ps-base-notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load dataset\n",
    "dataset = pd.read_csv('dataset/train.csv')\n",
    "X = dataset.iloc[:, 2:59].values\n",
    "y = dataset.iloc[:, 1].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Index.sort_values of Index(['id', 'target', 'ps_ind_01', 'ps_ind_02_cat', 'ps_ind_03',\n",
       "       'ps_ind_04_cat', 'ps_ind_05_cat', 'ps_ind_06_bin', 'ps_ind_07_bin',\n",
       "       'ps_ind_08_bin', 'ps_ind_09_bin', 'ps_ind_10_bin', 'ps_ind_11_bin',\n",
       "       'ps_ind_12_bin', 'ps_ind_13_bin', 'ps_ind_14', 'ps_ind_15',\n",
       "       'ps_ind_16_bin', 'ps_ind_17_bin', 'ps_ind_18_bin', 'ps_reg_01',\n",
       "       'ps_reg_02', 'ps_reg_03', 'ps_car_01_cat', 'ps_car_02_cat',\n",
       "       'ps_car_03_cat', 'ps_car_04_cat', 'ps_car_05_cat', 'ps_car_06_cat',\n",
       "       'ps_car_07_cat', 'ps_car_08_cat', 'ps_car_09_cat', 'ps_car_10_cat',\n",
       "       'ps_car_11_cat', 'ps_car_11', 'ps_car_12', 'ps_car_13', 'ps_car_14',\n",
       "       'ps_car_15', 'ps_calc_01', 'ps_calc_02', 'ps_calc_03', 'ps_calc_04',\n",
       "       'ps_calc_05', 'ps_calc_06', 'ps_calc_07', 'ps_calc_08', 'ps_calc_09',\n",
       "       'ps_calc_10', 'ps_calc_11', 'ps_calc_12', 'ps_calc_13', 'ps_calc_14',\n",
       "       'ps_calc_15_bin', 'ps_calc_16_bin', 'ps_calc_17_bin', 'ps_calc_18_bin',\n",
       "       'ps_calc_19_bin', 'ps_calc_20_bin'],\n",
       "      dtype='object')>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = dataset.columns\n",
    "columns.sort_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#dataset.describe().transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1    0.725555\n",
      " 2    0.207612\n",
      " 3    0.047355\n",
      " 4    0.019116\n",
      "-1    0.000363\n",
      "Name: ps_ind_02_cat, dtype: float64\n",
      " 0    0.582927\n",
      " 1    0.416934\n",
      "-1    0.000139\n",
      "Name: ps_ind_04_cat, dtype: float64\n",
      " 0    0.887094\n",
      " 6    0.034714\n",
      " 4    0.030819\n",
      " 1    0.013982\n",
      " 3    0.013832\n",
      "-1    0.009760\n",
      " 2    0.007029\n",
      " 5    0.002770\n",
      "Name: ps_ind_05_cat, dtype: float64\n",
      " 11    0.348738\n",
      " 7     0.301148\n",
      " 6     0.104825\n",
      " 10    0.084150\n",
      " 4     0.043974\n",
      " 9     0.034144\n",
      " 5     0.030480\n",
      " 8     0.025357\n",
      " 3     0.011186\n",
      " 0     0.009919\n",
      " 2     0.003602\n",
      " 1     0.002297\n",
      "-1     0.000180\n",
      "Name: ps_car_01_cat, dtype: float64\n",
      " 1    0.829940\n",
      " 0    0.170052\n",
      "-1    0.000008\n",
      "Name: ps_car_02_cat, dtype: float64\n",
      "-1    0.690898\n",
      " 1    0.185999\n",
      " 0    0.123102\n",
      "Name: ps_car_03_cat, dtype: float64\n",
      "0    0.834293\n",
      "1    0.053956\n",
      "2    0.039935\n",
      "8    0.034606\n",
      "9    0.031979\n",
      "6    0.002621\n",
      "3    0.001075\n",
      "5    0.000916\n",
      "4    0.000386\n",
      "7    0.000234\n",
      "Name: ps_car_04_cat, dtype: float64\n",
      "-1    0.447825\n",
      " 1    0.290093\n",
      " 0    0.262081\n",
      "Name: ps_car_05_cat, dtype: float64\n",
      "11    0.220975\n",
      "1     0.198897\n",
      "0     0.185514\n",
      "14    0.099549\n",
      "10    0.056225\n",
      "4     0.052311\n",
      "15    0.036511\n",
      "6     0.035199\n",
      "9     0.029598\n",
      "7     0.027147\n",
      "3     0.020156\n",
      "13    0.010494\n",
      "17    0.008291\n",
      "16    0.007698\n",
      "12    0.004009\n",
      "2     0.002700\n",
      "8     0.002372\n",
      "5     0.002354\n",
      "Name: ps_car_06_cat, dtype: float64\n",
      " 1    0.929329\n",
      " 0    0.051368\n",
      "-1    0.019302\n",
      "Name: ps_car_07_cat, dtype: float64\n",
      "1    0.83208\n",
      "0    0.16792\n",
      "Name: ps_car_08_cat, dtype: float64\n",
      " 2    0.593876\n",
      " 0    0.326805\n",
      " 1    0.048857\n",
      " 3    0.024791\n",
      " 4    0.004716\n",
      "-1    0.000956\n",
      "Name: ps_car_09_cat, dtype: float64\n",
      "1    0.991544\n",
      "0    0.008160\n",
      "2    0.000296\n",
      "Name: ps_car_10_cat, dtype: float64\n",
      "104    0.142946\n",
      "103    0.040762\n",
      "64     0.037429\n",
      "87     0.028739\n",
      "32     0.021132\n",
      "28     0.021065\n",
      "5      0.021023\n",
      "99     0.020231\n",
      "65     0.018321\n",
      "82     0.017590\n",
      "83     0.015978\n",
      "38     0.015534\n",
      "10     0.014670\n",
      "68     0.014092\n",
      "22     0.014064\n",
      "60     0.013427\n",
      "39     0.012896\n",
      "70     0.012565\n",
      "101    0.012330\n",
      "78     0.012322\n",
      "12     0.012174\n",
      "67     0.011863\n",
      "16     0.011772\n",
      "11     0.011283\n",
      "92     0.010931\n",
      "85     0.010606\n",
      "48     0.010097\n",
      "51     0.010094\n",
      "27     0.009963\n",
      "80     0.009593\n",
      "         ...   \n",
      "21     0.004072\n",
      "77     0.004041\n",
      "71     0.003960\n",
      "24     0.003953\n",
      "30     0.003901\n",
      "9      0.003715\n",
      "102    0.003533\n",
      "79     0.003493\n",
      "96     0.003483\n",
      "47     0.003419\n",
      "15     0.003159\n",
      "73     0.003122\n",
      "20     0.003105\n",
      "91     0.003088\n",
      "50     0.003066\n",
      "33     0.003007\n",
      "69     0.002999\n",
      "59     0.002974\n",
      "45     0.002866\n",
      "75     0.002819\n",
      "23     0.002802\n",
      "54     0.002725\n",
      "4      0.002681\n",
      "97     0.002493\n",
      "35     0.002488\n",
      "58     0.002460\n",
      "81     0.002408\n",
      "56     0.002137\n",
      "18     0.002072\n",
      "63     0.001853\n",
      "Name: ps_car_11_cat, Length: 104, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# categorical vars\n",
    "# TODO - split, merge, drop\n",
    "# how to handle categorical values-  reference: \n",
    "# https://www.analyticsvidhya.com/blog/2015/11/easy-methods-deal-categorical-variables-predictive-modeling/\n",
    "\"\"\"\n",
    "Dummy variable trap: https://www.algosome.com/articles/dummy-variable-trap-regression.html\n",
    "The solution to the dummy variable trap is to drop one of the categorical variables \n",
    "(or alternatively, drop the intercept constant) - if there are m number of categories, \n",
    "use m-1 in the model, the value left out can be thought of as the reference value and \n",
    "the fit values of the remaining categories represent the change from this reference.\n",
    "\"\"\"\n",
    "categorical_vars = []\n",
    "new_categorical_vars = []\n",
    "for c in columns:\n",
    "    if c.endswith('cat'):\n",
    "        categorical_vars.append(c)\n",
    "        #print(c)\n",
    "        #print(dataset[c].unique())\n",
    "        frequency = dataset[c].value_counts()/dataset[c].count() \n",
    "        print(frequency)\n",
    "        #print(frequency)\n",
    "        #print(frequency[0])\n",
    "        #for f in frequency:\n",
    "            #print(f)\n",
    "            #if frequency[f] > 0.05:\n",
    "             #   print(frequency[f])\n",
    "        #dataset[c] = frequency > 0.05\n",
    "        #print(frequency)\n",
    "        #if frequency > 0.05:\n",
    "        #    new_categorical_var.append(c)            \n",
    "            \n",
    "\n",
    "    \n",
    "#print(categorical_vars)\n",
    "categorical_ds = dataset.filter(items=categorical_vars)\n",
    "#categorical_ds\n",
    "#dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ps_ind_06_bin', 'ps_ind_07_bin', 'ps_ind_08_bin', 'ps_ind_09_bin', 'ps_ind_10_bin', 'ps_ind_11_bin', 'ps_ind_12_bin', 'ps_ind_13_bin', 'ps_ind_16_bin', 'ps_ind_17_bin', 'ps_ind_18_bin', 'ps_calc_15_bin', 'ps_calc_16_bin', 'ps_calc_17_bin', 'ps_calc_18_bin', 'ps_calc_19_bin', 'ps_calc_20_bin']\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ps_ind_06_bin</th>\n",
       "      <th>ps_ind_07_bin</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595182</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595183</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595184</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595185</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595186</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595187</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595188</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595189</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595190</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595191</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595192</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595193</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>595212 rows × 17 columns</p>\n",
       "</div>"
      ],
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       "        ps_ind_10_bin  ps_ind_11_bin  ps_ind_12_bin  ps_ind_13_bin  \\\n",
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       "595192              1              0              0               0   \n",
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       "595199              1              0              0               0   \n",
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       "595203              0              1              0               0   \n",
       "595204              1              0              0               0   \n",
       "595205              1              0              0               1   \n",
       "595206              1              0              0               0   \n",
       "595207              1              0              0               0   \n",
       "595208              1              0              0               1   \n",
       "595209              1              0              0               0   \n",
       "595210              1              0              0               0   \n",
       "595211              1              0              0               0   \n",
       "\n",
       "        ps_calc_16_bin  ps_calc_17_bin  ps_calc_18_bin  ps_calc_19_bin  \\\n",
       "0                    1               1               0               0   \n",
       "1                    1               1               0               1   \n",
       "2                    1               1               0               1   \n",
       "3                    0               0               0               0   \n",
       "4                    0               0               1               1   \n",
       "5                    1               0               1               1   \n",
       "6                    1               0               0               1   \n",
       "7                    0               1               0               1   \n",
       "8                    1               0               0               0   \n",
       "9                    1               0               0               1   \n",
       "10                   1               1               0               1   \n",
       "11                   1               0               1               0   \n",
       "12                   0               1               0               0   \n",
       "13                   0               1               0               1   \n",
       "14                   0               0               0               1   \n",
       "15                   1               1               0               1   \n",
       "16                   0               1               0               0   \n",
       "17                   1               1               0               0   \n",
       "18                   0               0               1               0   \n",
       "19                   1               1               0               1   \n",
       "20                   1               0               0               1   \n",
       "21                   0               0               0               1   \n",
       "22                   0               0               0               0   \n",
       "23                   1               0               1               0   \n",
       "24                   1               1               1               0   \n",
       "25                   0               1               1               0   \n",
       "26                   1               1               1               0   \n",
       "27                   1               0               1               0   \n",
       "28                   1               1               0               0   \n",
       "29                   1               0               0               0   \n",
       "...                ...             ...             ...             ...   \n",
       "595182               0               0               1               1   \n",
       "595183               1               1               0               1   \n",
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       "595185               1               0               1               0   \n",
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       "595187               1               1               0               0   \n",
       "595188               1               1               0               0   \n",
       "595189               1               0               1               1   \n",
       "595190               0               1               0               0   \n",
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       "595193               1               0               1               0   \n",
       "595194               1               1               0               0   \n",
       "595195               1               0               0               1   \n",
       "595196               1               0               0               1   \n",
       "595197               0               1               1               1   \n",
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       "595199               0               1               0               1   \n",
       "595200               0               1               0               0   \n",
