509959</td>\n",
       "      <td>0</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>113</td>\n",
       "      <td>0.081250</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>29208</td>\n",
       "      <td>114628</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>26.010703</td>\n",
       "      <td>0</td>\n",
       "      <td>165.100000</td>\n",
       "      <td>114</td>\n",
       "      <td>0.758333</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32902</td>\n",
       "      <td>17922</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>23.809770</td>\n",
       "      <td>0</td>\n",
       "      <td>152.400000</td>\n",
       "      <td>93</td>\n",
       "      <td>0.000694</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>16847</td>\n",
       "      <td>8036</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>23.408979</td>\n",
       "      <td>0</td>\n",
       "      <td>149.900000</td>\n",
       "      <td>91</td>\n",
       "      <td>0.009028</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>46026</td>\n",
       "      <td>71020</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>62.309516</td>\n",
       "      <td>27.654655</td>\n",
       "      <td>1</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>114</td>\n",
       "      <td>1.031944</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6777</td>\n",
       "      <td>83373</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>26.485715</td>\n",
       "      <td>0</td>\n",
       "      <td>180.300000</td>\n",
       "      <td>114</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91683</th>\n",
       "      <td>106800</td>\n",
       "      <td>98661</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>41.240169</td>\n",
       "      <td>0</td>\n",
       "      <td>172.700000</td>\n",
       "      <td>918</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91684</th>\n",
       "      <td>93704</td>\n",
       "      <td>90014</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>21.849332</td>\n",
       "      <td>0</td>\n",
       "      <td>157.500000</td>\n",
       "      <td>925</td>\n",
       "      <td>0.087500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91685</th>\n",
       "      <td>27176</td>\n",
       "      <td>34169</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>25.360019</td>\n",
       "      <td>0</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>907</td>\n",
       "      <td>3.331944</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91686</th>\n",
       "      <td>13520</td>\n",
       "      <td>96615</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>31.157451</td>\n",
       "      <td>0</td>\n",
       "      <td>157.000000</td>\n",
       "      <td>907</td>\n",
       "      <td>0.045139</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91687</th>\n",
       "      <td>76490</td>\n",
       "      <td>85324</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>32.690378</td>\n",
       "      <td>0</td>\n",
       "      <td>172.700000</td>\n",
       "      <td>908</td>\n",
       "      <td>0.020139</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91688</th>\n",
       "      <td>24687</td>\n",
       "      <td>1613</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>31.866165</td>\n",
       "      <td>0</td>\n",
       "      <td>182.900000</td>\n",
       "      <td>908</td>\n",
       "      <td>0.132639</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91689</th>\n",
       "      <td>47573</td>\n",
       "      <td>27439</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>62.309516</td>\n",
       "      <td>24.445450</td>\n",
       "      <td>0</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>918</td>\n",
       "      <td>-1.735417</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91690</th>\n",
       "      <td>15896</td>\n",
       "      <td>46682</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>26.760649</td>\n",
       "      <td>0</td>\n",
       "      <td>163.800000</td>\n",
       "      <td>908</td>\n",
       "      <td>0.068750</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91691</th>\n",
       "      <td>96280</td>\n",
       "      <td>27717</td>\n",
       "      <td>184</td>\n",
       "      <td>1</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>29.384757</td>\n",
       "      <td>0</td>\n",
       "      <td>165.000000</td>\n",
       "      <td>907</td>\n",
       "      <td>0.024306</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>91692</th>\n",
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       "      <td>56872</td>\n",
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       "    <tr>\n",
       "      <th>91693</th>\n",
       "      <td>57002</td>\n",
       "      <td>57515</td>\n",
       "      <td>183</td>\n",
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       "    <tr>\n",
       "      <th>91694</th>\n",
       "      <td>54174</td>\n",
       "      <td>38625</td>\n",
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       "    <tr>\n",
       "      <th>91695</th>\n",
       "      <td>41182</td>\n",
       "      <td>88364</td>\n",
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       "      <td>49.000000</td>\n",
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       "      <td>170.200000</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>91696</th>\n",
       "      <td>18985</td>\n",
       "      <td>20726</td>\n",
       "      <td>30</td>\n",
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       "      <td>65.000000</td>\n",
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       "      <td>169.641588</td>\n",
       "      <td>927</td>\n",
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       "    <tr>\n",
       "      <th>91697</th>\n",
       "      <td>128303</td>\n",
       "      <td>51968</td>\n",
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       "      <td>150.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>91698</th>\n",
       "      <td>83806</td>\n",
       "      <td>68549</td>\n",
       "      <td>195</td>\n",
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       "      <td>47.000000</td>\n",
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       "      <td>1</td>\n",
       "      <td>195.000000</td>\n",
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       "    <tr>\n",
       "      <th>91699</th>\n",
       "      <td>79858</td>\n",
       "      <td>57121</td>\n",
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       "      <td>57.000000</td>\n",
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       "      <td>188.000000</td>\n",
       "      <td>927</td>\n",
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       "    <tr>\n",
       "      <th>91700</th>\n",
       "      <td>103983</td>\n",
       "      <td>25454</td>\n",
       "      <td>30</td>\n",
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       "      <td>85.000000</td>\n",
       "      <td>25.091529</td>\n",
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       "      <td>178.000000</td>\n",
       "      <td>906</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>91701</th>\n",
       "      <td>118430</td>\n",
       "      <td>83320</td>\n",
       "      <td>6</td>\n",
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       "      <td>185.400000</td>\n",
       "      <td>915</td>\n",
       "      <td>0.052083</td>\n",
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       "    <tr>\n",
       "      <th>91702</th>\n",
       "      <td>1216</td>\n",
       "      <td>97004</td>\n",
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       "      <td>18.000000</td>\n",
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       "      <td>172.700000</td>\n",
       "      <td>921</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>91703</th>\n",
       "      <td>65539</td>\n",
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       "      <td>927</td>\n",
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       "      <th>91705</th>\n",
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       "      <th>91706</th>\n",
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       "    <tr>\n",
       "      <th>91707</th>\n",
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       "      <th>91708</th>\n",
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       "    <tr>\n",
       "      <th>91709</th>\n",
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       "      <th>91710</th>\n",
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       "    <tr>\n",
       "      <th>91711</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91713 rows × 246 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       encounter_id  patient_id  hospital_id  hospital_death        age  \\\n",
       "0             66154       25312          118               0  68.000000   \n",
       "1            114252       59342           81               0  77.000000   \n",
       "2            119783       50777          118               0  25.000000   \n",
       "3             79267       46918          118               0  81.000000   \n",
       "4             92056       34377           33               0  19.000000   \n",
       "5             33181       74489           83               0  67.000000   \n",
       "6             82208       49526           83               0  59.000000   \n",
       "7            120995       50129           33               0  70.000000   \n",
       "8             80471       10577          118               1  45.000000   \n",
       "9             42871       90749          118               0  50.000000   \n",
       "10           105427      125898           77               0  72.000000   \n",
       "11            91609       78266           83               0  80.000000   \n",
       "12            76356       41311          118               0  48.000000   \n",
       "13            34030      103766          118               0  65.000000   \n",
       "14           108388       98174          118               0  81.000000   \n",
       "15           120677      124688          118               0  78.000000   \n",
       "16           115771       71252           81               0  30.000000   \n",
       "17            22471      112115          118               0  46.000000   \n",
       "18            48056      114220          118               0  65.000000   \n",
       "19            45954      102946          118               0  39.000000   \n",
       "20            79115       88295           83               0  79.000000   \n",
       "21           118620       59115          118               0  80.000000   \n",
       "22            21050       31257           81               0  58.000000   \n",
       "23            95460      120539          118               0  87.000000   \n",
       "24             7220       92453           77               0  60.000000   \n",
       "25            29208      114628          118               1  68.000000   \n",
       "26            32902       17922          118               0  85.000000   \n",
       "27            16847        8036           33               0  79.000000   \n",
       "28            46026       71020          118               0  62.309516   \n",
       "29             6777       83373          118               0  60.000000   \n",
       "...             ...         ...          ...             ...        ...   \n",
       "91683        106800       98661            6               0  75.000000   \n",
       "91684         93704       90014          121               0  19.000000   \n",
       "91685         27176       34169          184               0  58.000000   \n",
       "91686         13520       96615          184               0  86.000000   \n",
       "91687         76490       85324          195               0  71.000000   \n",
       "91688         24687        1613          195               0  49.000000   \n",
       "91689         47573       27439            6               0  62.309516   \n",
       "91690         15896       46682          195               0  83.000000   \n",
       "91691         96280       27717          184               1  59.000000   \n",
       "91692        125145       56872           30               0  36.000000   \n",
       "91693         57002       57515          183               0  62.309516   \n",
       "91694         54174       38625           30               0  58.000000   \n",
       "91695         41182       88364           30               0  49.000000   \n",
       "91696         18985       20726           30               1  65.000000   \n",
       "91697        128303       51968          195               0  33.000000   \n",
       "91698         83806       68549          195               0  47.000000   \n",
       "91699         79858       57121           30               0  57.000000   \n",
       "91700        103983       25454           30               0  85.000000   \n",
       "91701        118430       83320            6               0  21.000000   \n",
       "91702          1216       97004           30               0  18.000000   \n",
       "91703         65539      128056           30               0  53.000000   \n",
       "91704         96325       77671           30               0  38.000000   \n",
       "91705        111411        7848          195               0  67.000000   \n",
       "91706        127138       59223          121               0  54.000000   \n",
       "91707           276       34638          183               0  62.309516   \n",
       "91708         91592       78108           30               0  75.000000   \n",
       "91709         66119       13486          121               0  56.000000   \n",
       "91710          8981       58179          195               0  48.000000   \n",
       "91711         33776      120598           66               0  62.309516   \n",
       "91712          1671       53612          104               0  82.000000   \n",
       "\n",
       "             bmi elective_surgery      height  icu_id  pre_icu_los_days  ...  \\\n",
       "0      22.730000                0  180.300000      92          0.541667  ...   \n",
       "1      27.420000                0  160.000000      90          0.927778  ...   \n",
       "2      31.950000                0  172.700000      93          0.000694  ...   \n",
       "3      22.640000                1  165.100000      92          0.000694  ...   \n",
       "4      27.654655                0  188.000000      91          0.073611  ...   \n",
       "5      27.560000                0  190.500000      95          0.000694  ...   \n",
       "6      57.450000                0  165.100000      95          0.000694  ...   \n",
       "7      27.654655                0  165.000000      91          0.002083  ...   \n",
       "8      27.654655                0  170.200000     114          0.009028  ...   \n",
       "9      25.710000                0  175.300000     114          0.060417  ...   \n",
       "10     28.257052                1  154.900000     113          0.004861  ...   \n",
       "11     27.382812                1  160.000000      95          1.271528  ...   \n",
       "12     27.654655                0  175.300000     102          0.020833  ...   \n",
       "13     27.654655                1  172.700000      93          1.045139  ...   \n",
       "14     38.189067                1  172.700000      97          1.376389  ...   \n",
       "15     27.654655                0  160.000000      97          0.000694  ...   \n",
       "16     23.383178                0  193.000000      90          0.240972  ...   \n",
       "17     25.845717                0  167.600000      92          0.000000  ...   \n",
       "18     28.408929                0  167.600000     100          0.000000  ...   \n",
       "19     37.010278                1  177.800000      92          5.163889  ...   \n",
       "20     28.376100                1  170.200000      95          0.893750  ...   \n",
       "21     35.659989                0  170.200000      97          0.000694  ...   \n",
       "22     27.654655                1  162.600000      90          0.003472  ...   \n",
       "23     21.963763                0  180.300000      97          5.046528  ...   \n",
       "24     29.509959                0  188.000000     113          0.081250  ...   \n",
       "25     26.010703                0  165.100000     114          0.758333  ...   \n",
       "26     23.809770                0  152.400000      93          0.000694  ...   \n",
       "27     23.408979                0  149.900000      91          0.009028  ...   \n",
       "28     27.654655                1  160.000000     114          1.031944  ...   \n",
       "29     26.485715                0  180.300000     114          0.000000  ...   \n",
       "...          ...              ...         ...     ...               ...  ...   \n",
       "91683  41.240169                0  172.700000     918          0.000000  ...   \n",
       "91684  21.849332                0  157.500000     925          0.087500  ...   \n",
       "91685  25.360019                0  173.000000     907          3.331944  ...   \n",
       "91686  31.157451                0  157.000000     907          0.045139  ...   \n",
       "91687  32.690378                0  172.700000     908          0.020139  ...   \n",
       "91688  31.866165                0  182.900000     908          0.132639  ...   \n",
       "91689  24.445450                0  188.000000     918         -1.735417  ...   \n",
       "91690  26.760649                0  163.800000     908          0.068750  ...   \n",
       "91691  29.384757                0  165.000000     907          0.024306  ...   \n",
       "91692  20.575852                0  162.600000     921          0.011111  ...   \n",
       "91693  18.526701                0  178.000000     909         -4.731250  ...   \n",
       "91694  33.211359                0  182.900000     927          0.240278  ...   \n",
       "91695  21.748106                0  170.200000     906          0.160417  ...   \n",
       "91696  27.654655                0  169.641588     927          0.069444  ...   \n",
       "91697  24.488889                0  150.000000     908         11.823611  ...   \n",
       "91698  51.439842                1  195.000000     908          0.033333  ...   \n",
       "91699  33.810548                0  188.000000     927          0.232639  ...   \n",
       "91700  25.091529                0  178.000000     906          0.000000  ...   \n",
       "91701  24.874059                0  185.400000     915          0.052083  ...   \n",
       "91702  20.284799                0  172.700000     921          0.000000  ...   \n",
       "91703  45.935203                0  190.500000     921          0.097917  ...   \n",
       "91704  32.992923                0  177.800000     927          0.015972  ...   \n",
       "91705  28.876843                0  182.900000     908          0.213194  ...   \n",
       "91706  19.770448                0  177.800000     925          0.025694  ...   \n",
       "91707  33.933518                0  152.000000     909         -3.593056  ...   \n",
       "91708  23.060250                0  177.800000     927          0.298611  ...   \n",
       "91709  47.179671                0  183.000000     925          0.120139  ...   \n",
       "91710  27.236914                0  170.200000     908          0.046528  ...   \n",
       "91711  23.297481                0  154.900000     922          0.081944  ...   \n",
       "91712  22.031250                1  160.000000     926          0.018056  ...   \n",
       "\n",
       "      apache_2_bodysystem_0  apache_2_bodysystem_1  apache_2_bodysystem_2  \\\n",
       "0                       1.0                    0.0                    0.0   \n",
       "1                       0.0                    0.0                    0.0   \n",
       "2                       0.0                    0.0                    0.0   \n",
       "3                       1.0                    0.0                    0.0   \n",
       "4                       0.0                    0.0                    0.0   \n",
       "5                       0.0                    0.0                    0.0   \n",
       "6                       0.0                    0.0                    0.0   \n",
       "7                       1.0                    0.0                    0.0   \n",
       "8                       1.0                    0.0                    0.0   \n",
       "9                       1.0                    0.0                    0.0   \n",
       "10                      0.0                    0.0                    0.0   \n",
       "11                      0.0                    0.0                    0.0   \n",
       "12                      0.0                    0.0                    0.0   \n",
       "13                      0.0                    1.0                    0.0   \n",
       "14                      0.0                    0.0                    0.0   \n",
       "15                      1.0                    0.0                    0.0   \n",
       "16                      1.0                    0.0                    0.0   \n",
       "17                      0.0                    0.0                    0.0   \n",
       "18                      0.0                    0.0                    0.0   \n",
       "19                      1.0                    0.0                    0.0   \n",
       "20                      0.0                    0.0                    0.0   \n",
       "21                      1.0                    0.0                    0.0   \n",
       "22                      0.0                    0.0                    0.0   \n",
       "23                      1.0                    0.0                    0.0   \n",
       "24                      1.0                    0.0                    0.0   \n",
       "25                      1.0                    0.0                    0.0   \n",
       "26                      0.0                    1.0                    0.0   \n",
       "27                      1.0                    0.0                    0.0   \n",
       "28                      0.0                    0.0                    0.0   \n",