       "595201               1               0               1               1   \n",
       "595202               1               1               0               1   \n",
       "595203               0               0               0               0   \n",
       "595204               1               0               0               1   \n",
       "595205               0               1               0               0   \n",
       "595206               1               1               0               0   \n",
       "595207               1               1               0               1   \n",
       "595208               0               1               0               1   \n",
       "595209               0               1               0               0   \n",
       "595210               1               1               1               0   \n",
       "595211               1               0               0               0   \n",
       "\n",
       "        ps_calc_20_bin  \n",
       "0                    1  \n",
       "1                    0  \n",
       "2                    0  \n",
       "3                    0  \n",
       "4                    0  \n",
       "5                    1  \n",
       "6                    0  \n",
       "7                    0  \n",
       "8                    1  \n",
       "9                    0  \n",
       "10                   1  \n",
       "11                   0  \n",
       "12                   1  \n",
       "13                   0  \n",
       "14                   0  \n",
       "15                   0  \n",
       "16                   0  \n",
       "17                   0  \n",
       "18                   0  \n",
       "19                   0  \n",
       "20                   0  \n",
       "21                   0  \n",
       "22                   1  \n",
       "23                   0  \n",
       "24                   0  \n",
       "25                   1  \n",
       "26                   1  \n",
       "27                   0  \n",
       "28                   0  \n",
       "29                   0  \n",
       "...                ...  \n",
       "595182               0  \n",
       "595183               0  \n",
       "595184               1  \n",
       "595185               0  \n",
       "595186               0  \n",
       "595187               1  \n",
       "595188               0  \n",
       "595189               0  \n",
       "595190               0  \n",
       "595191               1  \n",
       "595192               1  \n",
       "595193               0  \n",
       "595194               0  \n",
       "595195               1  \n",
       "595196               1  \n",
       "595197               0  \n",
       "595198               0  \n",
       "595199               0  \n",
       "595200               0  \n",
       "595201               0  \n",
       "595202               0  \n",
       "595203               0  \n",
       "595204               0  \n",
       "595205               0  \n",
       "595206               0  \n",
       "595207               1  \n",
       "595208               1  \n",
       "595209               0  \n",
       "595210               0  \n",
       "595211               0  \n",
       "\n",
       "[595212 rows x 17 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# binary vars\n",
    "binary_vars = []\n",
    "for c in columns:\n",
    "    if c.endswith('bin'):\n",
    "        binary_vars.append(c)\n",
    "print(binary_vars)\n",
    "\n",
    "binary_ds = dataset.filter(items=binary_vars)\n",
    "binary_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ps_ind_01', 'ps_ind_03', 'ps_ind_14', 'ps_ind_15', 'ps_reg_01', 'ps_reg_02', 'ps_reg_03', 'ps_car_11', 'ps_car_12', 'ps_car_13', 'ps_car_14', 'ps_car_15', 'ps_calc_01', 'ps_calc_02', 'ps_calc_03', 'ps_calc_04', 'ps_calc_05', 'ps_calc_06', 'ps_calc_07', 'ps_calc_08', 'ps_calc_09', 'ps_calc_10', 'ps_calc_11', 'ps_calc_12', 'ps_calc_13', 'ps_calc_14']\n"
     ]
    },
    {
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       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.052972</td>\n",
       "      <td>1</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.566525</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.547723</td>\n",
       "      <td>1.719158</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.699553</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.763704</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.810864</td>\n",
       "      <td>2</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.876295</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.668228</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.402337</td>\n",
       "      <td>3</td>\n",
       "      <td>0.315278</td>\n",
       "      <td>0.464593</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.372725</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316070</td>\n",
       "      <td>0.568782</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.955903</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.575965</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.742041</td>\n",
       "      <td>3</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.984435</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.728734</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.587367</td>\n",
       "      <td>3</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.721039</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.529150</td>\n",
       "      <td>0.894751</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.666146</td>\n",
       "      <td>2</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>1.314595</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.034408</td>\n",
       "      <td>2</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.680104</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.720265</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.155692</td>\n",
       "      <td>3</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.642471</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>7</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>595182</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.941077</td>\n",
       "      <td>2</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.734917</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595183</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.953612</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.696464</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595184</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.626997</td>\n",
       "      <td>0</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.664772</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595185</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.776688</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595186</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.006231</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.845012</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595187</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.910014</td>\n",
       "      <td>0</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.696953</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595188</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.800177</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595189</th>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.808934</td>\n",
       "      <td>3</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.690221</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595190</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.316070</td>\n",
       "      <td>0.507526</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595191</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.912414</td>\n",
       "      <td>2</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.926989</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595192</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.649519</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.791875</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595193</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.362213</td>\n",
       "      <td>3</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.079888</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595194</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.711955</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595195</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.629980</td>\n",
       "      <td>2</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>1.020968</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595196</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.852936</td>\n",
       "      <td>0</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.687251</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595197</th>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.332291</td>\n",
       "      <td>2</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.901938</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595198</th>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.839643</td>\n",
       "      <td>3</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.842359</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595199</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.779022</td>\n",
       "      <td>2</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>1.055828</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595200</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.392110</td>\n",
       "      <td>3</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.787925</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595201</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.812404</td>\n",
       "      <td>3</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.605399</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595202</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.366572</td>\n",
       "      <td>2</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.744248</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595203</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.939233</td>\n",
       "      <td>3</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.135400</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595204</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.704894</td>\n",
       "      <td>3</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.795351</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595205</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.904848</td>\n",
       "      <td>3</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.603399</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595206</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.653835</td>\n",
       "      <td>3</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.903506</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595207</th>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.692820</td>\n",
       "      <td>3</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.684631</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595208</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.382027</td>\n",
       "      <td>2</td>\n",
       "      <td>0.387298</td>\n",
       "      <td>0.972145</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595209</th>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.659071</td>\n",
       "      <td>3</td>\n",
       "      <td>0.397492</td>\n",
       "      <td>0.596373</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595210</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.698212</td>\n",
       "      <td>3</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.764434</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595211</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.932649</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>595212 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ps_ind_01  ps_ind_03  ps_ind_14  ps_ind_15  ps_reg_01  ps_reg_02  \\\n",
       "0               2          5          0         11        0.7        0.2   \n",
       "1               1          7          0          3        0.8        0.4   \n",
       "2               5          9          0         12        0.0        0.0   \n",
       "3               0          2          0          8        0.9        0.2   \n",
       "4               0          0          0          9        0.7        0.6   \n",
       "5               5          4          0          6        0.9        1.8   \n",
       "6               2          3          0          8        0.6        0.1   \n",
       "7               5          4          0         13        0.7        0.4   \n",
       "8               5          3          0          6        0.9        0.7   \n",
       "9               1          2          0          4        0.9        1.4   \n",
       "10              5          2          0          3        0.5        0.4   \n",
       "11              2          3          0          9        0.9        0.1   \n",
       "12              2          1          0         10        0.5        0.2   \n",
       "13              1          3          0         12        0.7        0.9   \n",
       "14              5         11          0         10        0.8        0.6   \n",
       "15              5          3          0          5        0.4        0.3   \n",
       "16              1          1          0          9        0.6        0.3   \n",
       "17              5          6          0          4        0.9        0.5   \n",
       "18              5          8          0         12        0.3        0.3   \n",
       "19              0          2          0          8        0.9        0.3   \n",
       "20              0          2          0          3        0.4        0.7   \n",
       "21              0          5          0          8        0.7        0.4   \n",
       "22              5          6          0         11        0.6        0.4   \n",
       "23              2          2          0          3        0.2        0.2   \n",
       "24              0          2          0          9        0.4        0.2   \n",