       "29                      1.0                    0.0                    0.0   \n",
       "...                     ...                    ...                    ...   \n",
       "91683                   1.0                    0.0                    0.0   \n",
       "91684                   0.0                    0.0                    0.0   \n",
       "91685                   1.0                    0.0                    0.0   \n",
       "91686                   1.0                    0.0                    0.0   \n",
       "91687                   0.0                    0.0                    0.0   \n",
       "91688                   1.0                    0.0                    0.0   \n",
       "91689                   1.0                    0.0                    0.0   \n",
       "91690                   1.0                    0.0                    0.0   \n",
       "91691                   1.0                    0.0                    0.0   \n",
       "91692                   0.0                    0.0                    0.0   \n",
       "91693                   1.0                    0.0                    0.0   \n",
       "91694                   1.0                    0.0                    0.0   \n",
       "91695                   0.0                    0.0                    0.0   \n",
       "91696                   1.0                    0.0                    0.0   \n",
       "91697                   1.0                    0.0                    0.0   \n",
       "91698                   0.0                    1.0                    0.0   \n",
       "91699                   1.0                    0.0                    0.0   \n",
       "91700                   0.0                    1.0                    0.0   \n",
       "91701                   0.0                    0.0                    0.0   \n",
       "91702                   0.0                    0.0                    0.0   \n",
       "91703                   1.0                    0.0                    0.0   \n",
       "91704                   0.0                    0.0                    0.0   \n",
       "91705                   0.0                    0.0                    0.0   \n",
       "91706                   1.0                    0.0                    0.0   \n",
       "91707                   1.0                    0.0                    0.0   \n",
       "91708                   1.0                    0.0                    0.0   \n",
       "91709                   1.0                    0.0                    0.0   \n",
       "91710                   0.0                    0.0                    0.0   \n",
       "91711                   0.0                    0.0                    0.0   \n",
       "91712                   0.0                    1.0                    0.0   \n",
       "\n",
       "      apache_2_bodysystem_3 apache_2_bodysystem_4 apache_2_bodysystem_5  \\\n",
       "0                       0.0                   0.0                   0.0   \n",
       "1                       0.0                   0.0                   0.0   \n",
       "2                       1.0                   0.0                   0.0   \n",
       "3                       0.0                   0.0                   0.0   \n",
       "4                       0.0                   0.0                   0.0   \n",
       "5                       0.0                   1.0                   0.0   \n",
       "6                       0.0                   0.0                   0.0   \n",
       "7                       0.0                   0.0                   0.0   \n",
       "8                       0.0                   0.0                   0.0   \n",
       "9                       0.0                   0.0                   0.0   \n",
       "10                      0.0                   0.0                   0.0   \n",
       "11                      0.0                   1.0                   0.0   \n",
       "12                      0.0                   1.0                   0.0   \n",
       "13                      0.0                   0.0                   0.0   \n",
       "14                      0.0                   0.0                   0.0   \n",
       "15                      0.0                   0.0                   0.0   \n",
       "16                      0.0                   0.0                   0.0   \n",
       "17                      0.0                   0.0                   0.0   \n",
       "18                      0.0                   1.0                   0.0   \n",
       "19                      0.0                   0.0                   0.0   \n",
       "20                      0.0                   1.0                   0.0   \n",
       "21                      0.0                   0.0                   0.0   \n",
       "22                      0.0                   0.0                   1.0   \n",
       "23                      0.0                   0.0                   0.0   \n",
       "24                      0.0                   0.0                   0.0   \n",
       "25                      0.0                   0.0                   0.0   \n",
       "26                      0.0                   0.0                   0.0   \n",
       "27                      0.0                   0.0                   0.0   \n",
       "28                      0.0                   0.0                   0.0   \n",
       "29                      0.0                   0.0                   0.0   \n",
       "...                     ...                   ...                   ...   \n",
       "91683                   0.0                   0.0                   0.0   \n",
       "91684                   1.0                   0.0                   0.0   \n",
       "91685                   0.0                   0.0                   0.0   \n",
       "91686                   0.0                   0.0                   0.0   \n",
       "91687                   0.0                   1.0                   0.0   \n",
       "91688                   0.0                   0.0                   0.0   \n",
       "91689                   0.0                   0.0                   0.0   \n",
       "91690                   0.0                   0.0                   0.0   \n",
       "91691                   0.0                   0.0                   0.0   \n",
       "91692                   1.0                   0.0                   0.0   \n",
       "91693                   0.0                   0.0                   0.0   \n",
       "91694                   0.0                   0.0                   0.0   \n",
       "91695                   0.0                   1.0                   0.0   \n",
       "91696                   0.0                   0.0                   0.0   \n",
       "91697                   0.0                   0.0                   0.0   \n",
       "91698                   0.0                   0.0                   0.0   \n",
       "91699                   0.0                   0.0                   0.0   \n",
       "91700                   0.0                   0.0                   0.0   \n",
       "91701                   1.0                   0.0                   0.0   \n",
       "91702                   1.0                   0.0                   0.0   \n",
       "91703                   0.0                   0.0                   0.0   \n",
       "91704                   1.0                   0.0                   0.0   \n",
       "91705                   1.0                   0.0                   0.0   \n",
       "91706                   0.0                   0.0                   0.0   \n",
       "91707                   0.0                   0.0                   0.0   \n",
       "91708                   0.0                   0.0                   0.0   \n",
       "91709                   0.0                   0.0                   0.0   \n",
       "91710                   1.0                   0.0                   0.0   \n",
       "91711                   0.0                   0.0                   0.0   \n",
       "91712                   0.0                   0.0                   0.0   \n",
       "\n",
       "      apache_2_bodysystem_6  apache_2_bodysystem_7  apache_2_bodysystem_8  \\\n",
       "0                       0.0                    0.0                    0.0   \n",
       "1                       1.0                    0.0                    0.0   \n",
       "2                       0.0                    0.0                    0.0   \n",
       "3                       0.0                    0.0                    0.0   \n",
       "4                       0.0                    1.0                    0.0   \n",
       "5                       0.0                    0.0                    0.0   \n",
       "6                       1.0                    0.0                    0.0   \n",
       "7                       0.0                    0.0                    0.0   \n",
       "8                       0.0                    0.0                    0.0   \n",
       "9                       0.0                    0.0                    0.0   \n",
       "10                      1.0                    0.0                    0.0   \n",
       "11                      0.0                    0.0                    0.0   \n",
       "12                      0.0                    0.0                    0.0   \n",
       "13                      0.0                    0.0                    0.0   \n",
       "14                      1.0                    0.0                    0.0   \n",
       "15                      0.0                    0.0                    0.0   \n",
       "16                      0.0                    0.0                    0.0   \n",
       "17                      1.0                    0.0                    0.0   \n",
       "18                      0.0                    0.0                    0.0   \n",
       "19                      0.0                    0.0                    0.0   \n",
       "20                      0.0                    0.0                    0.0   \n",
       "21                      0.0                    0.0                    0.0   \n",
       "22                      0.0                    0.0                    0.0   \n",
       "23                      0.0                    0.0                    0.0   \n",
       "24                      0.0                    0.0                    0.0   \n",
       "25                      0.0                    0.0                    0.0   \n",
       "26                      0.0                    0.0                    0.0   \n",
       "27                      0.0                    0.0                    0.0   \n",
       "28                      0.0                    1.0                    0.0   \n",
       "29                      0.0                    0.0                    0.0   \n",
       "...                     ...                    ...                    ...   \n",
       "91683                   0.0                    0.0                    0.0   \n",
       "91684                   0.0                    0.0                    0.0   \n",
       "91685                   0.0                    0.0                    0.0   \n",
       "91686                   0.0                    0.0                    0.0   \n",
       "91687                   0.0                    0.0                    0.0   \n",
       "91688                   0.0                    0.0                    0.0   \n",
       "91689                   0.0                    0.0                    0.0   \n",
       "91690                   0.0                    0.0                    0.0   \n",
       "91691                   0.0                    0.0                    0.0   \n",
       "91692                   0.0                    0.0                    0.0   \n",
       "91693                   0.0                    0.0                    0.0   \n",
       "91694                   0.0                    0.0                    0.0   \n",
       "91695                   0.0                    0.0                    0.0   \n",
       "91696                   0.0                    0.0                    0.0   \n",
       "91697                   0.0                    0.0                    0.0   \n",
       "91698                   0.0                    0.0                    0.0   \n",
       "91699                   0.0                    0.0                    0.0   \n",
       "91700                   0.0                    0.0                    0.0   \n",
       "91701                   0.0                    0.0                    0.0   \n",
       "91702                   0.0                    0.0                    0.0   \n",
       "91703                   0.0                    0.0                    0.0   \n",
       "91704                   0.0                    0.0                    0.0   \n",
       "91705                   0.0                    0.0                    0.0   \n",
       "91706                   0.0                    0.0                    0.0   \n",
       "91707                   0.0                    0.0                    0.0   \n",
       "91708                   0.0                    0.0                    0.0   \n",
       "91709                   0.0                    0.0                    0.0   \n",
       "91710                   0.0                    0.0                    0.0   \n",
       "91711                   1.0                    0.0                    0.0   \n",
       "91712                   0.0                    0.0                    0.0   \n",
       "\n",
       "       apache_2_bodysystem_9  \n",
       "0                        0.0  \n",
       "1                        0.0  \n",
       "2                        0.0  \n",
       "3                        0.0  \n",
       "4                        0.0  \n",
       "5                        0.0  \n",
       "6                        0.0  \n",
       "7                        0.0  \n",
       "8                        0.0  \n",
       "9                        0.0  \n",
       "10                       0.0  \n",
       "11                       0.0  \n",
       "12                       0.0  \n",
       "13                       0.0  \n",
       "14                       0.0  \n",
       "15                       0.0  \n",
       "16                       0.0  \n",
       "17                       0.0  \n",
       "18                       0.0  \n",
       "19                       0.0  \n",
       "20                       0.0  \n",
       "21                       0.0  \n",
       "22                       0.0  \n",
       "23                       0.0  \n",
       "24                       0.0  \n",
       "25                       0.0  \n",
       "26                       0.0  \n",
       "27                       0.0  \n",
       "28                       0.0  \n",
       "29                       0.0  \n",
       "...                      ...  \n",
       "91683                    0.0  \n",
       "91684                    0.0  \n",
       "91685                    0.0  \n",
       "91686                    0.0  \n",
       "91687                    0.0  \n",
       "91688                    0.0  \n",
       "91689                    0.0  \n",
       "91690                    0.0  \n",
       "91691                    0.0  \n",
       "91692                    0.0  \n",
       "91693                    0.0  \n",
       "91694                    0.0  \n",
       "91695                    0.0  \n",
       "91696                    0.0  \n",
       "91697                    0.0  \n",
       "91698                    0.0  \n",
       "91699                    0.0  \n",
       "91700                    0.0  \n",
       "91701                    0.0  \n",
       "91702                    0.0  \n",
       "91703                    0.0  \n",
       "91704                    0.0  \n",
       "91705                    0.0  \n",
       "91706                    0.0  \n",
       "91707                    0.0  \n",
       "91708                    0.0  \n",
       "91709                    0.0  \n",
       "91710                    0.0  \n",
       "91711                    0.0  \n",
       "91712                    0.0  \n",
       "\n",
       "[91713 rows x 246 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalizacion de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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>age</th>\n",
       "      <th>creatinine_apache</th>\n",
       "      <th>hematocrit_apache</th>\n",
       "      <th>map_apache</th>\n",
       "      <th>sodium_apache</th>\n",
       "      <th>temp_apache</th>\n",
       "      <th>wbc_apache</th>\n",
       "      <th>aids</th>\n",
       "      <th>cirrhosis</th>\n",
       "      <th>diabetes_mellitus</th>\n",
       "      <th>hepatic_failure</th>\n",
       "      <th>immunosuppression</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>lymphoma</th>\n",
       "      <th>solid_tumor_with_metastasis</th>\n",
       "      <th>hospital_death</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.473240e-01</td>\n",
       "      <td>0.823912</td>\n",
       "      <td>-9.187153e-01</td>\n",
       "      <td>-1.148601e+00</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>3.536679</td>\n",
       "      <td>0.392138</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.966473e-01</td>\n",
       "      <td>-0.594404</td>\n",
       "      <td>6.429598e-01</td>\n",
       "      <td>-1.005073e+00</td>\n",
       "      <td>1.490704</td>\n",
       "      <td>-1.617941</td>\n",
       "      <td>0.161728</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.277221e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-4.788053e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.140791e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.165296e+00</td>\n",
       "      <td>-6.701755e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-1.986128</td>\n",
       "      <td>-0.611789</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.643436e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.584395e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.862880e-01</td>\n",
       "      <td>-0.485302</td>\n",
       "      <td>1.842984e+00</td>\n",
       "      <td>1.004314e+00</td>\n",
       "      <td>-0.206458</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.134512</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-2.019994e-01</td>\n",
       "      <td>-0.434389</td>\n",
       "      <td>8.404451e-02</td>\n",
       "      <td>1.195684e+00</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>-1.740670</td>\n",
       "      <td>-0.957403</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4.693958e-01</td>\n",
       "      <td>0.489335</td>\n",
       "      <td>-1.707772e+00</td>\n",
       "      <td>-6.701755e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.178186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-1.056502e+00</td>\n",
       "      <td>-0.157999</td>\n",
       "      <td>8.073467e-01</td>\n",
       "      <td>-5.266479e-01</td>\n",
       "      <td>0.854268</td>\n",
       "      <td>0.591182</td>\n",
       "      <td>2.136665</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-7.513227e-01</td>\n",
       "      <td>-0.398022</td>\n",
       "      <td>6.922759e-01</td>\n",
       "      <td>-7.180181e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.545958</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5.914677e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-3.831202e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.079755e+00</td>\n",
       "      <td>0.249312</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-5.027266e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-8.733945e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>1.243527e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.642162e-01</td>\n",
       "      <td>-0.179819</td>\n",
       "      <td>1.828977e-02</td>\n",
       "      <td>3.584395e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.233259</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.140791e+00</td>\n",
       "      <td>-0.194366</td>\n",
       "      <td>-1.198173e+00</td>\n",
       "      <td>-5.984117e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>0.836640</td>\n",
       "      <td>-0.792825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>9.576832e-01</td>\n",
       "      <td>0.220218</td>\n",
       "      <td>-1.411876e+00</td>\n",
       "      <td>7.172587e-01</td>\n",
       "      <td>-0.206458</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.951703</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-1.972041e+00</td>\n",
       "      <td>-0.412568</td>\n",
       "      <td>7.251533e-01</td>\n",
       "      <td>-4.548840e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.940945</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-9.954664e-01</td>\n",
       "      <td>-0.274374</td>\n",
       "      <td>1.842984e+00</td>\n",
       "      <td>5.976523e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.332006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.642162e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>5.116714e-02</td>\n",
       "      <td>-7.897819e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-1.105523</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-1.422718e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-6.721351e-01</td>\n",
       "      <td>-1.052916e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>0.474427</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.018719e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-5.027266e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.079755e+00</td>\n",
       "      <td>-0.027078</td>\n",
       "      <td>5.607664e-01</td>\n",
       "      <td>-5.744904e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.457969</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-2.630353e-01</td>\n",
       "      <td>0.423874</td>\n",
       "      <td>3.799409e-01</td>\n",
       "      <td>-5.266479e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>1.659389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.507007e+00</td>\n",
       "      <td>-0.318014</td>\n",
       "      <td>-6.721351e-01</td>\n",
       "      <td>1.076078e+00</td>\n",