       "25              0          7          0         13        0.1        0.2   \n",
       "26              0          4          0          8        0.6        0.2   \n",
       "27              4          6          0         12        0.9        0.8   \n",
       "28              0          0          0          8        0.2        0.3   \n",
       "29              3          2          0          8        0.9        1.0   \n",
       "...           ...        ...        ...        ...        ...        ...   \n",
       "595182          0          2          0          7        0.9        0.3   \n",
       "595183          1          9          0          6        0.7        0.4   \n",
       "595184          1          5          0          2        0.4        0.0   \n",
       "595185          0          8          0          6        0.6        0.1   \n",
       "595186          0          3          0          7        0.7        0.8   \n",
       "595187          0          7          0          6        0.7        0.3   \n",
       "595188          2          3          0          7        0.1        0.2   \n",
       "595189          3          9          0          4        0.8        0.4   \n",
       "595190          1          3          0          9        0.2        0.2   \n",
       "595191          5          3          0          8        0.4        0.0   \n",
       "595192          0          1          0          7        0.7        0.4   \n",
       "595193          0          0          0          6        0.0        0.0   \n",
       "595194          0          7          0         12        0.1        0.1   \n",
       "595195          0          3          0          1        0.8        0.3   \n",
       "595196          1          2          0          0        0.9        0.6   \n",
       "595197          1          7          0         10        0.4        0.8   \n",
       "595198          5          7          0         11        0.8        0.5   \n",
       "595199          3          3          0         13        0.7        0.3   \n",
       "595200          1          1          0          5        0.4        0.0   \n",
       "595201          0          2          0          5        0.4        0.0   \n",
       "595202          4          3          0          2        0.5        0.0   \n",
       "595203          3          3          0          5        0.9        1.4   \n",
       "595204          1          2          0         11        0.7        0.3   \n",
       "595205          0          6          0          7        0.4        0.5   \n",
       "595206          0          2          0          2        0.9        0.2   \n",
       "595207          3         10          0         13        0.5        0.3   \n",
       "595208          5          3          0          6        0.9        0.7   \n",
       "595209          1         10          0         12        0.9        0.2   \n",
       "595210          5          3          0         12        0.9        0.4   \n",
       "595211          0          8          0          7        0.1        0.2   \n",
       "\n",
       "        ps_reg_03  ps_car_11  ps_car_12  ps_car_13     ...      ps_calc_05  \\\n",
       "0        0.718070          2   0.400000   0.883679     ...               1   \n",
       "1        0.766078          3   0.316228   0.618817     ...               1   \n",
       "2       -1.000000          1   0.316228   0.641586     ...               2   \n",
       "3        0.580948          1   0.374166   0.542949     ...               4   \n",
       "4        0.840759          3   0.316070   0.565832     ...               2   \n",
       "5        2.332649          2   0.445982   0.879049     ...               1   \n",
       "6        0.617454          2   0.316228   0.639683     ...               2   \n",
       "7        0.607248          3   0.446990   0.900574     ...               2   \n",
       "8        0.901388          3   0.400000   0.780641     ...               1   \n",
       "9        2.316652          2   0.447214   1.458184     ...               2   \n",
       "10       0.795692          3   0.447214   0.875198     ...               3   \n",
       "11       0.378319          3   0.374166   0.954491     ...               2   \n",
       "12       0.548293          3   0.374166   0.765339     ...               1   \n",
       "13       0.684197          3   0.400000   0.983311     ...               1   \n",
       "14       1.052972          1   0.316228   0.566525     ...               1   \n",
       "15      -1.000000          2   0.547723   1.719158     ...               1   \n",
       "16       0.699553          3   0.316228   0.763704     ...               1   \n",
       "17       0.810864          2   0.316228   0.876295     ...               3   \n",
       "18      -1.000000          3   0.400000   0.668228     ...               1   \n",
       "19       0.402337          3   0.315278   0.464593     ...               2   \n",
       "20       1.372725          3   0.316070   0.568782     ...               4   \n",
       "21       0.955903          3   0.316228   0.575965     ...               2   \n",
       "22       0.742041          3   0.447214   0.984435     ...               2   \n",
       "23      -1.000000          2   0.400000   0.728734     ...               1   \n",
       "24       0.587367          3   0.424264   0.721039     ...               1   \n",
       "25      -1.000000          2   0.529150   0.894751     ...               2   \n",
       "26       0.666146          2   0.447214   1.314595     ...               2   \n",
       "27       1.034408          2   0.316228   0.680104     ...               1   \n",
       "28      -1.000000          2   0.447214   0.720265     ...               2   \n",
       "29       1.155692          3   0.374166   0.642471     ...               3   \n",
       "...           ...        ...        ...        ...     ...             ...   \n",
       "595182   0.941077          2   0.316228   0.734917     ...               2   \n",
       "595183   0.953612          3   0.316228   0.696464     ...               0   \n",
       "595184   0.626997          0   0.374166   0.664772     ...               1   \n",
       "595185   0.500000          3   0.316228   0.776688     ...               0   \n",
       "595186   1.006231          3   0.316228   0.845012     ...               2   \n",
       "595187   0.910014          0   0.374166   0.696953     ...               1   \n",
       "595188  -1.000000          2   0.316228   0.800177     ...               2   \n",
       "595189   0.808934          3   0.374166   0.690221     ...               1   \n",
       "595190  -1.000000          1   0.316070   0.507526     ...               3   \n",
       "595191   0.912414          2   0.400000   0.926989     ...               2   \n",
       "595192   0.649519          3   0.316228   0.791875     ...               1   \n",
       "595193   1.362213          3   0.400000   1.079888     ...               3   \n",
       "595194  -1.000000          2   0.374166   0.711955     ...               2   \n",
       "595195   0.629980          2   0.374166   1.020968     ...               4   \n",
       "595196   0.852936          0   0.374166   0.687251     ...               1   \n",
       "595197   1.332291          2   0.400000   0.901938     ...               3   \n",
       "595198   0.839643          3   0.374166   0.842359     ...               2   \n",
       "595199   0.779022          2   0.424264   1.055828     ...               2   \n",
       "595200   0.392110          3   0.400000   0.787925     ...               4   \n",
       "595201   0.812404          3   0.316228   0.605399     ...               0   \n",
       "595202   0.366572          2   0.447214   0.744248     ...               2   \n",
       "595203   1.939233          3   0.400000   1.135400     ...               1   \n",
       "595204   0.704894          3   0.374166   0.795351     ...               3   \n",
       "595205   0.904848          3   0.374166   0.603399     ...               1   \n",
       "595206   0.653835          3   0.447214   0.903506     ...               2   \n",
       "595207   0.692820          3   0.374166   0.684631     ...               0   \n",
       "595208   1.382027          2   0.387298   0.972145     ...               4   \n",
       "595209   0.659071          3   0.397492   0.596373     ...               2   \n",
       "595210   0.698212          3   0.374166   0.764434     ...               0   \n",
       "595211  -1.000000          2   0.400000   0.932649     ...               3   \n",
       "\n",
       "        ps_calc_06  ps_calc_07  ps_calc_08  ps_calc_09  ps_calc_10  \\\n",
       "0               10           1          10           1           5   \n",
       "1                9           5           8           1           7   \n",
       "2                9           1           8           2           7   \n",
       "3                7           1           8           4           2   \n",
       "4                6           3          10           2          12   \n",
       "5                8           2          11           3           8   \n",
       "6                8           1           8           3          10   \n",
       "7                7           1           6           1          13   \n",
       "8                7           3           9           4          11   \n",
       "9                8           2           9           1          11   \n",
       "10               8           2           9           4           7   \n",
       "11               8           2          10           1           8   \n",
       "12               8           4          11           1           9   \n",
       "13              10           1           8           3           8   \n",
       "14               8           2           6           3          12   \n",
       "15               9           5          10           2          13   \n",
       "16              10           6           7           3           5   \n",
       "17               8           2           9           1          10   \n",
       "18               8           3          11           2          11   \n",
       "19               8           2           5           2          10   \n",
       "20               8           3           8           1          18   \n",
       "21               9           3           7           3          13   \n",
       "22               8           0           9           0          11   \n",
       "23               8           3          10           2           4   \n",
       "24               7           4           7           2          11   \n",
       "25               9           4          10           4           9   \n",
       "26               7           2          10           0          10   \n",
       "27               7           4          10           2           4   \n",
       "28              10           3           9           2           5   \n",
       "29               7           3          12           2          11   \n",
       "...            ...         ...         ...         ...         ...   \n",
       "595182           8           2          10           4           8   \n",
       "595183           9           2           9           3           7   \n",
       "595184           6           2           9           2          10   \n",
       "595185           6           6          10           2          11   \n",
       "595186           9           3           9           2          12   \n",
       "595187          10           3           9           1           8   \n",
       "595188          10           2          11           4          11   \n",
       "595189           9           2           9           0           9   \n",
       "595190           8           3           9           3           8   \n",
       "595191           6           3           9           1           3   \n",
       "595192           7           6           9           2           8   \n",
       "595193           7           2          11           1          11   \n",
       "595194           4           4          10           6           7   \n",
       "595195           8           3           8           2          11   \n",
       "595196           7           3          10           1          18   \n",
       "595197           9           2          10           2           7   \n",
       "595198           9           5           8           2          10   \n",
       "595199           9           3           9           3           9   \n",
       "595200           8           2           8           1           5   \n",
       "595201           9           3           9           2          11   \n",
       "595202           7           3           8           2           7   \n",
       "595203           7           2          10           1          11   \n",
       "595204           6           3           8           1           3   \n",
       "595205           9           4           8           3          12   \n",
       "595206           8           3          10           2          11   \n",
       "595207           9           0           9           1          12   \n",
       "595208           8           6           8           2          12   \n",
       "595209           7           4           8           0          10   \n",
       "595210           9           4           9           2          11   \n",
       "595211          10           4          10           2           5   \n",
       "\n",
       "        ps_calc_11  ps_calc_12  ps_calc_13  ps_calc_14  \n",
       "0                9           1           5           8  \n",
       "1                3           1           1           9  \n",
       "2                4           2           7           7  \n",
       "3                2           2           4           9  \n",
       "4                3           1           1           3  \n",
       "5                4           2           0           9  \n",
       "6                3           0           0          10  \n",
       "7                7           1           3           6  \n",
       "8                4           2           1           5  \n",
       "9                3           5           0           6  \n",
       "10               6           3           3           6  \n",
       "11               9           2           1          10  \n",
       "12               6           3           3           8  \n",
       "13               2           0           4           3  \n",
       "14               4           1           3           9  \n",
       "15               5           2           6           7  \n",
       "16               3           3           1           8  \n",
       "17               9           1           3           9  \n",
       "18               3           1           6           5  \n",
       "19              10           3           1          11  \n",
       "20               7           2           2           4  \n",
       "21               5           5           3           8  \n",
       "22               8           1           3           5  \n",
       "23               7           1           3           9  \n",
       "24               5           1           2           8  \n",
       "25               6           4           4           4  \n",
       "26               4           2           4           3  \n",
       "27               7           2           2          11  \n",
       "28               3           2           0           8  \n",
       "29               2           0           4           7  \n",
       "...            ...         ...         ...         ...  \n",
       "595182          12           0           5           8  \n",
       "595183           2           2           3           7  \n",
       "595184           7           0           3           9  \n",
       "595185          10           1           1          11  \n",
       "595186          10           0           2           9  \n",
       "595187           5           1           4           9  \n",
       "595188           8           1           6           6  \n",
       "595189           7           0           8           4  \n",
       "595190           1           0           4           6  \n",
       "595191           8           2           1          11  \n",
       "595192           5           1           5           5  \n",
       "595193           6           1           3           5  \n",
       "595194           6           1           4          12  \n",
       "595195           8           0           2           5  \n",
       "595196           6           0           1          11  \n",
       "595197           4           1           3           6  \n",
       "595198           6           2           2          14  \n",
       "595199           1           1           1          10  \n",
       "595200           2           3           3          12  \n",
       "595201           4           1           2           6  \n",
       "595202          11           6           2           6  \n",
       "595203           5           2           1           6  \n",
       "595204           3           1           3           9  \n",
       "595205           7           1           2           6  \n",
       "595206           8           0           1           7  \n",
       "595207           4           1           9           6  \n",
       "595208           4           1           3           8  \n",
       "595209           3           2           2           6  \n",
       "595210           4           1           4           2  \n",
       "595211           4           4           3           8  \n",
       "\n",
       "[595212 rows x 26 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "# general vars\n",
    "general_vars = []\n",
    "for c in columns:\n",
    "    if(re.match('.*?([0-9]+)$', c)):\n",
    "        general_vars.append(c)\n",
    "        \n",
    "print(general_vars)\n",
    "general_ds = dataset.filter(items=general_vars)\n",
    "general_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ps_reg_01</th>\n",
       "      <th>ps_reg_02</th>\n",
       "      <th>ps_reg_03</th>\n",
       "      <th>ps_car_12</th>\n",
       "      <th>ps_car_13</th>\n",
       "      <th>ps_car_14</th>\n",
       "      <th>ps_car_15</th>\n",
       "      <th>ps_calc_01</th>\n",
       "      <th>ps_calc_02</th>\n",
       "      <th>ps_calc_03</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.718070</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.883679</td>\n",
       "      <td>0.370810</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.766078</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.618817</td>\n",
       "      <td>0.388716</td>\n",
       "      <td>2.449490</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.641586</td>\n",
       "      <td>0.347275</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.580948</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.542949</td>\n",
       "      <td>0.294958</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.840759</td>\n",
       "      <td>0.316070</td>\n",
       "      <td>0.565832</td>\n",
       "      <td>0.365103</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.332649</td>\n",
       "      <td>0.445982</td>\n",
       "      <td>0.879049</td>\n",
       "      <td>0.406202</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.617454</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.639683</td>\n",
       "      <td>0.368782</td>\n",
       "      <td>3.162278</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.607248</td>\n",
       "      <td>0.446990</td>\n",
       "      <td>0.900574</td>\n",
       "      <td>0.374833</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.901388</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.780641</td>\n",
       "      <td>0.407431</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.316652</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>1.458184</td>\n",
       "      <td>0.390256</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.795692</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.875198</td>\n",
       "      <td>0.429535</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.378319</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.954491</td>\n",
       "      <td>0.379342</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.548293</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.765339</td>\n",
       "      <td>0.385097</td>\n",
       "      <td>3.162278</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.684197</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.983311</td>\n",
       "      <td>0.356090</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.052972</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.566525</td>\n",
       "      <td>0.358329</td>\n",
       "      <td>2.645751</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.547723</td>\n",
       "      <td>1.719158</td>\n",
       "      <td>0.532917</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.699553</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.763704</td>\n",
       "      <td>0.349857</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.810864</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.876295</td>\n",
       "      <td>0.320780</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.668228</td>\n",
       "      <td>0.366333</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.402337</td>\n",
       "      <td>0.315278</td>\n",
       "      <td>0.464593</td>\n",
       "      <td>0.361248</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.372725</td>\n",
       "      <td>0.316070</td>\n",
       "      <td>0.568782</td>\n",
       "      <td>0.370270</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.955903</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.575965</td>\n",
       "      <td>0.358329</td>\n",
       "      <td>2.645751</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.742041</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.984435</td>\n",
       "      <td>0.368375</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.728734</td>\n",
       "      <td>0.401373</td>\n",
       "      <td>2.645751</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.587367</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.721039</td>\n",
       "      <td>0.412916</td>\n",
       "      <td>2.645751</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.529150</td>\n",
       "      <td>0.894751</td>\n",
       "      <td>0.527731</td>\n",
       "      <td>1.414214</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.666146</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>1.314595</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.034408</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.680104</td>\n",
       "      <td>0.368782</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.720265</td>\n",
       "      <td>0.441588</td>\n",
       "      <td>2.645751</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.155692</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.642471</td>\n",
       "      <td>0.382099</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595182</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.941077</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.734917</td>\n",
       "      <td>0.381445</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595183</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.953612</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.696464</td>\n",
       "      <td>0.361939</td>\n",
       "      <td>3.464102</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595184</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.626997</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.664772</td>\n",
       "      <td>0.430232</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595185</th>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.776688</td>\n",
       "      <td>0.299166</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595186</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.006231</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.845012</td>\n",
       "      <td>0.294449</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595187</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.910014</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.696953</td>\n",
       "      <td>0.431625</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595188</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.800177</td>\n",
       "      <td>0.375500</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595189</th>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.808934</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.690221</td>\n",
       "      <td>0.318591</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595190</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.316070</td>\n",
       "      <td>0.507526</td>\n",
       "      <td>0.364005</td>\n",
       "      <td>1.732051</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595191</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.912414</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.926989</td>\n",
       "      <td>0.398623</td>\n",
       "      <td>3.464102</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595192</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.649519</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.791875</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595193</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.362213</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.079888</td>\n",
       "      <td>0.339116</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595194</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.711955</td>\n",
       "      <td>0.328634</td>\n",
       "      <td>3.162278</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595195</th>\n",
       "      <td>0.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.629980</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>1.020968</td>\n",
       "      <td>0.328481</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595196</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.852936</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.687251</td>\n",
       "      <td>0.430232</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595197</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.332291</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.901938</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595198</th>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.839643</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.842359</td>\n",
       "      <td>0.321403</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595199</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.779022</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>1.055828</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595200</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.392110</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.787925</td>\n",
       "      <td>0.368511</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595201</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.812404</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.605399</td>\n",
       "      <td>0.318591</td>\n",
       "      <td>2.449490</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595202</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.366572</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.744248</td>\n",
       "      <td>0.377492</td>\n",
       "      <td>2.449490</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595203</th>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.939233</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.135400</td>\n",
       "      <td>0.350428</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595204</th>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.704894</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.795351</td>\n",
       "      <td>0.390768</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595205</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.904848</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.603399</td>\n",