       "      <td>1.702849</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.299090</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-1.409634e-01</td>\n",
       "      <td>-0.056171</td>\n",
       "      <td>1.678597e+00</td>\n",
       "      <td>-5.744904e-01</td>\n",
       "      <td>-0.206458</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.562415</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3.473240e-01</td>\n",
       "      <td>0.554795</td>\n",
       "      <td>-4.419934e-01</td>\n",
       "      <td>-9.811522e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>-5.299813</td>\n",
       "      <td>-0.282633</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.384935e+00</td>\n",
       "      <td>-0.427115</td>\n",
       "      <td>-1.132418e+00</td>\n",
       "      <td>1.769795e+00</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.875114</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.018719e+00</td>\n",
       "      <td>0.052930</td>\n",
       "      <td>-7.050124e-01</td>\n",
       "      <td>1.961165e+00</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.293391</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.470756</td>\n",
       "      <td>-9.351540e-01</td>\n",
       "      <td>-9.093883e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.266175</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-1.409634e-01</td>\n",
       "      <td>0.140211</td>\n",
       "      <td>-6.390366e-02</td>\n",
       "      <td>1.219606e+00</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.694078</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91683</th>\n",
       "      <td>7.745754e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>1.573014</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91684</th>\n",
       "      <td>-2.643436e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>3.306248e-01</td>\n",
       "      <td>-4.788053e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-1.094003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91685</th>\n",
       "      <td>-2.630353e-01</td>\n",
       "      <td>-0.070718</td>\n",
       "      <td>-1.214612e+00</td>\n",
       "      <td>1.506661e+00</td>\n",
       "      <td>-1.691475</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.858656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91686</th>\n",
       "      <td>1.445971e+00</td>\n",
       "      <td>-0.143452</td>\n",
       "      <td>-1.296584e-01</td>\n",
       "      <td>8.847076e-01</td>\n",
       "      <td>1.914994</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>1.478353</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91687</th>\n",
       "      <td>5.304317e-01</td>\n",
       "      <td>-0.347108</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-8.137032e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>-0.390651</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91688</th>\n",
       "      <td>-8.123586e-01</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>6.593985e-01</td>\n",
       "      <td>-4.070415e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.162491</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91689</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91690</th>\n",
       "      <td>1.262863e+00</td>\n",
       "      <td>-0.347108</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-7.419394e-01</td>\n",
       "      <td>1.278558</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91691</th>\n",
       "      <td>-2.019994e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-1.124680e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91692</th>\n",
       "      <td>-1.605826e+00</td>\n",
       "      <td>-0.710778</td>\n",
       "      <td>6.593985e-01</td>\n",
       "      <td>-4.070415e-01</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-1.062733</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91693</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91694</th>\n",
       "      <td>-2.630353e-01</td>\n",
       "      <td>-0.274374</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-6.223330e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91695</th>\n",
       "      <td>-8.123586e-01</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>6.454948e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>-0.267922</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91696</th>\n",
       "      <td>1.642162e-01</td>\n",
       "      <td>-0.056171</td>\n",
       "      <td>-1.625358e-01</td>\n",
       "      <td>1.267448e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-0.758263</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91697</th>\n",
       "      <td>-1.788933e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.148857e+00</td>\n",
       "      <td>-9.333096e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.836640</td>\n",
       "      <td>2.144894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91698</th>\n",
       "      <td>-9.344305e-01</td>\n",
       "      <td>-0.638044</td>\n",
       "      <td>1.316946e+00</td>\n",
       "      <td>-5.266479e-01</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>0.360868</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91699</th>\n",
       "      <td>-3.240712e-01</td>\n",
       "      <td>-0.201639</td>\n",
       "      <td>6.593985e-01</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.642123</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-1.480761</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91700</th>\n",
       "      <td>1.384935e+00</td>\n",
       "      <td>0.162031</td>\n",
       "      <td>-1.806404e+00</td>\n",
       "      <td>-1.148601e+00</td>\n",
       "      <td>1.702849</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.667745</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91701</th>\n",
       "      <td>-2.521365e+00</td>\n",
       "      <td>-0.128905</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-6.701755e-01</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91702</th>\n",
       "      <td>-2.704472e+00</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>1.316946e+00</td>\n",
       "      <td>-7.897819e-01</td>\n",
       "      <td>0.642123</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.335298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91703</th>\n",
       "      <td>-5.682149e-01</td>\n",
       "      <td>0.016563</td>\n",
       "      <td>4.950117e-01</td>\n",
       "      <td>1.076078e+00</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>0.591182</td>\n",
       "      <td>0.627484</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91704</th>\n",
       "      <td>-1.483754e+00</td>\n",
       "      <td>4.162407</td>\n",
       "      <td>3.306248e-01</td>\n",
       "      <td>1.431480e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-0.519625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91705</th>\n",
       "      <td>2.862880e-01</td>\n",
       "      <td>-0.419842</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-8.137032e-01</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91706</th>\n",
       "      <td>-5.071790e-01</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>1.316946e+00</td>\n",
       "      <td>-6.223330e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.753326</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91707</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91708</th>\n",
       "      <td>7.745754e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-9.572309e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91709</th>\n",
       "      <td>-3.851071e-01</td>\n",
       "      <td>0.671170</td>\n",
       "      <td>1.851083e-03</td>\n",
       "      <td>-6.223330e-01</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>1.204827</td>\n",
       "      <td>-1.233894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91710</th>\n",
       "      <td>-8.733945e-01</td>\n",
       "      <td>0.671170</td>\n",
       "      <td>4.950117e-01</td>\n",
       "      <td>-7.419394e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>-0.758838</td>\n",
       "      <td>0.959932</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91711</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-8.137032e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91712</th>\n",
       "      <td>1.201827e+00</td>\n",
       "      <td>0.089297</td>\n",
       "      <td>4.950117e-01</td>\n",
       "      <td>-7.658607e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>-0.513380</td>\n",
       "      <td>2.087292</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91713 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                age  creatinine_apache  hematocrit_apache    map_apache  \\\n",
       "0      3.473240e-01           0.823912      -9.187153e-01 -1.148601e+00   \n",
       "1      8.966473e-01          -0.594404       6.429598e-01 -1.005073e+00   \n",
       "2     -2.277221e+00          -0.288920      -1.168039e-15 -4.788053e-01   \n",
       "3      1.140791e+00          -0.288920      -1.165296e+00 -6.701755e-01   \n",
       "4     -2.643436e+00          -0.288920      -1.168039e-15  3.584395e-01   \n",
       "5      2.862880e-01          -0.485302       1.842984e+00  1.004314e+00   \n",
       "6     -2.019994e-01          -0.434389       8.404451e-02  1.195684e+00   \n",
       "7      4.693958e-01           0.489335      -1.707772e+00 -6.701755e-01   \n",
       "8     -1.056502e+00          -0.157999       8.073467e-01 -5.266479e-01   \n",
       "9     -7.513227e-01          -0.398022       6.922759e-01 -7.180181e-01   \n",
       "10     5.914677e-01          -0.288920      -1.168039e-15 -3.831202e-01   \n",
       "11     1.079755e+00           0.249312      -1.168039e-15 -5.027266e-01   \n",
       "12    -8.733945e-01          -0.288920      -1.168039e-15  1.243527e+00   \n",
       "13     1.642162e-01          -0.179819       1.828977e-02  3.584395e-01   \n",
       "14     1.140791e+00          -0.194366      -1.198173e+00 -5.984117e-01   \n",
       "15     9.576832e-01           0.220218      -1.411876e+00  7.172587e-01   \n",
       "16    -1.972041e+00          -0.412568       7.251533e-01 -4.548840e-01   \n",
       "17    -9.954664e-01          -0.274374       1.842984e+00  5.976523e-01   \n",
       "18     1.642162e-01          -0.288920       5.116714e-02 -7.897819e-01   \n",
       "19    -1.422718e+00          -0.288920      -6.721351e-01 -1.052916e+00   \n",
       "20     1.018719e+00          -0.288920      -1.168039e-15 -5.027266e-01   \n",
       "21     1.079755e+00          -0.027078       5.607664e-01 -5.744904e-01   \n",
       "22    -2.630353e-01           0.423874       3.799409e-01 -5.266479e-01   \n",
       "23     1.507007e+00          -0.318014      -6.721351e-01  1.076078e+00   \n",
       "24    -1.409634e-01          -0.056171       1.678597e+00 -5.744904e-01   \n",
       "25     3.473240e-01           0.554795      -4.419934e-01 -9.811522e-01   \n",
       "26     1.384935e+00          -0.427115      -1.132418e+00  1.769795e+00   \n",
       "27     1.018719e+00           0.052930      -7.050124e-01  1.961165e+00   \n",
       "28    -8.673727e-16          -0.470756      -9.351540e-01 -9.093883e-01   \n",
       "29    -1.409634e-01           0.140211      -6.390366e-02  1.219606e+00   \n",
       "...             ...                ...                ...           ...   \n",
       "91683  7.745754e-01          -0.288920      -1.168039e-15  3.399418e-16   \n",
       "91684 -2.643436e+00          -0.288920       3.306248e-01 -4.788053e-01   \n",
       "91685 -2.630353e-01          -0.070718      -1.214612e+00  1.506661e+00   \n",
       "91686  1.445971e+00          -0.143452      -1.296584e-01  8.847076e-01   \n",
       "91687  5.304317e-01          -0.347108      -1.168039e-15 -8.137032e-01   \n",
       "91688 -8.123586e-01          -0.492576       6.593985e-01 -4.070415e-01   \n",
       "91689 -8.673727e-16          -0.288920      -1.168039e-15  3.399418e-16   \n",
       "91690  1.262863e+00          -0.347108      -1.168039e-15 -7.419394e-01   \n",
       "91691 -2.019994e-01          -0.288920      -1.168039e-15 -1.124680e+00   \n",
       "91692 -1.605826e+00          -0.710778       6.593985e-01 -4.070415e-01   \n",
       "91693 -8.673727e-16          -0.288920      -1.168039e-15  3.399418e-16   \n",
       "91694 -2.630353e-01          -0.274374      -1.168039e-15 -6.223330e-01   \n",
       "91695 -8.123586e-01          -0.492576      -1.168039e-15  6.454948e-01   \n",
       "91696  1.642162e-01          -0.056171      -1.625358e-01  1.267448e+00   \n",
       "91697 -1.788933e+00          -0.288920      -1.148857e+00 -9.333096e-01   \n",
       "91698 -9.344305e-01          -0.638044       1.316946e+00 -5.266479e-01   \n",
       "91699 -3.240712e-01          -0.201639       6.593985e-01  3.399418e-16   \n",
       "91700  1.384935e+00           0.162031      -1.806404e+00 -1.148601e+00   \n",
       "91701 -2.521365e+00          -0.128905      -1.168039e-15 -6.701755e-01   \n",
       "91702 -2.704472e+00          -0.492576       1.316946e+00 -7.897819e-01   \n",
       "91703 -5.682149e-01           0.016563       4.950117e-01  1.076078e+00   \n",
       "91704 -1.483754e+00           4.162407       3.306248e-01  1.431480e-01   \n",
       "91705  2.862880e-01          -0.419842      -1.168039e-15 -8.137032e-01   \n",
       "91706 -5.071790e-01          -0.492576       1.316946e+00 -6.223330e-01   \n",
       "91707 -8.673727e-16          -0.288920      -1.168039e-15  3.399418e-16   \n",
       "91708  7.745754e-01          -0.288920      -1.168039e-15 -9.572309e-01   \n",
       "91709 -3.851071e-01           0.671170       1.851083e-03 -6.223330e-01   \n",
       "91710 -8.733945e-01           0.671170       4.950117e-01 -7.419394e-01   \n",
       "91711 -8.673727e-16          -0.288920      -1.168039e-15 -8.137032e-01   \n",
       "91712  1.201827e+00           0.089297       4.950117e-01 -7.658607e-01   \n",
       "\n",
       "       sodium_apache  temp_apache  wbc_apache  aids  cirrhosis  \\\n",
       "0          -0.842894     3.536679    0.392138   0.0        0.0   \n",
       "1           1.490704    -1.617941    0.161728   0.0        0.0   \n",
       "2           0.005687     0.345724   -0.216801   0.0        0.0   \n",
       "3           0.005687    -1.986128   -0.611789   0.0        0.0   \n",
       "4           0.005687     0.345724   -0.216801   0.0        0.0   \n",
       "5          -0.206458     0.222994   -0.134512   0.0        0.0   \n",
       "6          -0.630749    -1.740670   -0.957403   0.0        0.0   \n",
       "7           0.429978     0.222994    0.178186   0.0        0.0   \n",
       "8           0.854268     0.591182    2.136665   0.0        0.0   \n",
       "9           0.217832    -0.145193   -0.545958   0.0        0.0   \n",
       "10          0.005687     0.468453   -0.216801   0.0        0.0   \n",
       "11         -0.630749    -0.022464   -0.216801   0.0        0.0   \n",
       "12          0.005687     0.222994   -0.216801   0.0        0.0   \n",
       "13          0.429978     0.222994   -0.233259   0.0        0.0   \n",
       "14          0.217832     0.836640   -0.792825   0.0        0.0   \n",
       "15         -0.206458     0.222994    0.951703   0.0        0.0   \n",
       "16          0.429978     0.222994   -0.940945   0.0        0.0   \n",
       "17         -1.267184    -0.022464   -0.332006   0.0        0.0   \n",
       "18          0.005687     0.222994   -1.105523   0.0        0.0   \n",
       "19          0.005687    -0.022464    0.474427   0.0        0.0   \n",
       "20          0.005687    -0.022464   -0.216801   0.0        0.0   \n",
       "21         -1.267184     0.222994    0.457969   0.0        0.0   \n",
       "22          0.005687     0.345724    1.659389   0.0        0.0   \n",
       "23          1.702849    -0.145193   -0.299090   0.0        0.0   \n",
       "24         -0.206458     0.100265   -0.562415   0.0        0.0   \n",
       "25         -1.267184    -5.299813   -0.282633   0.0        0.0   \n",
       "26         -0.630749     0.345724   -0.875114   0.0        0.0   \n",
       "27          0.429978     0.222994    0.293391   0.0        0.0   \n",
       "28         -0.630749     0.222994   -0.266175   0.0        0.0   \n",
       "29         -0.842894     0.345724   -0.694078   0.0        0.0   \n",
       "...              ...          ...         ...   ...        ...   \n",
       "91683       0.005687     1.573014   -0.216801   0.0        0.0   \n",
       "91684       0.005687     0.222994   -1.094003   0.0        0.0   \n",
       "91685      -1.691475     0.222994   -0.858656   0.0        0.0   \n",
       "91686       1.914994     0.345724    1.478353   0.0        0.0   \n",
       "91687       0.217832    -0.390651   -0.216801   0.0        0.0   \n",
       "91688      -0.630749     0.222994   -0.162491   0.0        0.0   \n",
       "91689       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91690       1.278558     0.345724   -0.216801   0.0        0.0   \n",
       "91691       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91692      -0.418603     0.468453   -1.062733   0.0        0.0   \n",
       "91693       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91694       0.429978     0.345724   -0.216801   0.0        0.0   \n",
       "91695       0.217832    -0.267922   -0.216801   0.0        0.0   \n",
       "91696       0.005687     0.468453   -0.758263   0.0        0.0   \n",
       "91697       0.005687     0.836640    2.144894   0.0        0.0   \n",
       "91698      -0.842894     0.100265    0.360868   0.0        0.0   \n",
       "91699       0.642123    -0.022464   -1.480761   0.0        0.0   \n",
       "91700       1.702849     0.222994   -0.667745   0.0        0.0   \n",
       "91701      -0.418603    -0.022464   -0.216801   0.0        0.0   \n",
       "91702       0.642123    -0.145193   -0.335298   0.0        0.0   \n",
       "91703      -0.418603     0.591182    0.627484   0.0        0.0   \n",
       "91704       0.429978     0.468453   -0.519625   0.0        0.0   \n",
       "91705      -0.842894    -0.022464   -0.216801   0.0        0.0   \n",
       "91706       0.217832     0.222994   -0.753326   0.0        0.0   \n",
       "91707       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91708       0.005687     0.222994   -0.216801   0.0        0.0   \n",
       "91709      -0.418603     1.204827   -1.233894   0.0        0.0   \n",
       "91710      -0.630749    -0.758838    0.959932   0.0        0.0   \n",
       "91711       0.005687    -0.145193   -0.216801   0.0        0.0   \n",
       "91712      -1.267184    -0.513380    2.087292   0.0        0.0   \n",
       "\n",
       "       diabetes_mellitus  hepatic_failure  immunosuppression  leukemia  \\\n",
       "0                    1.0              0.0                0.0       0.0   \n",
       "1                    1.0              0.0                0.0       0.0   \n",
       "2                    0.0              0.0                0.0       0.0   \n",
       "3                    0.0              0.0                0.0       0.0   \n",
       "4                    0.0              0.0                0.0       0.0   \n",
       "5                    1.0              0.0                0.0       0.0   \n",
       "6                    1.0              0.0                0.0       0.0   \n",
       "7                    0.0              0.0                1.0       0.0   \n",
       "8                    0.0              0.0                0.0       0.0   \n",
       "9                    0.0              0.0                0.0       0.0   \n",
       "10                   0.0              0.0                1.0       0.0   \n",
       "11                   0.0              0.0                0.0       1.0   \n",
       "12                   0.0              0.0                0.0       0.0   \n",
       "13                   0.0              0.0                0.0       0.0   \n",
       "14                   0.0              0.0                0.0       0.0   \n",
       "15                   1.0              0.0                0.0       0.0   \n",
       "16                   0.0              0.0                0.0       0.0   \n",
       "17                   0.0              0.0                0.0       0.0   \n",
       "18                   0.0              0.0                0.0       0.0   \n",
       "19                   0.0              0.0                0.0       0.0   \n",
       "20                   0.0              0.0                0.0       1.0   \n",
       "21                   1.0              0.0                0.0       0.0   \n",
       "22                   0.0              0.0                0.0       0.0   \n",
       "23                   0.0              0.0                0.0       0.0   \n",
       "24                   0.0              0.0                0.0       0.0   \n",
       "25                   0.0              0.0                0.0       0.0   \n",
       "26                   0.0              0.0                0.0       0.0   \n",
       "27                   0.0              0.0                0.0       0.0   \n",
       "28                   1.0              0.0                0.0       0.0   \n",
       "29                   0.0              0.0                0.0       0.0   \n",
       "...                  ...              ...                ...       ...   \n",
       "91683                0.0              0.0                0.0       0.0   \n",
       "91684                0.0              0.0                0.0       0.0   \n",
       "91685                0.0              0.0                0.0       0.0   \n",
       "91686                0.0              0.0                0.0       0.0   \n",
       "91687                0.0              0.0                0.0       0.0   \n",
       "91688                1.0              0.0                0.0       0.0   \n",
       "91689                0.0              0.0                0.0       0.0   \n",
       "91690                0.0              0.0                0.0       0.0   \n",
       "91691                0.0              0.0                0.0       0.0   \n",
       "91692                1.0              0.0                0.0       0.0   \n",
       "91693                0.0              0.0                0.0       0.0   \n",