       "      <td>0.320468</td>\n",
       "      <td>2.645751</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595206</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.653835</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.903506</td>\n",
       "      <td>0.429535</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595207</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.692820</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.684631</td>\n",
       "      <td>0.385487</td>\n",
       "      <td>2.645751</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595208</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.382027</td>\n",
       "      <td>0.387298</td>\n",
       "      <td>0.972145</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>3.605551</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595209</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.659071</td>\n",
       "      <td>0.397492</td>\n",
       "      <td>0.596373</td>\n",
       "      <td>0.398748</td>\n",
       "      <td>1.732051</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595210</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.698212</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>0.764434</td>\n",
       "      <td>0.384968</td>\n",
       "      <td>3.162278</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595211</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.932649</td>\n",
       "      <td>0.378021</td>\n",
       "      <td>3.741657</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>595212 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ps_reg_01  ps_reg_02  ps_reg_03  ps_car_12  ps_car_13  ps_car_14  \\\n",
       "0             0.7        0.2   0.718070   0.400000   0.883679   0.370810   \n",
       "1             0.8        0.4   0.766078   0.316228   0.618817   0.388716   \n",
       "2             0.0        0.0  -1.000000   0.316228   0.641586   0.347275   \n",
       "3             0.9        0.2   0.580948   0.374166   0.542949   0.294958   \n",
       "4             0.7        0.6   0.840759   0.316070   0.565832   0.365103   \n",
       "5             0.9        1.8   2.332649   0.445982   0.879049   0.406202   \n",
       "6             0.6        0.1   0.617454   0.316228   0.639683   0.368782   \n",
       "7             0.7        0.4   0.607248   0.446990   0.900574   0.374833   \n",
       "8             0.9        0.7   0.901388   0.400000   0.780641   0.407431   \n",
       "9             0.9        1.4   2.316652   0.447214   1.458184   0.390256   \n",
       "10            0.5        0.4   0.795692   0.447214   0.875198   0.429535   \n",
       "11            0.9        0.1   0.378319   0.374166   0.954491   0.379342   \n",
       "12            0.5        0.2   0.548293   0.374166   0.765339   0.385097   \n",
       "13            0.7        0.9   0.684197   0.400000   0.983311   0.356090   \n",
       "14            0.8        0.6   1.052972   0.316228   0.566525   0.358329   \n",
       "15            0.4        0.3  -1.000000   0.547723   1.719158   0.532917   \n",
       "16            0.6        0.3   0.699553   0.316228   0.763704   0.349857   \n",
       "17            0.9        0.5   0.810864   0.316228   0.876295   0.320780   \n",
       "18            0.3        0.3  -1.000000   0.400000   0.668228   0.366333   \n",
       "19            0.9        0.3   0.402337   0.315278   0.464593   0.361248   \n",
       "20            0.4        0.7   1.372725   0.316070   0.568782   0.370270   \n",
       "21            0.7        0.4   0.955903   0.316228   0.575965   0.358329   \n",
       "22            0.6        0.4   0.742041   0.447214   0.984435   0.368375   \n",
       "23            0.2        0.2  -1.000000   0.400000   0.728734   0.401373   \n",
       "24            0.4        0.2   0.587367   0.424264   0.721039   0.412916   \n",
       "25            0.1        0.2  -1.000000   0.529150   0.894751   0.527731   \n",
       "26            0.6        0.2   0.666146   0.447214   1.314595   0.400000   \n",
       "27            0.9        0.8   1.034408   0.316228   0.680104   0.368782   \n",
       "28            0.2        0.3  -1.000000   0.447214   0.720265   0.441588   \n",
       "29            0.9        1.0   1.155692   0.374166   0.642471   0.382099   \n",
       "...           ...        ...        ...        ...        ...        ...   \n",
       "595182        0.9        0.3   0.941077   0.316228   0.734917   0.381445   \n",
       "595183        0.7        0.4   0.953612   0.316228   0.696464   0.361939   \n",
       "595184        0.4        0.0   0.626997   0.374166   0.664772   0.430232   \n",
       "595185        0.6        0.1   0.500000   0.316228   0.776688   0.299166   \n",
       "595186        0.7        0.8   1.006231   0.316228   0.845012   0.294449   \n",
       "595187        0.7        0.3   0.910014   0.374166   0.696953   0.431625   \n",
       "595188        0.1        0.2  -1.000000   0.316228   0.800177   0.375500   \n",
       "595189        0.8        0.4   0.808934   0.374166   0.690221   0.318591   \n",
       "595190        0.2        0.2  -1.000000   0.316070   0.507526   0.364005   \n",
       "595191        0.4        0.0   0.912414   0.400000   0.926989   0.398623   \n",
       "595192        0.7        0.4   0.649519   0.316228   0.791875  -1.000000   \n",
       "595193        0.0        0.0   1.362213   0.400000   1.079888   0.339116   \n",
       "595194        0.1        0.1  -1.000000   0.374166   0.711955   0.328634   \n",
       "595195        0.8        0.3   0.629980   0.374166   1.020968   0.328481   \n",
       "595196        0.9        0.6   0.852936   0.374166   0.687251   0.430232   \n",
       "595197        0.4        0.8   1.332291   0.400000   0.901938  -1.000000   \n",
       "595198        0.8        0.5   0.839643   0.374166   0.842359   0.321403   \n",
       "595199        0.7        0.3   0.779022   0.424264   1.055828  -1.000000   \n",
       "595200        0.4        0.0   0.392110   0.400000   0.787925   0.368511   \n",
       "595201        0.4        0.0   0.812404   0.316228   0.605399   0.318591   \n",
       "595202        0.5        0.0   0.366572   0.447214   0.744248   0.377492   \n",
       "595203        0.9        1.4   1.939233   0.400000   1.135400   0.350428   \n",
       "595204        0.7        0.3   0.704894   0.374166   0.795351   0.390768   \n",
       "595205        0.4        0.5   0.904848   0.374166   0.603399   0.320468   \n",
       "595206        0.9        0.2   0.653835   0.447214   0.903506   0.429535   \n",
       "595207        0.5        0.3   0.692820   0.374166   0.684631   0.385487   \n",
       "595208        0.9        0.7   1.382027   0.387298   0.972145  -1.000000   \n",
       "595209        0.9        0.2   0.659071   0.397492   0.596373   0.398748   \n",
       "595210        0.9        0.4   0.698212   0.374166   0.764434   0.384968   \n",
       "595211        0.1        0.2  -1.000000   0.400000   0.932649   0.378021   \n",
       "\n",
       "        ps_car_15  ps_calc_01  ps_calc_02  ps_calc_03  \n",
       "0        3.605551         0.6         0.5         0.2  \n",
       "1        2.449490         0.3         0.1         0.3  \n",
       "2        3.316625         0.5         0.7         0.1  \n",
       "3        2.000000         0.6         0.9         0.1  \n",
       "4        2.000000         0.4         0.6         0.0  \n",
       "5        3.000000         0.7         0.8         0.4  \n",
       "6        3.162278         0.2         0.6         0.5  \n",
       "7        3.316625         0.1         0.5         0.1  \n",
       "8        2.828427         0.9         0.8         0.6  \n",
       "9        3.605551         0.7         0.8         0.8  \n",
       "10       2.828427         0.8         0.1         0.0  \n",
       "11       3.741657         0.3         0.7         0.5  \n",
       "12       3.162278         0.7         0.8         0.9  \n",
       "13       3.605551         0.8         0.7         0.6  \n",
       "14       2.645751         0.4         0.4         0.1  \n",
       "15       3.741657         0.5         0.4         0.2  \n",
       "16       3.605551         0.3         0.0         0.3  \n",
       "17       3.605551         0.2         0.6         0.1  \n",
       "18       2.828427         0.4         0.3         0.3  \n",
       "19       0.000000         0.7         0.3         0.2  \n",
       "20       2.000000         0.8         0.6         0.8  \n",
       "21       2.645751         0.3         0.7         0.1  \n",
       "22       3.316625         0.0         0.6         0.6  \n",
       "23       2.645751         0.3         0.7         0.6  \n",
       "24       2.645751         0.2         0.2         0.3  \n",
       "25       1.414214         0.5         0.7         0.6  \n",
       "26       3.741657         0.9         0.5         0.2  \n",
       "27       3.316625         0.7         0.1         0.5  \n",
       "28       2.645751         0.8         0.4         0.1  \n",
       "29       2.000000         0.9         0.3         0.6  \n",
       "...           ...         ...         ...         ...  \n",
       "595182   3.316625         0.3         0.1         0.7  \n",
       "595183   3.464102         0.1         0.2         0.9  \n",
       "595184   2.828427         0.5         0.7         0.7  \n",
       "595185   3.605551         0.8         0.9         0.3  \n",
       "595186   3.741657         0.0         0.0         0.0  \n",
       "595187   3.316625         0.3         0.3         0.4  \n",
       "595188   3.605551         0.0         0.9         0.3  \n",
       "595189   3.000000         0.3         0.9         0.7  \n",
       "595190   1.732051         0.7         0.2         0.0  \n",
       "595191   3.464102         0.5         0.7         0.6  \n",
       "595192   3.741657         0.7         0.5         0.9  \n",
       "595193   3.741657         0.5         0.8         0.0  \n",
       "595194   3.162278         0.3         0.4         0.1  \n",
       "595195   3.741657         0.8         0.4         0.7  \n",
       "595196   3.000000         0.7         0.1         0.9  \n",
       "595197   3.605551         0.0         0.7         0.5  \n",
       "595198   3.316625         0.5         0.3         0.1  \n",
       "595199   3.741657         0.7         0.9         0.4  \n",
       "595200   3.605551         0.1         0.1         0.7  \n",
       "595201   2.449490         0.7         0.6         0.6  \n",
       "595202   2.449490         0.7         0.5         0.0  \n",
       "595203   3.741657         0.8         0.6         0.2  \n",
       "595204   3.605551         0.5         0.5         0.5  \n",
       "595205   2.645751         0.8         0.2         0.5  \n",
       "595206   3.000000         0.1         0.8         0.8  \n",
       "595207   2.645751         0.4         0.5         0.3  \n",
       "595208   3.605551         0.2         0.2         0.0  \n",
       "595209   1.732051         0.4         0.0         0.3  \n",
       "595210   3.162278         0.0         0.7         0.0  \n",
       "595211   3.741657         0.4         0.0         0.5  \n",
       "\n",
       "[595212 rows x 10 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# float vars\n",
    "float_vars =  dataset.select_dtypes(include=['float64'])\n",
    "float_vars.sort_values\n",
    "float_vars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>id</th>\n",
       "      <th>target</th>\n",
       "      <th>ps_ind_01</th>\n",
       "      <th>ps_ind_02_cat</th>\n",
       "      <th>ps_ind_03</th>\n",
       "      <th>ps_ind_04_cat</th>\n",
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       "      <th>...</th>\n",
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       "      <th>ps_calc_12</th>\n",
       "      <th>ps_calc_13</th>\n",
       "      <th>ps_calc_14</th>\n",
       "      <th>ps_calc_15_bin</th>\n",
       "      <th>ps_calc_16_bin</th>\n",
       "      <th>ps_calc_17_bin</th>\n",
       "      <th>ps_calc_18_bin</th>\n",
       "      <th>ps_calc_19_bin</th>\n",
       "      <th>ps_calc_20_bin</th>\n",
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       "  <tbody>\n",
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       "      <th>1</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>84</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595182</th>\n",
       "      <td>1487945</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595183</th>\n",
       "      <td>1487951</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595184</th>\n",
       "      <td>1487952</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595185</th>\n",
       "      <td>1487954</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595186</th>\n",
       "      <td>1487957</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595187</th>\n",
       "      <td>1487958</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595188</th>\n",
       "      <td>1487962</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595189</th>\n",
       "      <td>1487963</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595190</th>\n",
       "      <td>1487964</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595191</th>\n",
       "      <td>1487968</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595192</th>\n",
       "      <td>1487973</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595193</th>\n",
       "      <td>1487975</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595194</th>\n",
       "      <td>1487976</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595195</th>\n",
       "      <td>1487980</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595196</th>\n",
       "      <td>1487983</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595197</th>\n",
       "      <td>1487988</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595198</th>\n",
       "      <td>1487990</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595199</th>\n",
       "      <td>1487992</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595200</th>\n",
       "      <td>1487994</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595201</th>\n",
       "      <td>1487996</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595202</th>\n",