       "91694                1.0              0.0                0.0       0.0   \n",
       "91695                0.0              0.0                0.0       0.0   \n",
       "91696                0.0              0.0                0.0       0.0   \n",
       "91697                0.0              0.0                0.0       0.0   \n",
       "91698                0.0              0.0                0.0       0.0   \n",
       "91699                0.0              0.0                0.0       0.0   \n",
       "91700                0.0              0.0                0.0       0.0   \n",
       "91701                1.0              0.0                0.0       0.0   \n",
       "91702                0.0              0.0                0.0       0.0   \n",
       "91703                1.0              0.0                0.0       0.0   \n",
       "91704                0.0              0.0                0.0       0.0   \n",
       "91705                1.0              0.0                0.0       0.0   \n",
       "91706                0.0              0.0                0.0       0.0   \n",
       "91707                0.0              0.0                0.0       0.0   \n",
       "91708                1.0              0.0                0.0       0.0   \n",
       "91709                0.0              0.0                0.0       0.0   \n",
       "91710                1.0              0.0                0.0       0.0   \n",
       "91711                0.0              0.0                0.0       0.0   \n",
       "91712                0.0              0.0                0.0       0.0   \n",
       "\n",
       "       lymphoma  solid_tumor_with_metastasis  hospital_death  \n",
       "0           0.0                          0.0               0  \n",
       "1           0.0                          0.0               0  \n",
       "2           0.0                          0.0               0  \n",
       "3           0.0                          0.0               0  \n",
       "4           0.0                          0.0               0  \n",
       "5           0.0                          0.0               0  \n",
       "6           0.0                          0.0               0  \n",
       "7           0.0                          0.0               0  \n",
       "8           0.0                          0.0               1  \n",
       "9           0.0                          0.0               0  \n",
       "10          0.0                          0.0               0  \n",
       "11          0.0                          0.0               0  \n",
       "12          0.0                          0.0               0  \n",
       "13          0.0                          0.0               0  \n",
       "14          0.0                          0.0               0  \n",
       "15          0.0                          0.0               0  \n",
       "16          0.0                          0.0               0  \n",
       "17          0.0                          0.0               0  \n",
       "18          0.0                          0.0               0  \n",
       "19          0.0                          0.0               0  \n",
       "20          0.0                          0.0               0  \n",
       "21          0.0                          0.0               0  \n",
       "22          0.0                          0.0               0  \n",
       "23          0.0                          0.0               0  \n",
       "24          0.0                          0.0               0  \n",
       "25          0.0                          0.0               1  \n",
       "26          0.0                          0.0               0  \n",
       "27          0.0                          0.0               0  \n",
       "28          0.0                          0.0               0  \n",
       "29          0.0                          0.0               0  \n",
       "...         ...                          ...             ...  \n",
       "91683       0.0                          0.0               0  \n",
       "91684       0.0                          0.0               0  \n",
       "91685       0.0                          0.0               0  \n",
       "91686       0.0                          0.0               0  \n",
       "91687       0.0                          0.0               0  \n",
       "91688       0.0                          0.0               0  \n",
       "91689       0.0                          0.0               0  \n",
       "91690       0.0                          0.0               0  \n",
       "91691       0.0                          0.0               1  \n",
       "91692       0.0                          0.0               0  \n",
       "91693       0.0                          0.0               0  \n",
       "91694       0.0                          0.0               0  \n",
       "91695       0.0                          0.0               0  \n",
       "91696       0.0                          0.0               1  \n",
       "91697       0.0                          0.0               0  \n",
       "91698       0.0                          0.0               0  \n",
       "91699       0.0                          0.0               0  \n",
       "91700       0.0                          0.0               0  \n",
       "91701       0.0                          0.0               0  \n",
       "91702       0.0                          0.0               0  \n",
       "91703       0.0                          0.0               0  \n",
       "91704       0.0                          0.0               0  \n",
       "91705       0.0                          0.0               0  \n",
       "91706       0.0                          0.0               0  \n",
       "91707       0.0                          0.0               0  \n",
       "91708       0.0                          1.0               0  \n",
       "91709       0.0                          0.0               0  \n",
       "91710       0.0                          0.0               0  \n",
       "91711       0.0                          0.0               0  \n",
       "91712       0.0                          0.0               0  \n",
       "\n",
       "[91713 rows x 16 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler = StandardScaler()\n",
    "data[variables_mediana] = scaler.fit_transform(data[variables_mediana])\n",
    "data[variables_mean] = scaler.fit_transform(data[variables_mean])\n",
    "#data = pandas.DataFrame(data=dataA[0:,0:], index=[i for i in range(dataA.shape[0])], columns=[data.columns.tolist()])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "168"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = data.isnull().sum() / 91713\n",
    "r = result.sort_values(ascending=True) \n",
    "data[r[r<=0.0].reset_index()[\"index\"]].to_csv(\"menortodos30.csv\",sep=\",\", header=True, index=False)\n",
    "len(set(r[r<=0.00].reset_index()[\"index\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(r[r<=0.30].reset_index()[\"index\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>creatinine_apache</th>\n",
       "      <th>hematocrit_apache</th>\n",
       "      <th>map_apache</th>\n",
       "      <th>sodium_apache</th>\n",
       "      <th>temp_apache</th>\n",
       "      <th>wbc_apache</th>\n",
       "      <th>aids</th>\n",
       "      <th>cirrhosis</th>\n",
       "      <th>diabetes_mellitus</th>\n",
       "      <th>hepatic_failure</th>\n",
       "      <th>immunosuppression</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>lymphoma</th>\n",
       "      <th>solid_tumor_with_metastasis</th>\n",
       "      <th>hospital_death</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.473240e-01</td>\n",
       "      <td>0.823912</td>\n",
       "      <td>-9.187153e-01</td>\n",
       "      <td>-1.148601e+00</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>3.536679</td>\n",
       "      <td>0.392138</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.966473e-01</td>\n",
       "      <td>-0.594404</td>\n",
       "      <td>6.429598e-01</td>\n",
       "      <td>-1.005073e+00</td>\n",
       "      <td>1.490704</td>\n",
       "      <td>-1.617941</td>\n",
       "      <td>0.161728</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.277221e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-4.788053e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.140791e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.165296e+00</td>\n",
       "      <td>-6.701755e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-1.986128</td>\n",
       "      <td>-0.611789</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.643436e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.584395e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.862880e-01</td>\n",
       "      <td>-0.485302</td>\n",
       "      <td>1.842984e+00</td>\n",
       "      <td>1.004314e+00</td>\n",
       "      <td>-0.206458</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.134512</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-2.019994e-01</td>\n",
       "      <td>-0.434389</td>\n",
       "      <td>8.404451e-02</td>\n",
       "      <td>1.195684e+00</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>-1.740670</td>\n",
       "      <td>-0.957403</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4.693958e-01</td>\n",
       "      <td>0.489335</td>\n",
       "      <td>-1.707772e+00</td>\n",
       "      <td>-6.701755e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.178186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-1.056502e+00</td>\n",
       "      <td>-0.157999</td>\n",
       "      <td>8.073467e-01</td>\n",
       "      <td>-5.266479e-01</td>\n",
       "      <td>0.854268</td>\n",
       "      <td>0.591182</td>\n",
       "      <td>2.136665</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-7.513227e-01</td>\n",
       "      <td>-0.398022</td>\n",
       "      <td>6.922759e-01</td>\n",
       "      <td>-7.180181e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.545958</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5.914677e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-3.831202e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.079755e+00</td>\n",
       "      <td>0.249312</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-5.027266e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-8.733945e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>1.243527e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.642162e-01</td>\n",
       "      <td>-0.179819</td>\n",
       "      <td>1.828977e-02</td>\n",
       "      <td>3.584395e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.233259</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.140791e+00</td>\n",
       "      <td>-0.194366</td>\n",
       "      <td>-1.198173e+00</td>\n",
       "      <td>-5.984117e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>0.836640</td>\n",
       "      <td>-0.792825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>9.576832e-01</td>\n",
       "      <td>0.220218</td>\n",
       "      <td>-1.411876e+00</td>\n",
       "      <td>7.172587e-01</td>\n",
       "      <td>-0.206458</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.951703</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-1.972041e+00</td>\n",
       "      <td>-0.412568</td>\n",
       "      <td>7.251533e-01</td>\n",
       "      <td>-4.548840e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.940945</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-9.954664e-01</td>\n",
       "      <td>-0.274374</td>\n",
       "      <td>1.842984e+00</td>\n",
       "      <td>5.976523e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.332006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.642162e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>5.116714e-02</td>\n",
       "      <td>-7.897819e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-1.105523</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-1.422718e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-6.721351e-01</td>\n",
       "      <td>-1.052916e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>0.474427</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.018719e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-5.027266e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.079755e+00</td>\n",
       "      <td>-0.027078</td>\n",
       "      <td>5.607664e-01</td>\n",
       "      <td>-5.744904e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.457969</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-2.630353e-01</td>\n",
       "      <td>0.423874</td>\n",
       "      <td>3.799409e-01</td>\n",
       "      <td>-5.266479e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>1.659389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.507007e+00</td>\n",
       "      <td>-0.318014</td>\n",
       "      <td>-6.721351e-01</td>\n",
       "      <td>1.076078e+00</td>\n",
       "      <td>1.702849</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.299090</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-1.409634e-01</td>\n",
       "      <td>-0.056171</td>\n",
       "      <td>1.678597e+00</td>\n",
       "      <td>-5.744904e-01</td>\n",
       "      <td>-0.206458</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.562415</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3.473240e-01</td>\n",
       "      <td>0.554795</td>\n",
       "      <td>-4.419934e-01</td>\n",
       "      <td>-9.811522e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>-5.299813</td>\n",
       "      <td>-0.282633</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.384935e+00</td>\n",
       "      <td>-0.427115</td>\n",
       "      <td>-1.132418e+00</td>\n",
       "      <td>1.769795e+00</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.875114</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.018719e+00</td>\n",
       "      <td>0.052930</td>\n",
       "      <td>-7.050124e-01</td>\n",
       "      <td>1.961165e+00</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>0.293391</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.470756</td>\n",
       "      <td>-9.351540e-01</td>\n",
       "      <td>-9.093883e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.266175</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-1.409634e-01</td>\n",
       "      <td>0.140211</td>\n",
       "      <td>-6.390366e-02</td>\n",
       "      <td>1.219606e+00</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.694078</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91683</th>\n",
       "      <td>7.745754e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>1.573014</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91684</th>\n",
       "      <td>-2.643436e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>3.306248e-01</td>\n",
       "      <td>-4.788053e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-1.094003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91685</th>\n",
       "      <td>-2.630353e-01</td>\n",
       "      <td>-0.070718</td>\n",
       "      <td>-1.214612e+00</td>\n",
       "      <td>1.506661e+00</td>\n",
       "      <td>-1.691475</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.858656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91686</th>\n",
       "      <td>1.445971e+00</td>\n",
       "      <td>-0.143452</td>\n",
       "      <td>-1.296584e-01</td>\n",
       "      <td>8.847076e-01</td>\n",
       "      <td>1.914994</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>1.478353</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91687</th>\n",
       "      <td>5.304317e-01</td>\n",
       "      <td>-0.347108</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-8.137032e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>-0.390651</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91688</th>\n",
       "      <td>-8.123586e-01</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>6.593985e-01</td>\n",
       "      <td>-4.070415e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.162491</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91689</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91690</th>\n",
       "      <td>1.262863e+00</td>\n",
       "      <td>-0.347108</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-7.419394e-01</td>\n",
       "      <td>1.278558</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91691</th>\n",
       "      <td>-2.019994e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-1.124680e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91692</th>\n",
       "      <td>-1.605826e+00</td>\n",
       "      <td>-0.710778</td>\n",
       "      <td>6.593985e-01</td>\n",
       "      <td>-4.070415e-01</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-1.062733</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91693</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91694</th>\n",
       "      <td>-2.630353e-01</td>\n",
       "      <td>-0.274374</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-6.223330e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.345724</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91695</th>\n",
       "      <td>-8.123586e-01</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>6.454948e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>-0.267922</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91696</th>\n",
       "      <td>1.642162e-01</td>\n",
       "      <td>-0.056171</td>\n",
       "      <td>-1.625358e-01</td>\n",
       "      <td>1.267448e+00</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-0.758263</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91697</th>\n",
       "      <td>-1.788933e+00</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.148857e+00</td>\n",
       "      <td>-9.333096e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.836640</td>\n",
       "      <td>2.144894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91698</th>\n",
       "      <td>-9.344305e-01</td>\n",
       "      <td>-0.638044</td>\n",
       "      <td>1.316946e+00</td>\n",
       "      <td>-5.266479e-01</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>0.360868</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91699</th>\n",
       "      <td>-3.240712e-01</td>\n",
       "      <td>-0.201639</td>\n",
       "      <td>6.593985e-01</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.642123</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-1.480761</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91700</th>\n",
       "      <td>1.384935e+00</td>\n",
       "      <td>0.162031</td>\n",
       "      <td>-1.806404e+00</td>\n",
       "      <td>-1.148601e+00</td>\n",
       "      <td>1.702849</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.667745</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91701</th>\n",
       "      <td>-2.521365e+00</td>\n",
       "      <td>-0.128905</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-6.701755e-01</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91702</th>\n",
       "      <td>-2.704472e+00</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>1.316946e+00</td>\n",
       "      <td>-7.897819e-01</td>\n",
       "      <td>0.642123</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.335298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91703</th>\n",
       "      <td>-5.682149e-01</td>\n",
       "      <td>0.016563</td>\n",
       "      <td>4.950117e-01</td>\n",
       "      <td>1.076078e+00</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>0.591182</td>\n",
       "      <td>0.627484</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91704</th>\n",
       "      <td>-1.483754e+00</td>\n",
       "      <td>4.162407</td>\n",
       "      <td>3.306248e-01</td>\n",
       "      <td>1.431480e-01</td>\n",
       "      <td>0.429978</td>\n",
       "      <td>0.468453</td>\n",
       "      <td>-0.519625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91705</th>\n",
       "      <td>2.862880e-01</td>\n",
       "      <td>-0.419842</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-8.137032e-01</td>\n",
       "      <td>-0.842894</td>\n",
       "      <td>-0.022464</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91706</th>\n",
       "      <td>-5.071790e-01</td>\n",
       "      <td>-0.492576</td>\n",
       "      <td>1.316946e+00</td>\n",
       "      <td>-6.223330e-01</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.753326</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91707</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>3.399418e-16</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.100265</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91708</th>\n",
       "      <td>7.745754e-01</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-9.572309e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>0.222994</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91709</th>\n",
       "      <td>-3.851071e-01</td>\n",
       "      <td>0.671170</td>\n",
       "      <td>1.851083e-03</td>\n",
       "      <td>-6.223330e-01</td>\n",
       "      <td>-0.418603</td>\n",
       "      <td>1.204827</td>\n",
       "      <td>-1.233894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91710</th>\n",
       "      <td>-8.733945e-01</td>\n",
       "      <td>0.671170</td>\n",
       "      <td>4.950117e-01</td>\n",
       "      <td>-7.419394e-01</td>\n",
       "      <td>-0.630749</td>\n",
       "      <td>-0.758838</td>\n",
       "      <td>0.959932</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91711</th>\n",
       "      <td>-8.673727e-16</td>\n",
       "      <td>-0.288920</td>\n",
       "      <td>-1.168039e-15</td>\n",
       "      <td>-8.137032e-01</td>\n",
       "      <td>0.005687</td>\n",
       "      <td>-0.145193</td>\n",
       "      <td>-0.216801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91712</th>\n",
       "      <td>1.201827e+00</td>\n",
       "      <td>0.089297</td>\n",
       "      <td>4.950117e-01</td>\n",
       "      <td>-7.658607e-01</td>\n",
       "      <td>-1.267184</td>\n",
       "      <td>-0.513380</td>\n",
       "      <td>2.087292</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91713 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                age  creatinine_apache  hematocrit_apache    map_apache  \\\n",
       "0      3.473240e-01           0.823912      -9.187153e-01 -1.148601e+00   \n",
       "1      8.966473e-01          -0.594404       6.429598e-01 -1.005073e+00   \n",
       "2     -2.277221e+00          -0.288920      -1.168039e-15 -4.788053e-01   \n",
       "3      1.140791e+00          -0.288920      -1.165296e+00 -6.701755e-01   \n",
       "4     -2.643436e+00          -0.288920      -1.168039e-15  3.584395e-01   \n",
       "5      2.862880e-01          -0.485302       1.842984e+00  1.004314e+00   \n",
       "6     -2.019994e-01          -0.434389       8.404451e-02  1.195684e+00   \n",
       "7      4.693958e-01           0.489335      -1.707772e+00 -6.701755e-01   \n",
       "8     -1.056502e+00          -0.157999       8.073467e-01 -5.266479e-01   \n",
       "9     -7.513227e-01          -0.398022       6.922759e-01 -7.180181e-01   \n",
       "10     5.914677e-01          -0.288920      -1.168039e-15 -3.831202e-01   \n",
       "11     1.079755e+00           0.249312      -1.168039e-15 -5.027266e-01   \n",
       "12    -8.733945e-01          -0.288920      -1.168039e-15  1.243527e+00   \n",
       "13     1.642162e-01          -0.179819       1.828977e-02  3.584395e-01   \n",
       "14     1.140791e+00          -0.194366      -1.198173e+00 -5.984117e-01   \n",
       "15     9.576832e-01           0.220218      -1.411876e+00  7.172587e-01   \n",
       "16    -1.972041e+00          -0.412568       7.251533e-01 -4.548840e-01   \n",
       "17    -9.954664e-01          -0.274374       1.842984e+00  5.976523e-01   \n",
       "18     1.642162e-01          -0.288920       5.116714e-02 -7.897819e-01   \n",
       "19    -1.422718e+00          -0.288920      -6.721351e-01 -1.052916e+00   \n",
       "20     1.018719e+00          -0.288920      -1.168039e-15 -5.027266e-01   \n",
       "21     1.079755e+00          -0.027078       5.607664e-01 -5.744904e-01   \n",
       "22    -2.630353e-01           0.423874       3.799409e-01 -5.266479e-01   \n",
       "23     1.507007e+00          -0.318014      -6.721351e-01  1.076078e+00   \n",
       "24    -1.409634e-01          -0.056171       1.678597e+00 -5.744904e-01   \n",
       "25     3.473240e-01           0.554795      -4.419934e-01 -9.811522e-01   \n",
       "26     1.384935e+00          -0.427115      -1.132418e+00  1.769795e+00   \n",
       "27     1.018719e+00           0.052930      -7.050124e-01  1.961165e+00   \n",
       "28    -8.673727e-16          -0.470756      -9.351540e-01 -9.093883e-01   \n",
       "29    -1.409634e-01           0.140211      -6.390366e-02  1.219606e+00   \n",
       "...             ...                ...                ...           ...   \n",
       "91683  7.745754e-01          -0.288920      -1.168039e-15  3.399418e-16   \n",
       "91684 -2.643436e+00          -0.288920       3.306248e-01 -4.788053e-01   \n",
       "91685 -2.630353e-01          -0.070718      -1.214612e+00  1.506661e+00   \n",
       "91686  1.445971e+00          -0.143452      -1.296584e-01  8.847076e-01   \n",
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       "91691 -2.019994e-01          -0.288920      -1.168039e-15 -1.124680e+00   \n",
       "91692 -1.605826e+00          -0.710778       6.593985e-01 -4.070415e-01   \n",
       "91693 -8.673727e-16          -0.288920      -1.168039e-15  3.399418e-16   \n",
       "91694 -2.630353e-01          -0.274374      -1.168039e-15 -6.223330e-01   \n",
       "91695 -8.123586e-01          -0.492576      -1.168039e-15  6.454948e-01   \n",
       "91696  1.642162e-01          -0.056171      -1.625358e-01  1.267448e+00   \n",
       "91697 -1.788933e+00          -0.288920      -1.148857e+00 -9.333096e-01   \n",
       "91698 -9.344305e-01          -0.638044       1.316946e+00 -5.266479e-01   \n",
       "91699 -3.240712e-01          -0.201639       6.593985e-01  3.399418e-16   \n",
       "91700  1.384935e+00           0.162031      -1.806404e+00 -1.148601e+00   \n",
       "91701 -2.521365e+00          -0.128905      -1.168039e-15 -6.701755e-01   \n",
       "91702 -2.704472e+00          -0.492576       1.316946e+00 -7.897819e-01   \n",
       "91703 -5.682149e-01           0.016563       4.950117e-01  1.076078e+00   \n",
       "91704 -1.483754e+00           4.162407       3.306248e-01  1.431480e-01   \n",
       "91705  2.862880e-01          -0.419842      -1.168039e-15 -8.137032e-01   \n",
       "91706 -5.071790e-01          -0.492576       1.316946e+00 -6.223330e-01   \n",
       "91707 -8.673727e-16          -0.288920      -1.168039e-15  3.399418e-16   \n",
       "91708  7.745754e-01          -0.288920      -1.168039e-15 -9.572309e-01   \n",
       "91709 -3.851071e-01           0.671170       1.851083e-03 -6.223330e-01   \n",
       "91710 -8.733945e-01           0.671170       4.950117e-01 -7.419394e-01   \n",
       "91711 -8.673727e-16          -0.288920      -1.168039e-15 -8.137032e-01   \n",
       "91712  1.201827e+00           0.089297       4.950117e-01 -7.658607e-01   \n",
       "\n",
       "       sodium_apache  temp_apache  wbc_apache  aids  cirrhosis  \\\n",
       "0          -0.842894     3.536679    0.392138   0.0        0.0   \n",
       "1           1.490704    -1.617941    0.161728   0.0        0.0   \n",
       "2           0.005687     0.345724   -0.216801   0.0        0.0   \n",
       "3           0.005687    -1.986128   -0.611789   0.0        0.0   \n",
       "4           0.005687     0.345724   -0.216801   0.0        0.0   \n",
       "5          -0.206458     0.222994   -0.134512   0.0        0.0   \n",
       "6          -0.630749    -1.740670   -0.957403   0.0        0.0   \n",
       "7           0.429978     0.222994    0.178186   0.0        0.0   \n",
       "8           0.854268     0.591182    2.136665   0.0        0.0   \n",
       "9           0.217832    -0.145193   -0.545958   0.0        0.0   \n",
       "10          0.005687     0.468453   -0.216801   0.0        0.0   \n",
       "11         -0.630749    -0.022464   -0.216801   0.0        0.0   \n",
       "12          0.005687     0.222994   -0.216801   0.0        0.0   \n",
       "13          0.429978     0.222994   -0.233259   0.0        0.0   \n",
       "14          0.217832     0.836640   -0.792825   0.0        0.0   \n",
       "15         -0.206458     0.222994    0.951703   0.0        0.0   \n",
       "16          0.429978     0.222994   -0.940945   0.0        0.0   \n",
       "17         -1.267184    -0.022464   -0.332006   0.0        0.0   \n",
       "18          0.005687     0.222994   -1.105523   0.0        0.0   \n",
       "19          0.005687    -0.022464    0.474427   0.0        0.0   \n",
       "20          0.005687    -0.022464   -0.216801   0.0        0.0   \n",
       "21         -1.267184     0.222994    0.457969   0.0        0.0   \n",
       "22          0.005687     0.345724    1.659389   0.0        0.0   \n",
       "23          1.702849    -0.145193   -0.299090   0.0        0.0   \n",
       "24         -0.206458     0.100265   -0.562415   0.0        0.0   \n",
       "25         -1.267184    -5.299813   -0.282633   0.0        0.0   \n",
       "26         -0.630749     0.345724   -0.875114   0.0        0.0   \n",
       "27          0.429978     0.222994    0.293391   0.0        0.0   \n",
       "28         -0.630749     0.222994   -0.266175   0.0        0.0   \n",
       "29         -0.842894     0.345724   -0.694078   0.0        0.0   \n",
       "...              ...          ...         ...   ...        ...   \n",
       "91683       0.005687     1.573014   -0.216801   0.0        0.0   \n",
       "91684       0.005687     0.222994   -1.094003   0.0        0.0   \n",
       "91685      -1.691475     0.222994   -0.858656   0.0        0.0   \n",
       "91686       1.914994     0.345724    1.478353   0.0        0.0   \n",
       "91687       0.217832    -0.390651   -0.216801   0.0        0.0   \n",
       "91688      -0.630749     0.222994   -0.162491   0.0        0.0   \n",
       "91689       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91690       1.278558     0.345724   -0.216801   0.0        0.0   \n",
       "91691       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91692      -0.418603     0.468453   -1.062733   0.0        0.0   \n",
       "91693       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91694       0.429978     0.345724   -0.216801   0.0        0.0   \n",
       "91695       0.217832    -0.267922   -0.216801   0.0        0.0   \n",
       "91696       0.005687     0.468453   -0.758263   0.0        0.0   \n",
       "91697       0.005687     0.836640    2.144894   0.0        0.0   \n",
       "91698      -0.842894     0.100265    0.360868   0.0        0.0   \n",
       "91699       0.642123    -0.022464   -1.480761   0.0        0.0   \n",
       "91700       1.702849     0.222994   -0.667745   0.0        0.0   \n",
       "91701      -0.418603    -0.022464   -0.216801   0.0        0.0   \n",
       "91702       0.642123    -0.145193   -0.335298   0.0        0.0   \n",
       "91703      -0.418603     0.591182    0.627484   0.0        0.0   \n",
       "91704       0.429978     0.468453   -0.519625   0.0        0.0   \n",
       "91705      -0.842894    -0.022464   -0.216801   0.0        0.0   \n",
       "91706       0.217832     0.222994   -0.753326   0.0        0.0   \n",
       "91707       0.005687     0.100265   -0.216801   0.0        0.0   \n",
       "91708       0.005687     0.222994   -0.216801   0.0        0.0   \n",
       "91709      -0.418603     1.204827   -1.233894   0.0        0.0   \n",
       "91710      -0.630749    -0.758838    0.959932   0.0        0.0   \n",
       "91711       0.005687    -0.145193   -0.216801   0.0        0.0   \n",
       "91712      -1.267184    -0.513380    2.087292   0.0        0.0   \n",
       "\n",
       "       diabetes_mellitus  hepatic_failure  immunosuppression  leukemia  \\\n",
       "0                    1.0              0.0                0.0       0.0   \n",
       "1                    1.0              0.0                0.0       0.0   \n",
       "2                    0.0              0.0                0.0       0.0   \n",
       "3                    0.0              0.0                0.0       0.0   \n",
       "4                    0.0              0.0                0.0       0.0   \n",
       "5                    1.0              0.0                0.0       0.0   \n",
       "6                    1.0              0.0                0.0       0.0   \n",
       "7                    0.0              0.0                1.0       0.0   \n",
       "8                    0.0              0.0                0.0       0.0   \n",
       "9                    0.0              0.0                0.0       0.0   \n",
       "10                   0.0              0.0                1.0       0.0   \n",
       "11                   0.0              0.0                0.0       1.0   \n",
       "12                   0.0              0.0                0.0       0.0   \n",
       "13                   0.0              0.0                0.0       0.0   \n",
       "14                   0.0              0.0                0.0       0.0   \n",
       "15                   1.0              0.0                0.0       0.0   \n",
       "16                   0.0              0.0                0.0       0.0   \n",
       "17                   0.0              0.0                0.0       0.0   \n",
       "18                   0.0              0.0                0.0       0.0   \n",
       "19                   0.0              0.0                0.0       0.0   \n",
       "20                   0.0              0.0                0.0       1.0   \n",
       "21                   1.0              0.0                0.0       0.0   \n",
       "22                   0.0              0.0                0.0       0.0   \n",
       "23                   0.0              0.0                0.0       0.0   \n",
       "24                   0.0              0.0                0.0       0.0   \n",
       "25                   0.0              0.0                0.0       0.0   \n",
       "26                   0.0              0.0                0.0       0.0   \n",
       "27                   0.0              0.0                0.0       0.0   \n",
       "28                   1.0              0.0                0.0       0.0   \n",
       "29                   0.0              0.0                0.0       0.0   \n",
       "...                  ...              ...                ...       ...   \n",
       "91683                0.0              0.0                0.0       0.0   \n",
       "91684                0.0              0.0                0.0       0.0   \n",
       "91685                0.0              0.0                0.0       0.0   \n",
       "91686                0.0              0.0                0.0       0.0   \n",
       "91687                0.0              0.0                0.0       0.0   \n",
       "91688                1.0              0.0                0.0       0.0   \n",
       "91689                0.0              0.0                0.0       0.0   \n",
       "91690                0.0              0.0                0.0       0.0   \n",
       "91691                0.0              0.0                0.0       0.0   \n",
       "91692                1.0              0.0                0.0       0.0   \n",
       "91693                0.0              0.0                0.0       0.0   \n",
       "91694                1.0              0.0                0.0       0.0   \n",
       "91695                0.0              0.0                0.0       0.0   \n",
       "91696                0.0              0.0                0.0       0.0   \n",
       "91697                0.0              0.0                0.0       0.0   \n",
       "91698                0.0              0.0                0.0       0.0   \n",
       "91699                0.0              0.0                0.0       0.0   \n",
       "91700                0.0              0.0                0.0       0.0   \n",
       "91701                1.0              0.0                0.0       0.0   \n",
       "91702                0.0              0.0                0.0       0.0   \n",
       "91703                1.0              0.0                0.0       0.0   \n",
       "91704                0.0              0.0                0.0       0.0   \n",
       "91705                1.0              0.0                0.0       0.0   \n",
       "91706                0.0              0.0                0.0       0.0   \n",
       "91707                0.0              0.0                0.0       0.0   \n",
       "91708                1.0              0.0                0.0       0.0   \n",
       "91709                0.0              0.0                0.0       0.0   \n",
       "91710                1.0              0.0                0.0       0.0   \n",
       "91711                0.0              0.0                0.0       0.0   \n",
       "91712                0.0              0.0                0.0       0.0   \n",
       "\n",
       "       lymphoma  solid_tumor_with_metastasis  hospital_death  \n",
       "0           0.0                          0.0               0  \n",
       "1           0.0                          0.0               0  \n",
       "2           0.0                          0.0               0  \n",
       "3           0.0                          0.0               0  \n",
       "4           0.0                          0.0               0  \n",
       "5           0.0                          0.0               0  \n",
       "6           0.0                          0.0               0  \n",
       "7           0.0                          0.0               0  \n",
       "8           0.0                          0.0               1  \n",
       "9           0.0                          0.0               0  \n",
       "10          0.0                          0.0               0  \n",
       "11          0.0                          0.0               0  \n",
       "12          0.0                          0.0               0  \n",
       "13          0.0                          0.0               0  \n",
       "14          0.0                          0.0               0  \n",
       "15          0.0                          0.0               0  \n",
       "16          0.0                          0.0               0  \n",
       "17          0.0                          0.0               0  \n",
       "18          0.0                          0.0               0  \n",
       "19          0.0                          0.0               0  \n",
       "20          0.0                          0.0               0  \n",
       "21          0.0                          0.0               0  \n",
       "22          0.0                          0.0               0  \n",
       "23          0.0                          0.0               0  \n",
       "24          0.0                          0.0               0  \n",
       "25          0.0                          0.0               1  \n",
       "26          0.0                          0.0               0  \n",
       "27          0.0                          0.0               0  \n",
       "28          0.0                          0.0               0  \n",
       "29          0.0                          0.0               0  \n",
       "...         ...                          ...             ...  \n",
       "91683       0.0                          0.0               0  \n",
       "91684       0.0                          0.0               0  \n",
       "91685       0.0                          0.0               0  \n",
       "91686       0.0                          0.0               0  \n",
       "91687       0.0                          0.0               0  \n",
       "91688       0.0                          0.0               0  \n",
       "91689       0.0                          0.0               0  \n",
       "91690       0.0                          0.0               0  \n",
       "91691       0.0                          0.0               1  \n",
       "91692       0.0                          0.0               0  \n",
       "91693       0.0                          0.0               0  \n",
       "91694       0.0                          0.0               0  \n",
       "91695       0.0                          0.0               0  \n",
       "91696       0.0                          0.0               1  \n",
       "91697       0.0                          0.0               0  \n",
       "91698       0.0                          0.0               0  \n",
       "91699       0.0                          0.0               0  \n",
       "91700       0.0                          0.0               0  \n",
       "91701       0.0                          0.0               0  \n",
       "91702       0.0                          0.0               0  \n",
       "91703       0.0                          0.0               0  \n",
       "91704       0.0                          0.0               0  \n",
       "91705       0.0                          0.0               0  \n",
       "91706       0.0                          0.0               0  \n",
       "91707       0.0                          0.0               0  \n",
       "91708       0.0                          1.0               0  \n",
       "91709       0.0                          0.0               0  \n",
       "91710       0.0                          0.0               0  \n",
       "91711       0.0                          0.0               0  \n",
       "91712       0.0                          0.0               0  \n",
       "\n",
       "[91713 rows x 16 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regularizacion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "datat = data[r[r<=0.0].reset_index()[\"index\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>encounter_id</th>\n",
       "      <th>immunosuppression</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>lymphoma</th>\n",
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       "      <th>h1_sysbp_noninvasive_min</th>\n",
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       "      <th>h1_sysbp_min</th>\n",
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       "      <td>31.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>124.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>79267</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>34.8</td>\n",
       "      <td>35.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>92056</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>120.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>33181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>143.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>82208</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>120995</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>38.5</td>\n",
       "      <td>38.5</td>\n",
       "      <td>106.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>80471</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>98.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42871</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>103.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>105427</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>114.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>91609</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>76356</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>111.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>34030</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>125.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>108388</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>37.1</td>\n",
       "      <td>106.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>120677</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>36.7</td>\n",
       "      <td>89.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>115771</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>36.5</td>\n",
       "      <td>133.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>22471</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>48056</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>93.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>45954</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>79115</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>107.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>118620</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>126.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21050</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>37.2</td>\n",