       "      <td>1488001</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595203</th>\n",
       "      <td>1488005</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595204</th>\n",
       "      <td>1488008</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595205</th>\n",
       "      <td>1488009</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595206</th>\n",
       "      <td>1488011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595207</th>\n",
       "      <td>1488013</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595208</th>\n",
       "      <td>1488016</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595209</th>\n",
       "      <td>1488017</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595210</th>\n",
       "      <td>1488021</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595211</th>\n",
       "      <td>1488027</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>595212 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  target  ps_ind_01  ps_ind_02_cat  ps_ind_03  ps_ind_04_cat  \\\n",
       "0             7       0          2              2          5              1   \n",
       "1             9       0          1              1          7              0   \n",
       "2            13       0          5              4          9              1   \n",
       "3            16       0          0              1          2              0   \n",
       "4            17       0          0              2          0              1   \n",
       "5            19       0          5              1          4              0   \n",
       "6            20       0          2              1          3              1   \n",
       "7            22       0          5              1          4              0   \n",
       "8            26       0          5              1          3              1   \n",
       "9            28       1          1              1          2              0   \n",
       "10           34       0          5              2          2              0   \n",
       "11           35       0          2              1          3              1   \n",
       "12           36       0          2              1          1              1   \n",
       "13           43       0          1              1          3              1   \n",
       "14           46       0          5              1         11              0   \n",
       "15           48       0          5              1          3              1   \n",
       "16           50       0          1              2          1              0   \n",
       "17           58       0          5              1          6              0   \n",
       "18           61       0          5              1          8              0   \n",
       "19           64       1          0              1          2              1   \n",
       "20           65       0          0              1          2              0   \n",
       "21           66       0          0              1          5              1   \n",
       "22           72       0          5              3          6              1   \n",
       "23           74       0          2              1          2              1   \n",
       "24           77       0          0              1          2              0   \n",
       "25           78       0          0              1          7              0   \n",
       "26           79       0          0              1          4              1   \n",
       "27           80       0          4              1          6              0   \n",
       "28           84       1          0              2          0              1   \n",
       "29           85       0          3              2          2              0   \n",
       "...         ...     ...        ...            ...        ...            ...   \n",
       "595182  1487945       0          0              1          2              0   \n",
       "595183  1487951       0          1              1          9              0   \n",
       "595184  1487952       0          1              1          5              0   \n",
       "595185  1487954       0          0              2          8              1   \n",
       "595186  1487957       0          0              1          3              1   \n",
       "595187  1487958       0          0              1          7              0   \n",
       "595188  1487962       0          2              1          3              0   \n",
       "595189  1487963       0          3              1          9              0   \n",
       "595190  1487964       0          1              2          3              0   \n",
       "595191  1487968       0          5              1          3              0   \n",
       "595192  1487973       0          0              1          1              0   \n",
       "595193  1487975       0          0              2          0              0   \n",
       "595194  1487976       0          0              1          7              1   \n",
       "595195  1487980       0          0              3          3              1   \n",
       "595196  1487983       0          1              1          2              0   \n",
       "595197  1487988       0          1              1          7              1   \n",
       "595198  1487990       0          5              1          7              1   \n",
       "595199  1487992       0          3              1          3              1   \n",
       "595200  1487994       0          1              1          1              0   \n",
       "595201  1487996       0          0              2          2              1   \n",
       "595202  1488001       0          4              1          3              0   \n",
       "595203  1488005       0          3              2          3              1   \n",
       "595204  1488008       0          1              2          2              1   \n",
       "595205  1488009       0          0              3          6              1   \n",
       "595206  1488011       0          0              1          2              0   \n",
       "595207  1488013       0          3              1         10              0   \n",
       "595208  1488016       0          5              1          3              0   \n",
       "595209  1488017       0          1              1         10              0   \n",
       "595210  1488021       0          5              2          3              1   \n",
       "595211  1488027       0          0              1          8              0   \n",
       "\n",
       "        ps_ind_05_cat  ps_ind_06_bin  ps_ind_07_bin  ps_ind_08_bin  \\\n",
       "0                   0              0              1              0   \n",
       "1                   0              0              0              1   \n",
       "2                   0              0              0              1   \n",
       "3                   0              1              0              0   \n",
       "4                   0              1              0              0   \n",
       "5                   0              0              0              0   \n",
       "6                   0              0              1              0   \n",
       "7                   0              1              0              0   \n",
       "8                   0              0              0              1   \n",
       "9                   0              0              1              0   \n",
       "10                  0              0              0              1   \n",
       "11                  0              0              1              0   \n",
       "12                  0              0              0              1   \n",
       "13                  0              0              1              0   \n",
       "14                  0              0              0              0   \n",
       "15                  0              0              1              0   \n",
       "16                  0              0              0              1   \n",
       "17                  1              1              0              0   \n",
       "18                  0              1              0              0   \n",
       "19                  0              1              0              0   \n",
       "20                  0              1              0              0   \n",
       "21                  4              1              0              0   \n",
       "22                  3              0              1              0   \n",
       "23                  0              0              1              0   \n",
       "24                  0              1              0              0   \n",
       "25                  0              1              0              0   \n",
       "26                  0              0              0              1   \n",
       "27                  0              0              0              0   \n",
       "28                  4              1              0              0   \n",
       "29                  0              1              0              0   \n",
       "...               ...            ...            ...            ...   \n",
       "595182              0              1              0              0   \n",
       "595183              0              1              0              0   \n",
       "595184              0              1              0              0   \n",
       "595185              0              0              0              1   \n",
       "595186              0              0              1              0   \n",
       "595187              4              0              0              0   \n",
       "595188              0              1              0              0   \n",
       "595189              0              1              0              0   \n",
       "595190              0              1              0              0   \n",
       "595191              0              0              0              1   \n",
       "595192              0              0              1              0   \n",
       "595193             -1              0              1              0   \n",
       "595194              0              0              1              0   \n",
       "595195              0              0              1              0   \n",
       "595196              0              1              0              0   \n",
       "595197              0              0              1              0   \n",
       "595198              0              0              0              0   \n",
       "595199              0              0              0              1   \n",
       "595200              3              1              0              0   \n",
       "595201              0              0              0              0   \n",
       "595202              0              0              1              0   \n",
       "595203              0              0              1              0   \n",
       "595204              0              0              1              0   \n",
       "595205              0              0              1              0   \n",
       "595206              0              0              0              0   \n",
       "595207              0              0              0              0   \n",
       "595208              0              0              0              0   \n",
       "595209              0              1              0              0   \n",
       "595210              0              0              0              1   \n",
       "595211              0              1              0              0   \n",
       "\n",
       "             ...        ps_calc_11  ps_calc_12  ps_calc_13  ps_calc_14  \\\n",
       "0            ...                 9           1           5           8   \n",
       "1            ...                 3           1           1           9   \n",
       "2            ...                 4           2           7           7   \n",
       "3            ...                 2           2           4           9   \n",
       "4            ...                 3           1           1           3   \n",
       "5            ...                 4           2           0           9   \n",
       "6            ...                 3           0           0          10   \n",
       "7            ...                 7           1           3           6   \n",
       "8            ...                 4           2           1           5   \n",
       "9            ...                 3           5           0           6   \n",
       "10           ...                 6           3           3           6   \n",
       "11           ...                 9           2           1          10   \n",
       "12           ...                 6           3           3           8   \n",
       "13           ...                 2           0           4           3   \n",
       "14           ...                 4           1           3           9   \n",
       "15           ...                 5           2           6           7   \n",
       "16           ...                 3           3           1           8   \n",
       "17           ...                 9           1           3           9   \n",
       "18           ...                 3           1           6           5   \n",
       "19           ...                10           3           1          11   \n",
       "20           ...                 7           2           2           4   \n",
       "21           ...                 5           5           3           8   \n",
       "22           ...                 8           1           3           5   \n",
       "23           ...                 7           1           3           9   \n",
       "24           ...                 5           1           2           8   \n",
       "25           ...                 6           4           4           4   \n",
       "26           ...                 4           2           4           3   \n",
       "27           ...                 7           2           2          11   \n",
       "28           ...                 3           2           0           8   \n",
       "29           ...                 2           0           4           7   \n",
       "...          ...               ...         ...         ...         ...   \n",