       "      <td>38.2</td>\n",
       "      <td>94.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>95460</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>36.8</td>\n",
       "      <td>129.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7220</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>36.6</td>\n",
       "      <td>109.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>29208</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>74.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32902</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.9</td>\n",
       "      <td>152.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>16847</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>146.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>46026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>126.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6777</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.9</td>\n",
       "      <td>85.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91683</th>\n",
       "      <td>106800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>37.1</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91684</th>\n",
       "      <td>93704</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>103.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91685</th>\n",
       "      <td>27176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>65.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91686</th>\n",
       "      <td>13520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91687</th>\n",
       "      <td>76490</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91688</th>\n",
       "      <td>24687</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91689</th>\n",
       "      <td>47573</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.9</td>\n",
       "      <td>35.9</td>\n",
       "      <td>114.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>89.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91690</th>\n",
       "      <td>15896</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>155.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91691</th>\n",
       "      <td>96280</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>71.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91692</th>\n",
       "      <td>125145</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>110.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91693</th>\n",
       "      <td>57002</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>37.1</td>\n",
       "      <td>85.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91694</th>\n",
       "      <td>54174</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91695</th>\n",
       "      <td>41182</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91696</th>\n",
       "      <td>18985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>58.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91697</th>\n",
       "      <td>128303</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>37.1</td>\n",
       "      <td>83.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91698</th>\n",
       "      <td>83806</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>36.5</td>\n",
       "      <td>104.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91699</th>\n",
       "      <td>79858</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91700</th>\n",
       "      <td>103983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91701</th>\n",
       "      <td>118430</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>103.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91702</th>\n",
       "      <td>1216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>36.3</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91703</th>\n",
       "      <td>65539</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91704</th>\n",
       "      <td>96325</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91705</th>\n",
       "      <td>111411</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91706</th>\n",
       "      <td>127138</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>143.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91707</th>\n",
       "      <td>276</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>87.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91708</th>\n",
       "      <td>91592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>38.2</td>\n",
       "      <td>38.2</td>\n",
       "      <td>87.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91709</th>\n",
       "      <td>66119</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.1</td>\n",
       "      <td>107.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91710</th>\n",
       "      <td>8981</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91711</th>\n",
       "      <td>33776</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91712</th>\n",
       "      <td>1671</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>89.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91713 rows × 168 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       encounter_id immunosuppression leukemia lymphoma  \\\n",
       "0             66154                 0        0        0   \n",
       "1            114252                 0        0        0   \n",
       "2            119783                 0        0        0   \n",
       "3             79267                 0        0        0   \n",
       "4             92056                 0        0        0   \n",
       "5             33181                 0        0        0   \n",
       "6             82208                 0        0        0   \n",
       "7            120995                 1        0        0   \n",
       "8             80471                 0        0        0   \n",
       "9             42871                 0        0        0   \n",
       "10           105427                 1        0        0   \n",
       "11            91609                 0        1        0   \n",
       "12            76356                 0        0        0   \n",
       "13            34030                 0        0        0   \n",
       "14           108388                 0        0        0   \n",
       "15           120677                 0        0        0   \n",
       "16           115771                 0        0        0   \n",
       "17            22471                 0        0        0   \n",
       "18            48056                 0        0        0   \n",
       "19            45954                 0        0        0   \n",
       "20            79115                 0        1        0   \n",
       "21           118620                 0        0        0   \n",
       "22            21050                 0        0        0   \n",
       "23            95460                 0        0        0   \n",
       "24             7220                 0        0        0   \n",
       "25            29208                 0        0        0   \n",
       "26            32902                 0        0        0   \n",
       "27            16847                 0        0        0   \n",
       "28            46026                 0        0        0   \n",
       "29             6777                 0        0        0   \n",
       "...             ...               ...      ...      ...   \n",
       "91683        106800                 0        0        0   \n",
       "91684         93704                 0        0        0   \n",
       "91685         27176                 0        0        0   \n",
       "91686         13520                 0        0        0   \n",
       "91687         76490                 0        0        0   \n",
       "91688         24687                 0        0        0   \n",
       "91689         47573                 0        0        0   \n",
       "91690         15896                 0        0        0   \n",
       "91691         96280                 0        0        0   \n",
       "91692        125145                 0        0        0   \n",
       "91693         57002                 0        0        0   \n",
       "91694         54174                 0        0        0   \n",
       "91695         41182                 0        0        0   \n",
       "91696         18985                 0        0        0   \n",
       "91697        128303                 0        0        0   \n",
       "91698         83806                 0        0        0   \n",
       "91699         79858                 0        0        0   \n",
       "91700        103983                 0        0        0   \n",
       "91701        118430                 0        0        0   \n",
       "91702          1216                 0        0        0   \n",
       "91703         65539                 0        0        0   \n",
       "91704         96325                 0        0        0   \n",
       "91705        111411                 0        0        0   \n",
       "91706        127138                 0        0        0   \n",
       "91707           276                 0        0        0   \n",
       "91708         91592                 0        0        0   \n",
       "91709         66119                 0        0        0   \n",
       "91710          8981                 0        0        0   \n",
       "91711         33776                 0        0        0   \n",
       "91712          1671                 0        0        0   \n",
       "\n",
       "      solid_tumor_with_metastasis  ethnicity_encoded  ethnicity_0  \\\n",
       "0                               0                  2          0.0   \n",
       "1                               0                  2          0.0   \n",
       "2                               0                  2          0.0   \n",
       "3                               0                  2          0.0   \n",
       "4                               0                  2          0.0   \n",
       "5                               0                  2          0.0   \n",
       "6                               0                  2          0.0   \n",
       "7                               0                  2          0.0   \n",
       "8                               0                  2          0.0   \n",
       "9                               0                  2          0.0   \n",
       "10                              0                  3          0.0   \n",
       "11                              0                  2          0.0   \n",
       "12                              0                  2          0.0   \n",
       "13                              0                  2          0.0   \n",
       "14                              0                  2          0.0   \n",
       "15                              0                  2          0.0   \n",
       "16                              0                  2          0.0   \n",
       "17                              0                  3          0.0   \n",
       "18                              0                  3          0.0   \n",
       "19                              0                  2          0.0   \n",
       "20                              0                  2          0.0   \n",
       "21                              0                  2          0.0   \n",
       "22                              0                  2          0.0   \n",
       "23                              0                  2          0.0   \n",
       "24                              0                  2          0.0   \n",
       "25                              0                  2          0.0   \n",
       "26                              0                  2          0.0   \n",
       "27                              0                  2          0.0   \n",
       "28                              0                  2          0.0   \n",
       "29                              0                  0          1.0   \n",
       "...                           ...                ...          ...   \n",
       "91683                           0                  2          0.0   \n",
       "91684                           0                  1          0.0   \n",
       "91685                           0                  2          0.0   \n",
       "91686                           0                  2          0.0   \n",
       "91687                           0                  2          0.0   \n",
       "91688                           0                  2          0.0   \n",
       "91689                           0                  2          0.0   \n",
       "91690                           0                  2          0.0   \n",
       "91691                           0                  2          0.0   \n",
       "91692                           0                  2          0.0   \n",
       "91693                           0                  2          0.0   \n",
       "91694                           0                  2          0.0   \n",
       "91695                           0                  2          0.0   \n",
       "91696                           0                  2          0.0   \n",
       "91697                           0                  2          0.0   \n",
       "91698                           0                  2          0.0   \n",
       "91699                           0                  0          1.0   \n",
       "91700                           0                  2          0.0   \n",
       "91701                           0                  2          0.0   \n",
       "91702                           0                  2          0.0   \n",
       "91703                           0                  2          0.0   \n",
       "91704                           0                  2          0.0   \n",
       "91705                           0                  0          1.0   \n",
       "91706                           0                  4          0.0   \n",
       "91707                           0                  2          0.0   \n",
       "91708                           1                  2          0.0   \n",
       "91709                           0                  2          0.0   \n",
       "91710                           0                  2          0.0   \n",
       "91711                           0                  2          0.0   \n",
       "91712                           0                  2          0.0   \n",
       "\n",
       "       ethnicity_1  ethnicity_2  ethnicity_3  ... h1_resprate_max  \\\n",
       "0              0.0          1.0          0.0  ...            26.0   \n",
       "1              0.0          1.0          0.0  ...            31.0   \n",
       "2              0.0          1.0          0.0  ...            20.0   \n",
       "3              0.0          1.0          0.0  ...            12.0   \n",
       "4              0.0          1.0          0.0  ...            21.0   \n",
       "5              0.0          1.0          0.0  ...            12.0   \n",
       "6              0.0          1.0          0.0  ...            18.0   \n",
       "7              0.0          1.0          0.0  ...            28.0   \n",
       "8              0.0          1.0          0.0  ...            24.0   \n",
       "9              0.0          1.0          0.0  ...            29.0   \n",
       "10             0.0          0.0          1.0  ...            23.0   \n",
       "11             0.0          1.0          0.0  ...            21.0   \n",
       "12             0.0          1.0          0.0  ...            24.0   \n",
       "13             0.0          1.0          0.0  ...            31.0   \n",
       "14             0.0          1.0          0.0  ...            30.0   \n",
       "15             0.0          1.0          0.0  ...            20.0   \n",
       "16             0.0          1.0          0.0  ...            21.0   \n",
       "17             0.0          0.0          1.0  ...            21.0   \n",
       "18             0.0          0.0          1.0  ...            21.0   \n",
       "19             0.0          1.0          0.0  ...            18.0   \n",
       "20             0.0          1.0          0.0  ...            21.0   \n",
       "21             0.0          1.0          0.0  ...            21.0   \n",
       "22             0.0          1.0          0.0  ...            28.0   \n",
       "23             0.0          1.0          0.0  ...            36.0   \n",
       "24             0.0          1.0          0.0  ...            18.0   \n",
       "25             0.0          1.0          0.0  ...            29.0   \n",
       "26             0.0          1.0          0.0  ...            28.0   \n",
       "27             0.0          1.0          0.0  ...            23.0   \n",
       "28             0.0          1.0          0.0  ...            14.0   \n",
       "29             0.0          0.0          0.0  ...            18.0   \n",
       "...            ...          ...          ...  ...             ...   \n",
       "91683          0.0          1.0          0.0  ...            17.0   \n",
       "91684          1.0          0.0          0.0  ...            26.0   \n",
       "91685          0.0          1.0          0.0  ...            12.0   \n",
       "91686          0.0          1.0          0.0  ...            24.0   \n",
       "91687          0.0          1.0          0.0  ...            21.0   \n",
       "91688          0.0          1.0          0.0  ...            27.0   \n",
       "91689          0.0          1.0          0.0  ...            27.0   \n",
       "91690          0.0          1.0          0.0  ...            18.0   \n",
       "91691          0.0          1.0          0.0  ...            29.0   \n",
       "91692          0.0          1.0          0.0  ...            20.0   \n",
       "91693          0.0          1.0          0.0  ...            24.0   \n",
       "91694          0.0          1.0          0.0  ...            21.0   \n",
       "91695          0.0          1.0          0.0  ...            21.0   \n",
       "91696          0.0          1.0          0.0  ...            26.0   \n",
       "91697          0.0          1.0          0.0  ...            23.0   \n",
       "91698          0.0          1.0          0.0  ...            15.0   \n",
       "91699          0.0          0.0          0.0  ...            14.0   \n",
       "91700          0.0          1.0          0.0  ...            21.0   \n",
       "91701          0.0          1.0          0.0  ...            21.0   \n",
       "91702          0.0          1.0          0.0  ...            21.0   \n",
       "91703          0.0          1.0          0.0  ...            21.0   \n",
       "91704          0.0          1.0          0.0  ...            21.0   \n",
       "91705          0.0          0.0          0.0  ...            21.0   \n",
       "91706          0.0          0.0          0.0  ...            19.0   \n",
       "91707          0.0          1.0          0.0  ...            23.0   \n",
       "91708          0.0          1.0          0.0  ...            24.0   \n",
       "91709          0.0          1.0          0.0  ...            28.0   \n",
       "91710          0.0          1.0          0.0  ...            21.0   \n",
       "91711          0.0          1.0          0.0  ...            21.0   \n",
       "91712          0.0          1.0          0.0  ...            19.0   \n",
       "\n",
       "       h1_temp_min  h1_temp_max  h1_sysbp_noninvasive_min  \\\n",
       "0             37.5         39.5                     115.0   \n",
       "1             36.3         36.3                      71.0   \n",
       "2             36.7         36.7                     124.0   \n",
       "3             34.8         35.6                     115.0   \n",
       "4             36.6         36.7                     120.0   \n",
       "5             36.7         36.7                     143.0   \n",
       "6             35.0         36.8                     115.0   \n",
       "7             38.5         38.5                     106.0   \n",
       "8             36.9         36.9                      98.0   \n",
       "9             36.9         36.9                     103.0   \n",
       "10            36.8         36.8                     114.0   \n",
       "11            36.8         36.8                     131.0   \n",
       "12            36.6         36.7                     111.0   \n",
       "13            36.8         36.8                     125.0   \n",
       "14            36.3         37.1                     106.0   \n",
       "15            35.8         36.7                      89.0   \n",
       "16            36.5         36.5                     133.0   \n",
       "17            36.6         36.6                     115.0   \n",
       "18            36.6         36.6                      93.0   \n",
       "19            36.4         36.4                     115.0   \n",
       "20            36.6         36.7                     107.0   \n",
       "21            36.6         36.7                     126.0   \n",
       "22            37.2         38.2                      94.0   \n",
       "23            36.3         36.8                     129.0   \n",
       "24            36.5         36.6                     109.0   \n",
       "25            36.6         36.7                      74.0   \n",
       "26            36.8         36.9                     152.0   \n",
       "27            36.6         36.6                     146.0   \n",
       "28            36.6         36.6                     126.0   \n",
       "29            36.7         36.9                      85.0   \n",
       "...            ...          ...                       ...   \n",
       "91683         37.1         37.1                     115.0   \n",
       "91684         36.6         36.6                     103.0   \n",
       "91685         36.6         36.6                      65.0   \n",
       "91686         36.6         36.7                     115.0   \n",
       "91687         36.7         36.7                     115.0   \n",