       "595182       ...                12           0           5           8   \n",
       "595183       ...                 2           2           3           7   \n",
       "595184       ...                 7           0           3           9   \n",
       "595185       ...                10           1           1          11   \n",
       "595186       ...                10           0           2           9   \n",
       "595187       ...                 5           1           4           9   \n",
       "595188       ...                 8           1           6           6   \n",
       "595189       ...                 7           0           8           4   \n",
       "595190       ...                 1           0           4           6   \n",
       "595191       ...                 8           2           1          11   \n",
       "595192       ...                 5           1           5           5   \n",
       "595193       ...                 6           1           3           5   \n",
       "595194       ...                 6           1           4          12   \n",
       "595195       ...                 8           0           2           5   \n",
       "595196       ...                 6           0           1          11   \n",
       "595197       ...                 4           1           3           6   \n",
       "595198       ...                 6           2           2          14   \n",
       "595199       ...                 1           1           1          10   \n",
       "595200       ...                 2           3           3          12   \n",
       "595201       ...                 4           1           2           6   \n",
       "595202       ...                11           6           2           6   \n",
       "595203       ...                 5           2           1           6   \n",
       "595204       ...                 3           1           3           9   \n",
       "595205       ...                 7           1           2           6   \n",
       "595206       ...                 8           0           1           7   \n",
       "595207       ...                 4           1           9           6   \n",
       "595208       ...                 4           1           3           8   \n",
       "595209       ...                 3           2           2           6   \n",
       "595210       ...                 4           1           4           2   \n",
       "595211       ...                 4           4           3           8   \n",
       "\n",
       "        ps_calc_15_bin  ps_calc_16_bin  ps_calc_17_bin  ps_calc_18_bin  \\\n",
       "0                    0               1               1               0   \n",
       "1                    0               1               1               0   \n",
       "2                    0               1               1               0   \n",
       "3                    0               0               0               0   \n",
       "4                    0               0               0               1   \n",
       "5                    0               1               0               1   \n",
       "6                    0               1               0               0   \n",
       "7                    1               0               1               0   \n",
       "8                    0               1               0               0   \n",
       "9                    0               1               0               0   \n",
       "10                   0               1               1               0   \n",
       "11                   0               1               0               1   \n",
       "12                   0               0               1               0   \n",
       "13                   0               0               1               0   \n",
       "14                   0               0               0               0   \n",
       "15                   0               1               1               0   \n",
       "16                   0               0               1               0   \n",
       "17                   0               1               1               0   \n",
       "18                   0               0               0               1   \n",
       "19                   0               1               1               0   \n",
       "20                   0               1               0               0   \n",
       "21                   0               0               0               0   \n",
       "22                   0               0               0               0   \n",
       "23                   0               1               0               1   \n",
       "24                   0               1               1               1   \n",
       "25                   0               0               1               1   \n",
       "26                   0               1               1               1   \n",
       "27                   0               1               0               1   \n",
       "28                   0               1               1               0   \n",
       "29                   0               1               0               0   \n",
       "...                ...             ...             ...             ...   \n",
       "595182               0               0               0               1   \n",
       "595183               0               1               1               0   \n",
       "595184               0               0               0               0   \n",
       "595185               0               1               0               1   \n",
       "595186               0               0               1               1   \n",
       "595187               0               1               1               0   \n",
       "595188               0               1               1               0   \n",
       "595189               0               1               0               1   \n",
       "595190               0               0               1               0   \n",
       "595191               0               0               1               1   \n",
       "595192               0               1               1               0   \n",
       "595193               0               1               0               1   \n",
       "595194               0               1               1               0   \n",
       "595195               0               1               0               0   \n",
       "595196               1               1               0               0   \n",
       "595197               0               0               1               1   \n",
       "595198               0               1               1               0   \n",
       "595199               0               0               1               0   \n",
       "595200               0               0               1               0   \n",
       "595201               1               1               0               1   \n",
       "595202               0               1               1               0   \n",
       "595203               0               0               0               0   \n",
       "595204               0               1               0               0   \n",
       "595205               1               0               1               0   \n",
       "595206               0               1               1               0   \n",
       "595207               0               1               1               0   \n",
       "595208               1               0               1               0   \n",
       "595209               0               0               1               0   \n",
       "595210               0               1               1               1   \n",
       "595211               0               1               0               0   \n",
       "\n",
       "        ps_calc_19_bin  ps_calc_20_bin  \n",
       "0                    0               1  \n",
       "1                    1               0  \n",
       "2                    1               0  \n",
       "3                    0               0  \n",
       "4                    1               0  \n",
       "5                    1               1  \n",
       "6                    1               0  \n",
       "7                    1               0  \n",
       "8                    0               1  \n",
       "9                    1               0  \n",
       "10                   1               1  \n",
       "11                   0               0  \n",
       "12                   0               1  \n",
       "13                   1               0  \n",
       "14                   1               0  \n",
       "15                   1               0  \n",
       "16                   0               0  \n",
       "17                   0               0  \n",
       "18                   0               0  \n",
       "19                   1               0  \n",
       "20                   1               0  \n",
       "21                   1               0  \n",
       "22                   0               1  \n",
       "23                   0               0  \n",
       "24                   0               0  \n",
       "25                   0               1  \n",
       "26                   0               1  \n",
       "27                   0               0  \n",
       "28                   0               0  \n",
       "29                   0               0  \n",
       "...                ...             ...  \n",
       "595182               1               0  \n",
       "595183               1               0  \n",
       "595184               0               1  \n",
       "595185               0               0  \n",
       "595186               0               0  \n",
       "595187               0               1  \n",
       "595188               0               0  \n",
       "595189               1               0  \n",
       "595190               0               0  \n",
       "595191               0               1  \n",
       "595192               1               1  \n",
       "595193               0               0  \n",
       "595194               0               0  \n",
       "595195               1               1  \n",
       "595196               1               1  \n",
       "595197               1               0  \n",
       "595198               0               0  \n",
       "595199               1               0  \n",
       "595200               0               0  \n",
       "595201               1               0  \n",
       "595202               1               0  \n",
       "595203               0               0  \n",
       "595204               1               0  \n",
       "595205               0               0  \n",
       "595206               0               0  \n",
       "595207               1               1  \n",
       "595208               1               1  \n",
       "595209               0               0  \n",
       "595210               0               0  \n",
       "595211               0               0  \n",
       "\n",
       "[595212 rows x 49 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# int var\n",
    "int_vars =  dataset.select_dtypes(include=['int64'])\n",
    "int_vars.sort_values\n",
    "int_vars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "      <td>7</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 59 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  target  ps_ind_01  ps_ind_02_cat  ps_ind_03  ps_ind_04_cat  \\\n",
       "0   7       0          2              2          5              1   \n",
       "1   9       0          1              1          7              0   \n",
       "2  13       0          5              4          9              1   \n",
       "3  16       0          0              1          2              0   \n",
       "4  17       0          0              2          0              1   \n",
       "\n",
       "   ps_ind_05_cat  ps_ind_06_bin  ps_ind_07_bin  ps_ind_08_bin       ...        \\\n",
       "0              0              0              1              0       ...         \n",
       "1              0              0              0              1       ...         \n",
       "2              0              0              0              1       ...         \n",
       "3              0              1              0              0       ...         \n",
       "4              0              1              0              0       ...         \n",
       "\n",
       "   ps_calc_11  ps_calc_12  ps_calc_13  ps_calc_14  ps_calc_15_bin  \\\n",
       "0           9           1           5           8               0   \n",
       "1           3           1           1           9               0   \n",
       "2           4           2           7           7               0   \n",
       "3           2           2           4           9               0   \n",
       "4           3           1           1           3               0   \n",
       "\n",
       "   ps_calc_16_bin  ps_calc_17_bin  ps_calc_18_bin  ps_calc_19_bin  \\\n",
       "0               1               1               0               0   \n",
       "1               1               1               0               1   \n",
       "2               1               1               0               1   \n",
       "3               0               0               0               0   \n",
       "4               0               0               1               1   \n",
       "\n",
       "   ps_calc_20_bin  \n",
       "0               1  \n",
       "1               0  \n",
       "2               0  \n",
       "3               0  \n",
       "4               0  \n",
       "\n",
       "[5 rows x 59 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
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       "      <td>371991.500000</td>\n",
       "      <td>743547.500000</td>\n",
       "      <td>1.115549e+06</td>\n",
       "      <td>1.488027e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>target</th>\n",
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       "    <tr>\n",
       "      <th>ps_ind_01</th>\n",
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       "      <td>1.000000</td>\n",
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       "    <tr>\n",