       "91688         36.6         36.6                     115.0   \n",
       "91689         35.9         35.9                     114.0   \n",
       "91690         36.9         36.9                     155.0   \n",
       "91691         36.6         36.7                      71.0   \n",
       "91692         36.9         36.9                     110.0   \n",
       "91693         37.1         37.1                      85.0   \n",
       "91694         36.6         36.7                     115.0   \n",
       "91695         36.6         36.7                     115.0   \n",
       "91696         36.6         36.7                      58.0   \n",
       "91697         37.1         37.1                      83.0   \n",
       "91698         36.5         36.5                     104.0   \n",
       "91699         36.4         36.4                     115.0   \n",
       "91700         36.6         36.7                     115.0   \n",
       "91701         36.4         36.4                     103.0   \n",
       "91702         36.3         36.3                     115.0   \n",
       "91703         36.9         36.9                     115.0   \n",
       "91704         36.8         36.8                     115.0   \n",
       "91705         36.8         36.8                     115.0   \n",
       "91706         36.6         36.6                     143.0   \n",
       "91707         36.6         36.7                      87.0   \n",
       "91708         38.2         38.2                      87.0   \n",
       "91709         36.1         36.1                     107.0   \n",
       "91710         36.6         36.6                     115.0   \n",
       "91711         36.6         36.7                     115.0   \n",
       "91712         36.7         36.7                      89.0   \n",
       "\n",
       "       h1_sysbp_noninvasive_max  h1_sysbp_min  h1_sysbp_max  h1_mbp_min  \\\n",
       "0                         131.0         115.0         131.0        85.0   \n",
       "1                          95.0          71.0          95.0        57.0   \n",
       "2                         148.0         124.0         148.0        83.0   \n",
       "3                         130.0         106.0         136.0        71.0   \n",
       "4                         130.0         120.0         130.0        92.0   \n",
       "5                         143.0         143.0         143.0       111.0   \n",
       "6                         130.0         163.0         191.0       117.0   \n",
       "7                         119.0         106.0         119.0        60.0   \n",
       "8                         104.0          98.0         104.0        71.0   \n",
       "9                         135.0         103.0         135.0        77.0   \n",
       "10                        145.0         114.0         145.0        87.0   \n",
       "11                        131.0         131.0         131.0       102.0   \n",
       "12                        163.0         111.0         163.0       112.0   \n",
       "13                        138.0         125.0         138.0        89.0   \n",
       "14                        113.0         106.0         113.0        69.0   \n",
       "15                        119.0          89.0         119.0        77.0   \n",
       "16                        136.0         133.0         136.0        96.0   \n",
       "17                        169.0         115.0         169.0        88.0   \n",
       "18                        121.0          93.0         121.0        78.0   \n",
       "19                        130.0         110.0         146.0        66.0   \n",
       "20                        142.0         107.0         142.0        72.0   \n",
       "21                        164.0         126.0         164.0        71.0   \n",
       "22                        106.0          94.0         106.0        69.0   \n",
       "23                        159.0         129.0         159.0        90.0   \n",
       "24                        127.0         109.0         127.0        87.0   \n",
       "25                         98.0          74.0          98.0        47.0   \n",
       "26                        165.0         152.0         165.0       101.0   \n",
       "27                        170.0         146.0         170.0       108.0   \n",
       "28                        126.0         154.0         154.0        92.0   \n",
       "29                        123.0          85.0         123.0        86.0   \n",
       "...                         ...           ...           ...         ...   \n",
       "91683                     130.0         115.0         131.0        78.0   \n",
       "91684                     103.0         103.0         103.0        76.0   \n",
       "91685                      83.0          65.0          83.0        40.0   \n",
       "91686                     150.0         115.0         150.0        78.0   \n",
       "91687                     130.0         115.0         131.0        78.0   \n",
       "91688                     130.0         115.0         131.0        78.0   \n",
       "91689                     122.0         114.0         122.0        90.0   \n",
       "91690                     155.0         155.0         155.0        77.0   \n",
       "91691                     100.0          71.0         100.0        41.0   \n",
       "91692                     120.0         110.0         120.0        90.0   \n",
       "91693                      94.0          85.0          94.0        66.0   \n",
       "91694                     130.0         115.0         131.0        78.0   \n",
       "91695                     130.0         115.0         131.0        78.0   \n",
       "91696                     193.0          58.0         193.0        41.0   \n",
       "91697                      89.0          83.0          89.0        49.0   \n",
       "91698                     104.0         104.0         104.0        78.0   \n",
       "91699                     130.0         115.0         131.0        78.0   \n",
       "91700                     130.0         115.0         131.0        78.0   \n",
       "91701                     121.0         103.0         121.0        70.0   \n",
       "91702                     130.0         115.0         131.0        78.0   \n",
       "91703                     130.0         115.0         131.0        78.0   \n",
       "91704                     130.0         115.0         131.0        78.0   \n",
       "91705                     130.0         115.0         131.0        78.0   \n",
       "91706                     169.0         143.0         169.0       108.0   \n",
       "91707                      95.0          87.0          95.0        41.0   \n",
       "91708                      94.0          87.0          94.0        55.0   \n",
       "91709                     127.0         107.0         127.0        68.0   \n",
       "91710                     130.0         115.0         131.0        78.0   \n",
       "91711                     130.0         115.0         131.0        78.0   \n",
       "91712                      93.0          89.0          93.0        56.0   \n",
       "\n",
       "       h1_spo2_max  h1_spo2_min  \n",
       "0            100.0         74.0  \n",
       "1             95.0         70.0  \n",
       "2             98.0         91.0  \n",
       "3            100.0         99.0  \n",
       "4            100.0        100.0  \n",
       "5             97.0         97.0  \n",
       "6            100.0        100.0  \n",
       "7             96.0         92.0  \n",
       "8             97.0         97.0  \n",
       "9            100.0         96.0  \n",
       "10            99.0         93.0  \n",
       "11            97.0         87.0  \n",
       "12            99.0         98.0  \n",
       "13            97.0         84.0  \n",
       "14           100.0         94.0  \n",
       "15           100.0         95.0  \n",
       "16            99.0         96.0  \n",
       "17            99.0         95.0  \n",
       "18            99.0         95.0  \n",
       "19            99.0         93.0  \n",
       "20            96.0         95.0  \n",
       "21            98.0         96.0  \n",
       "22            98.0         92.0  \n",
       "23            99.0         90.0  \n",
       "24            99.0         97.0  \n",
       "25           100.0         78.0  \n",
       "26            98.0         93.0  \n",
       "27            99.0         95.0  \n",
       "28           100.0         99.0  \n",
       "29           100.0         95.0  \n",
       "...            ...          ...  \n",
       "91683         94.0         94.0  \n",
       "91684        100.0         78.0  \n",
       "91685        100.0         90.0  \n",
       "91686        100.0         78.0  \n",
       "91687         99.0         96.0  \n",
       "91688        100.0         99.0  \n",
       "91689         97.0         89.0  \n",
       "91690         91.0         91.0  \n",
       "91691         96.0         53.0  \n",
       "91692        100.0         99.0  \n",
       "91693         98.0         96.0  \n",
       "91694         99.0         96.0  \n",
       "91695         99.0         96.0  \n",
       "91696         90.0         78.0  \n",
       "91697        100.0        100.0  \n",
       "91698         99.0         97.0  \n",
       "91699         98.0         98.0  \n",
       "91700         99.0         96.0  \n",
       "91701         99.0         96.0  \n",
       "91702         99.0         96.0  \n",
       "91703         99.0         96.0  \n",
       "91704         99.0         96.0  \n",
       "91705         99.0         96.0  \n",
       "91706        100.0         98.0  \n",
       "91707        100.0         91.0  \n",
       "91708         98.0         97.0  \n",
       "91709         99.0         96.0  \n",
       "91710         99.0         96.0  \n",
       "91711         99.0         96.0  \n",
       "91712        100.0        100.0  \n",
       "\n",
       "[91713 rows x 168 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "datat = datat.drop(columns=[\"patient_id\",\"encounter_id\", \"readmission_status\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>immunosuppression</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>lymphoma</th>\n",
       "      <th>solid_tumor_with_metastasis</th>\n",
       "      <th>ethnicity_encoded</th>\n",
       "      <th>ethnicity_0</th>\n",
       "      <th>ethnicity_1</th>\n",
       "      <th>ethnicity_2</th>\n",
       "      <th>ethnicity_3</th>\n",
       "      <th>hepatic_failure</th>\n",
       "      <th>...</th>\n",
       "      <th>h1_resprate_max</th>\n",
       "      <th>h1_temp_min</th>\n",
       "      <th>h1_temp_max</th>\n",
       "      <th>h1_sysbp_noninvasive_min</th>\n",
       "      <th>h1_sysbp_noninvasive_max</th>\n",
       "      <th>h1_sysbp_min</th>\n",
       "      <th>h1_sysbp_max</th>\n",
       "      <th>h1_mbp_min</th>\n",
       "      <th>h1_spo2_max</th>\n",
       "      <th>h1_spo2_min</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>39.5</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>36.3</td>\n",
       "      <td>71.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>124.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>34.8</td>\n",
       "      <td>35.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>120.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>143.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>38.5</td>\n",
       "      <td>38.5</td>\n",
       "      <td>106.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>98.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>103.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>114.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>111.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>125.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>37.1</td>\n",
       "      <td>106.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>36.7</td>\n",
       "      <td>89.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>36.5</td>\n",
       "      <td>133.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>93.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>107.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>126.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>37.2</td>\n",
       "      <td>38.2</td>\n",
       "      <td>94.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>36.8</td>\n",
       "      <td>129.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>36.6</td>\n",
       "      <td>109.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>74.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.9</td>\n",
       "      <td>152.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>146.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>126.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.9</td>\n",
       "      <td>85.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91683</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>37.1</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91684</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>103.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91685</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>65.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91686</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91687</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91688</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91689</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.9</td>\n",
       "      <td>35.9</td>\n",
       "      <td>114.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>89.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91690</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>155.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91691</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>71.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91692</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>110.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91693</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>37.1</td>\n",
       "      <td>85.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91694</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91695</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91696</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>58.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91697</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>37.1</td>\n",
       "      <td>83.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91698</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>36.5</td>\n",
       "      <td>104.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91699</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91700</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91701</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>103.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91702</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.3</td>\n",
       "      <td>36.3</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91703</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.9</td>\n",
       "      <td>36.9</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91704</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91705</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>36.8</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91706</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>143.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91707</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>87.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91708</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>38.2</td>\n",
       "      <td>38.2</td>\n",
       "      <td>87.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91709</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>36.1</td>\n",
       "      <td>107.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91710</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.6</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91711</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>115.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91712</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>36.7</td>\n",
       "      <td>36.7</td>\n",
       "      <td>89.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91713 rows × 165 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      immunosuppression leukemia lymphoma solid_tumor_with_metastasis  \\\n",
       "0                     0        0        0                           0   \n",
       "1                     0        0        0                           0   \n",
       "2                     0        0        0                           0   \n",
       "3                     0        0        0                           0   \n",
       "4                     0        0        0                           0   \n",
       "5                     0        0        0                           0   \n",
       "6                     0        0        0                           0   \n",
       "7                     1        0        0                           0   \n",
       "8                     0        0        0                           0   \n",
       "9                     0        0        0                           0   \n",
       "10                    1        0        0                           0   \n",
       "11                    0        1        0                           0   \n",
       "12                    0        0        0                           0   \n",
       "13                    0        0        0                           0   \n",
       "14                    0        0        0                           0   \n",
       "15                    0        0        0                           0   \n",
       "16                    0        0        0                           0   \n",
       "17                    0        0        0                           0   \n",
       "18                    0        0        0                           0   \n",
       "19                    0        0        0                           0   \n",
       "20                    0        1        0                           0   \n",
       "21                    0        0        0                           0   \n",
       "22                    0        0        0                           0   \n",
       "23                    0        0        0                           0   \n",
       "24                    0        0        0                           0   \n",
       "25                    0        0        0                           0   \n",
       "26                    0        0        0                           0   \n",
       "27                    0        0        0                           0   \n",
       "28                    0        0        0                           0   \n",
       "29                    0        0        0                           0   \n",
       "...                 ...      ...      ...                         ...   \n",
       "91683                 0        0        0                           0   \n",
       "91684                 0        0        0                           0   \n",
       "91685                 0        0        0                           0   \n",
       "91686                 0        0        0                           0   \n",
       "91687                 0        0        0                           0   \n",
       "91688                 0        0        0                           0   \n",
       "91689                 0        0        0                           0   \n",
       "91690                 0        0        0                           0   \n",
       "91691                 0        0        0                           0   \n",
       "91692                 0        0        0                           0   \n",
       "91693                 0        0        0                           0   \n",
       "91694                 0        0        0                           0   \n",
       "91695                 0        0        0                           0   \n",
       "91696                 0        0        0                           0   \n",
       "91697                 0        0        0                           0   \n",
       "91698                 0        0        0                           0   \n",
       "91699                 0        0        0                           0   \n",
       "91700                 0        0        0                           0   \n",
       "91701                 0        0        0                           0   \n",
       "91702                 0        0        0                           0   \n",
       "91703                 0        0        0                           0   \n",
       "91704                 0        0        0                           0   \n",
       "91705                 0        0        0                           0   \n",
       "91706                 0        0        0                           0   \n",
       "91707                 0        0        0                           0   \n",
       "91708                 0        0        0                           1   \n",
       "91709                 0        0        0                           0   \n",
       "91710                 0        0        0                           0   \n",
       "91711                 0        0        0                           0   \n",
       "91712                 0        0        0                           0   \n",
       "\n",
       "       ethnicity_encoded  ethnicity_0  ethnicity_1  ethnicity_2  ethnicity_3  \\\n",
       "0                      2          0.0          0.0          1.0          0.0   \n",
       "1                      2          0.0          0.0          1.0          0.0   \n",
       "2                      2          0.0          0.0          1.0          0.0   \n",
       "3                      2          0.0          0.0          1.0          0.0   \n",
       "4                      2          0.0          0.0          1.0          0.0   \n",
       "5                      2          0.0          0.0          1.0          0.0   \n",
       "6                      2          0.0          0.0          1.0          0.0   \n",
       "7                      2          0.0          0.0          1.0          0.0   \n",
       "8                      2          0.0          0.0          1.0          0.0   \n",
       "9                      2          0.0          0.0          1.0          0.0   \n",
       "10                     3          0.0          0.0          0.0          1.0   \n",
       "11                     2          0.0          0.0          1.0          0.0   \n",
       "12                     2          0.0          0.0          1.0          0.0   \n",
       "13                     2          0.0          0.0          1.0          0.0   \n",
       "14                     2          0.0          0.0          1.0          0.0   \n",
       "15                     2          0.0          0.0          1.0          0.0   \n",
       "16                     2          0.0          0.0          1.0          0.0   \n",
       "17                     3          0.0          0.0          0.0          1.0   \n",
       "18                     3          0.0          0.0          0.0          1.0   \n",
       "19                     2          0.0          0.0          1.0          0.0   \n",
       "20                     2          0.0          0.0          1.0          0.0   \n",
       "21                     2          0.0          0.0          1.0          0.0   \n",
       "22                     2          0.0          0.0          1.0          0.0   \n",
       "23                     2          0.0          0.0          1.0          0.0   \n",
       "24                     2          0.0          0.0          1.0          0.0   \n",
       "25                     2          0.0          0.0          1.0          0.0   \n",
       "26                     2          0.0          0.0          1.0          0.0   \n",
       "27                     2          0.0          0.0          1.0          0.0   \n",
       "28                     2          0.0          0.0          1.0          0.0   \n",
       "29                     0          1.0          0.0          0.0          0.0   \n",
       "...                  ...          ...          ...          ...          ...   \n",
       "91683                  2          0.0          0.0          1.0          0.0   \n",
       "91684                  1          0.0          1.0          0.0          0.0   \n",
       "91685                  2          0.0          0.0          1.0          0.0   \n",
       "91686                  2          0.0          0.0          1.0          0.0   \n",
       "91687                  2          0.0          0.0          1.0          0.0   \n",
       "91688                  2          0.0          0.0          1.0          0.0   \n",
       "91689                  2          0.0          0.0          1.0          0.0   \n",
       "91690                  2          0.0          0.0          1.0          0.0   \n",
       "91691                  2          0.0          0.0          1.0          0.0   \n",
       "91692                  2          0.0          0.0          1.0          0.0   \n",
       "91693                  2          0.0          0.0          1.0          0.0   \n",
       "91694                  2          0.0          0.0          1.0          0.0   \n",
       "91695                  2          0.0          0.0          1.0          0.0   \n",
       "91696                  2          0.0          0.0          1.0          0.0   \n",
       "91697                  2          0.0          0.0          1.0          0.0   \n",
       "91698                  2          0.0          0.0          1.0          0.0   \n",
       "91699                  0          1.0          0.0          0.0          0.0   \n",
       "91700                  2          0.0          0.0          1.0          0.0   \n",
       "91701                  2          0.0          0.0          1.0          0.0   \n",
       "91702                  2          0.0          0.0          1.0          0.0   \n",
       "91703                  2          0.0          0.0          1.0          0.0   \n",
       "91704                  2          0.0          0.0          1.0          0.0   \n",
       "91705                  0          1.0          0.0          0.0          0.0   \n",
       "91706                  4          0.0          0.0          0.0          0.0   \n",
       "91707                  2          0.0          0.0          1.0          0.0   \n",
       "91708                  2          0.0          0.0          1.0          0.0   \n",
       "91709                  2          0.0          0.0          1.0          0.0   \n",
       "91710                  2          0.0          0.0          1.0          0.0   \n",
       "91711                  2          0.0          0.0          1.0          0.0   \n",
       "91712                  2          0.0          0.0          1.0          0.0   \n",
       "\n",
       "      hepatic_failure  ...  h1_resprate_max  h1_temp_min  h1_temp_max  \\\n",
       "0                   0  ...             26.0         37.5         39.5   \n",
       "1                   0  ...             31.0         36.3         36.3   \n",
       "2                   0  ...             20.0         36.7         36.7   \n",
       "3                   0  ...             12.0         34.8         35.6   \n",
       "4                   0  ...             21.0         36.6         36.7   \n",
       "5                   0  ...             12.0         36.7         36.7   \n",
       "6                   0  ...             18.0         35.0         36.8   \n",
       "7                   0  ...             28.0         38.5         38.5   \n",
       "8                   0  ...             24.0         36.9         36.9   \n",
       "9                   0  ...             29.0         36.9         36.9   \n",
       "10                  0  ...             23.0         36.8         36.8   \n",
       "11                  0  ...             21.0         36.8         36.8   \n",
       "12                  0  ...             24.0         36.6         36.7   \n",
       "13                  0  ...             31.0         36.8         36.8   \n",
       "14                  0  ...             30.0         36.3         37.1   \n",
       "15                  0  ...             20.0         35.8         36.7   \n",
       "16                  0  ...             21.0         36.5         36.5   \n",
       "17                  0  ...             21.0         36.6         36.6   \n",
       "18                  0  ...             21.0         36.6         36.6   \n",
       "19                  0  ...             18.0         36.4         36.4   \n",
       "20                  0  ...             21.0         36.6         36.7   \n",
       "21                  0  ...             21.0         36.6         36.7   \n",
       "22                  0  ...             28.0         37.2         38.2   \n",
       "23                  0  ...             36.0         36.3         36.8   \n",
       "24                  0  ...             18.0         36.5         36.6   \n",
       "25                  0  ...             29.0         36.6         36.7   \n",
       "26                  0  ...             28.0         36.8         36.9   \n",
       "27                  0  ...             23.0         36.6         36.6   \n",
       "28                  0  ...             14.0         36.6         36.6   \n",
       "29                  0  ...             18.0         36.7         36.9   \n",
       "...               ...  ...              ...          ...          ...   \n",
       "91683               0  ...             17.0         37.1         37.1   \n",
       "91684               0  ...             26.0         36.6         36.6   \n",
       "91685               0  ...             12.0         36.6         36.6   \n",
       "91686               0  ...             24.0         36.6         36.7   \n",
       "91687               0  ...             21.0         36.7         36.7   \n",
       "91688               0  ...             27.0         36.6         36.6   \n",
       "91689               0  ...             27.0         35.9         35.9   \n",
       "91690               0  ...             18.0         36.9         36.9   \n",
       "91691               0  ...             29.0         36.6         36.7   \n",
       "91692               0  ...             20.0         36.9         36.9   \n",
       "91693               0  ...             24.0         37.1         37.1   \n",
       "91694               0  ...             21.0         36.6         36.7   \n",
       "91695               0  ...             21.0         36.6         36.7   \n",
       "91696               0  ...             26.0         36.6         36.7   \n",
       "91697               0  ...             23.0         37.1         37.1   \n",
       "91698               0  ...             15.0         36.5         36.5   \n",
       "91699               0  ...             14.0         36.4         36.4   \n",
       "91700               0  ...             21.0         36.6         36.7   \n",
       "91701               0  ...             21.0         36.4         36.4   \n",
       "91702               0  ...             21.0         36.3         36.3   \n",
       "91703               0  ...             21.0         36.9         36.9   \n",
       "91704               0  ...             21.0         36.8         36.8   \n",
       "91705               0  ...             21.0         36.8         36.8   \n",
       "91706               0  ...             19.0         36.6         36.6   \n",
       "91707               0  ...             23.0         36.6         36.7   \n",
       "91708               0  ...             24.0         38.2         38.2   \n",
       "91709               0  ...             28.0         36.1         36.1   \n",
       "91710               0  ...             21.0         36.6         36.6   \n",
       "91711               0  ...             21.0         36.6         36.7   \n",
       "91712               0  ...             19.0         36.7         36.7   \n",
       "\n",
       "       h1_sysbp_noninvasive_min  h1_sysbp_noninvasive_max  h1_sysbp_min  \\\n",
       "0                         115.0                     131.0         115.0   \n",
       "1                          71.0                      95.0          71.0   \n",
       "2                         124.0                     148.0         124.0   \n",
       "3                         115.0                     130.0         106.0   \n",
       "4                         120.0                     130.0         120.0   \n",
       "5                         143.0                     143.0         143.0   \n",
       "6                         115.0                     130.0         163.0   \n",
       "7                         106.0                     119.0         106.0   \n",
       "8                          98.0                     104.0          98.0   \n",
       "9                         103.0                     135.0         103.0   \n",
       "10                        114.0                     145.0         114.0   \n",
       "11                        131.0                     131.0         131.0   \n",
       "12                        111.0                     163.0         111.0   \n",
       "13                        125.0                     138.0         125.0   \n",
       "14                        106.0                     113.0         106.0   \n",
       "15                         89.0                     119.0          89.0   \n",
       "16                        133.0                     136.0         133.0   \n",
       "17                        115.0                     169.0         115.0   \n",
       "18                         93.0                     121.0          93.0   \n",
       "19                        115.0                     130.0         110.0   \n",
       "20                        107.0                     142.0         107.0   \n",
       "21                        126.0                     164.0         126.0   \n",
       "22                         94.0                     106.0          94.0   \n",
       "23                        129.0                     159.0         129.0   \n",
       "24                        109.0                     127.0         109.0   \n",
       "25                         74.0                      98.0          74.0   \n",
       "26                        152.0                     165.0         152.0   \n",
       "27                        146.0                     170.0         146.0   \n",
       "28                        126.0                     126.0         154.0   \n",
       "29                         85.0                     123.0          85.0   \n",
       "...                         ...                       ...           ...   \n",
       "91683                     115.0                     130.0         115.0   \n",
       "91684                     103.0                     103.0         103.0   \n",
       "91685                      65.0                      83.0          65.0   \n",
       "91686                     115.0                     150.0         115.0   \n",
       "91687                     115.0                     130.0         115.0   \n",
       "91688                     115.0                     130.0         115.0   \n",
       "91689                     114.0                     122.0         114.0   \n",
       "91690                     155.0                     155.0         155.0   \n",
       "91691                      71.0                     100.0          71.0   \n",
       "91692                     110.0                     120.0         110.0   \n",
       "91693                      85.0                      94.0          85.0   \n",
       "91694                     115.0                     130.0         115.0   \n",
       "91695                     115.0                     130.0         115.0   \n",
       "91696                      58.0                     193.0          58.0   \n",
       "91697                      83.0                      89.0          83.0   \n",
       "91698                     104.0                     104.0         104.0   \n",
       "91699                     115.0                     130.0         115.0   \n",
       "91700                     115.0                     130.0         115.0   \n",
       "91701                     103.0                     121.0         103.0   \n",
       "91702                     115.0                     130.0         115.0   \n",
       "91703                     115.0                     130.0         115.0   \n",
       "91704                     115.0                     130.0         115.0   \n",
       "91705                     115.0                     130.0         115.0   \n",
       "91706                     143.0                     169.0         143.0   \n",
       "91707                      87.0                      95.0          87.0   \n",
       "91708                      87.0                      94.0          87.0   \n",
       "91709                     107.0                     127.0         107.0   \n",
       "91710                     115.0                     130.0         115.0   \n",
       "91711                     115.0                     130.0         115.0   \n",
       "91712                      89.0                      93.0          89.0   \n",
       "\n",
       "       h1_sysbp_max  h1_mbp_min  h1_spo2_max  h1_spo2_min  \n",
       "0             131.0        85.0        100.0         74.0  \n",
       "1              95.0        57.0         95.0         70.0  \n",
       "2             148.0        83.0         98.0         91.0  \n",
       "3             136.0        71.0        100.0         99.0  \n",
       "4             130.0        92.0        100.0        100.0  \n",
       "5             143.0       111.0         97.0         97.0  \n",
       "6             191.0       117.0        100.0        100.0  \n",
       "7             119.0        60.0         96.0         92.0  \n",
       "8             104.0        71.0         97.0         97.0  \n",
       "9             135.0        77.0        100.0         96.0  \n",
       "10            145.0        87.0         99.0         93.0  \n",
       "11            131.0       102.0         97.0         87.0  \n",
       "12            163.0       112.0         99.0         98.0  \n",
       "13            138.0        89.0         97.0         84.0  \n",
       "14            113.0        69.0        100.0         94.0  \n",
       "15            119.0        77.0        100.0         95.0  \n",
       "16            136.0        96.0         99.0         96.0  \n",
       "17            169.0        88.0         99.0         95.0  \n",
       "18            121.0        78.0         99.0         95.0  \n",
       "19            146.0        66.0         99.0         93.0  \n",
       "20            142.0        72.0         96.0         95.0  \n",
       "21            164.0        71.0         98.0         96.0  \n",
       "22            106.0        69.0         98.0         92.0  \n",
       "23            159.0        90.0         99.0         90.0  \n",
       "24            127.0        87.0         99.0         97.0  \n",
       "25             98.0        47.0        100.0         78.0  \n",
       "26            165.0       101.0         98.0         93.0  \n",
       "27            170.0       108.0         99.0         95.0  \n",
       "28            154.0        92.0        100.0         99.0  \n",
       "29            123.0        86.0        100.0         95.0  \n",
       "...             ...         ...          ...          ...  \n",
       "91683         131.0        78.0         94.0         94.0  \n",
       "91684         103.0        76.0        100.0         78.0  \n",
       "91685          83.0        40.0        100.0         90.0  \n",
       "91686         150.0        78.0        100.0         78.0  \n",
       "91687         131.0        78.0         99.0         96.0  \n",
       "91688         131.0        78.0        100.0         99.0  \n",
       "91689         122.0        90.0         97.0         89.0  \n",
       "91690         155.0        77.0         91.0         91.0  \n",
       "91691         100.0        41.0         96.0         53.0  \n",
       "91692         120.0        90.0        100.0         99.0  \n",
       "91693          94.0        66.0         98.0         96.0  \n",
       "91694         131.0        78.0         99.0         96.0  \n",
       "91695         131.0        78.0         99.0         96.0  \n",
       "91696         193.0        41.0         90.0         78.0  \n",
       "91697          89.0        49.0        100.0        100.0  \n",
       "91698         104.0        78.0         99.0         97.0  \n",
       "91699         131.0        78.0         98.0         98.0  \n",
       "91700         131.0        78.0         99.0         96.0  \n",
       "91701         121.0        70.0         99.0         96.0  \n",
       "91702         131.0        78.0         99.0         96.0  \n",
       "91703         131.0        78.0         99.0         96.0  \n",
       "91704         131.0        78.0         99.0         96.0  \n",
       "91705         131.0        78.0         99.0         96.0  \n",
       "91706         169.0       108.0        100.0         98.0  \n",
       "91707          95.0        41.0        100.0         91.0  \n",
       "91708          94.0        55.0         98.0         97.0  \n",
       "91709         127.0        68.0         99.0         96.0  \n",
       "91710         131.0        78.0         99.0         96.0  \n",
       "91711         131.0        78.0         99.0         96.0  \n",
       "91712          93.0        56.0        100.0        100.0  \n",
       "\n",
       "[91713 rows x 165 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(91713, 149)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerics = ['int16','int32','int64','float16','float32','float64']\n",
    "numerical_vars = list(datat.select_dtypes(include=numerics).columns)\n",
    "datat = datat[numerical_vars]\n",
    "datat.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total features: 149\n",
      "selected features: 38\n",
      "features with coefficients shrank to zero: 0\n"
     ]
    }
   ],
   "source": [
    "sel_ = SelectFromModel(C=1, penalty='l2', class_weight=\"balanced\"))\n",
    "sel_.fit(datat.drop(columns=[\"hospital_death\"]), datat[\"hospital_death\"])\n",
    "\n",
    "selected_feat = datat.drop(columns=[\"hospital_death\"]).columns[(sel_.get_support())]\n",
    "print('total features: {}'.format((datat.shape[1])))\n",
    "print('selected features: {}'.format(len(selected_feat)))\n",
    "print('features with coefficients shrank to zero: {}'.format(\n",
    "      np.sum(sel_.estimator_.coef_ == 0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['hospital_admit_source_encoded', 'd1_hco3_max', 'd1_hco3_min',\n",
       "       'd1_hemaglobin_min', 'd1_sodium_max', 'd1_sodium_min', 'd1_wbc_max',\n",
       "       'd1_wbc_min', 'apache_4a_hospital_death_prob',\n",
       "       'apache_4a_icu_death_prob', 'apache_3j_bodysystem_encoded',\n",
       "       'apache_2_bodysystem_encoded', 'icu_admit_source_2', 'icu_type_encoded',\n",
       "       'd1_diasbp_max', 'd1_heartrate_max', 'd1_heartrate_min',\n",
       "       'd1_resprate_min', 'd1_temp_min', 'h1_diasbp_max', 'h1_diasbp_min',\n",
       "       'd1_bun_min', 'd1_spo2_min', 'temp_apache', 'age', 'pre_icu_los_days',\n",
       "       'bun_apache', 'gcs_eyes_apache', 'gcs_motor_apache',\n",
       "       'gcs_verbal_apache', 'h1_heartrate_min', 'h1_heartrate_max',\n",
       "       'h1_mbp_noninvasive_min', 'h1_resprate_max', 'h1_temp_min',\n",
       "       'h1_temp_max', 'h1_sysbp_noninvasive_max', 'h1_spo2_min'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_feat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/media/mdleiton/Respaldo/repositorios/env/lib/python3.5/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "datafinal = datat[selected_feat]\n",
    "datafinal[\"hospital_death\"] = data[\"hospital_death\"]\n",
    "datafinal.to_csv(\"dataRegularizada.csv\",sep=\",\", header=True, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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