       "      <th>ps_ind_02_cat</th>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>4.000000e+00</td>\n",
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       "    <tr>\n",
       "      <th>ps_ind_03</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>4.423318</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
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       "      <td>1.100000e+01</td>\n",
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       "    <tr>\n",
       "      <th>ps_ind_04_cat</th>\n",
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       "      <td>1.000000e+00</td>\n",
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       "    <tr>\n",
       "      <th>ps_ind_05_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.405188</td>\n",
       "      <td>1.350642</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_06_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.393742</td>\n",
       "      <td>0.488579</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_07_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.257033</td>\n",
       "      <td>0.436998</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_08_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.163921</td>\n",
       "      <td>0.370205</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>1.000000e+00</td>\n",
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       "    <tr>\n",
       "      <th>ps_ind_09_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.185304</td>\n",
       "      <td>0.388544</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
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       "    <tr>\n",
       "      <th>ps_ind_10_bin</th>\n",
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       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_11_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.001692</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_12_bin</th>\n",
       "      <td>595212.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
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       "    <tr>\n",
       "      <th>ps_ind_13_bin</th>\n",
       "      <td>595212.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_14</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.012451</td>\n",
       "      <td>0.127545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_15</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>7.299922</td>\n",
       "      <td>3.546042</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>1.300000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_16_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.660823</td>\n",
       "      <td>0.473430</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_17_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.121081</td>\n",
       "      <td>0.326222</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_ind_18_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.153446</td>\n",
       "      <td>0.360417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_reg_01</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.610991</td>\n",
       "      <td>0.287643</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>9.000000e-01</td>\n",
       "      <td>9.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_reg_02</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.439184</td>\n",
       "      <td>0.404264</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>6.000000e-01</td>\n",
       "      <td>1.800000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_reg_03</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.551102</td>\n",
       "      <td>0.793506</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.525000</td>\n",
       "      <td>0.720677</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>4.037945e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_01_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>8.295933</td>\n",
       "      <td>2.508270</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.100000e+01</td>\n",
       "      <td>1.100000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_02_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.829931</td>\n",
       "      <td>0.375716</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_03_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>-0.504899</td>\n",
       "      <td>0.788654</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_04_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.725192</td>\n",
       "      <td>2.153463</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_05_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>-0.157732</td>\n",
       "      <td>0.844417</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_06_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>6.555340</td>\n",
       "      <td>5.501445</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.100000e+01</td>\n",
       "      <td>1.700000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_07_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.910027</td>\n",
       "      <td>0.347106</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_08_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.832080</td>\n",
       "      <td>0.373796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_09_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>1.328890</td>\n",
       "      <td>0.978747</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>4.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_10_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.992136</td>\n",
       "      <td>0.091619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>2.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_11_cat</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>62.215674</td>\n",
       "      <td>33.012455</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>9.300000e+01</td>\n",
       "      <td>1.040000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_11</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>2.346072</td>\n",
       "      <td>0.832548</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>3.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_12</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.379945</td>\n",
       "      <td>0.058327</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.374166</td>\n",
       "      <td>4.000000e-01</td>\n",
       "      <td>1.264911e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_13</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.813265</td>\n",
       "      <td>0.224588</td>\n",
       "      <td>0.250619</td>\n",
       "      <td>0.670867</td>\n",
       "      <td>0.765811</td>\n",
       "      <td>9.061904e-01</td>\n",
       "      <td>3.720626e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_14</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.276256</td>\n",
       "      <td>0.357154</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.333167</td>\n",
       "      <td>0.368782</td>\n",
       "      <td>3.964846e-01</td>\n",
       "      <td>6.363961e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_car_15</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>3.065899</td>\n",
       "      <td>0.731366</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>3.316625</td>\n",
       "      <td>3.605551e+00</td>\n",
       "      <td>3.741657e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_01</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.449756</td>\n",
       "      <td>0.287198</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>7.000000e-01</td>\n",
       "      <td>9.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_02</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.449589</td>\n",
       "      <td>0.286893</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>7.000000e-01</td>\n",
       "      <td>9.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_03</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.449849</td>\n",
       "      <td>0.287153</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>7.000000e-01</td>\n",
       "      <td>9.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_04</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>2.372081</td>\n",
       "      <td>1.117219</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>5.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_05</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>1.885886</td>\n",
       "      <td>1.134927</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>6.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_06</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>7.689445</td>\n",
       "      <td>1.334312</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000e+00</td>\n",
       "      <td>1.000000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_07</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>3.005823</td>\n",
       "      <td>1.414564</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000e+00</td>\n",
       "      <td>9.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_08</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>9.225904</td>\n",
       "      <td>1.459672</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>1.200000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_09</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>2.339034</td>\n",
       "      <td>1.246949</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>7.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_10</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>8.433590</td>\n",
       "      <td>2.904597</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>2.500000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_11</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>5.441382</td>\n",
       "      <td>2.332871</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000e+00</td>\n",
       "      <td>1.900000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_12</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>1.441918</td>\n",
       "      <td>1.202963</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>1.000000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_13</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>2.872288</td>\n",
       "      <td>1.694887</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000e+00</td>\n",
       "      <td>1.300000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_14</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>7.539026</td>\n",
       "      <td>2.746652</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>9.000000e+00</td>\n",
       "      <td>2.300000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_15_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.122427</td>\n",
       "      <td>0.327779</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_16_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.627840</td>\n",
       "      <td>0.483381</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_17_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.554182</td>\n",
       "      <td>0.497056</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_18_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.287182</td>\n",
       "      <td>0.452447</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_19_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.349024</td>\n",
       "      <td>0.476662</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps_calc_20_bin</th>\n",
       "      <td>595212.0</td>\n",
       "      <td>0.153318</td>\n",
       "      <td>0.360295</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   count           mean            std       min  \\\n",
       "id              595212.0  743803.558435  429367.820429  7.000000   \n",
       "target          595212.0       0.036448       0.187401  0.000000   \n",
       "ps_ind_01       595212.0       1.900378       1.983789  0.000000   \n",
       "ps_ind_02_cat   595212.0       1.358943       0.664594 -1.000000   \n",
       "ps_ind_03       595212.0       4.423318       2.699902  0.000000   \n",
       "ps_ind_04_cat   595212.0       0.416794       0.493311 -1.000000   \n",
       "ps_ind_05_cat   595212.0       0.405188       1.350642 -1.000000   \n",
       "ps_ind_06_bin   595212.0       0.393742       0.488579  0.000000   \n",
       "ps_ind_07_bin   595212.0       0.257033       0.436998  0.000000   \n",
       "ps_ind_08_bin   595212.0       0.163921       0.370205  0.000000   \n",
       "ps_ind_09_bin   595212.0       0.185304       0.388544  0.000000   \n",
       "ps_ind_10_bin   595212.0       0.000373       0.019309  0.000000   \n",
       "ps_ind_11_bin   595212.0       0.001692       0.041097  0.000000   \n",
       "ps_ind_12_bin   595212.0       0.009439       0.096693  0.000000   \n",
       "ps_ind_13_bin   595212.0       0.000948       0.030768  0.000000   \n",
       "ps_ind_14       595212.0       0.012451       0.127545  0.000000   \n",
       "ps_ind_15       595212.0       7.299922       3.546042  0.000000   \n",
       "ps_ind_16_bin   595212.0       0.660823       0.473430  0.000000   \n",
       "ps_ind_17_bin   595212.0       0.121081       0.326222  0.000000   \n",
       "ps_ind_18_bin   595212.0       0.153446       0.360417  0.000000   \n",
       "ps_reg_01       595212.0       0.610991       0.287643  0.000000   \n",
       "ps_reg_02       595212.0       0.439184       0.404264  0.000000   \n",
       "ps_reg_03       595212.0       0.551102       0.793506 -1.000000   \n",
       "ps_car_01_cat   595212.0       8.295933       2.508270 -1.000000   \n",
       "ps_car_02_cat   595212.0       0.829931       0.375716 -1.000000   \n",
       "ps_car_03_cat   595212.0      -0.504899       0.788654 -1.000000   \n",
       "ps_car_04_cat   595212.0       0.725192       2.153463  0.000000   \n",
       "ps_car_05_cat   595212.0      -0.157732       0.844417 -1.000000   \n",
       "ps_car_06_cat   595212.0       6.555340       5.501445  0.000000   \n",
       "ps_car_07_cat   595212.0       0.910027       0.347106 -1.000000   \n",
       "ps_car_08_cat   595212.0       0.832080       0.373796  0.000000   \n",
       "ps_car_09_cat   595212.0       1.328890       0.978747 -1.000000   \n",
       "ps_car_10_cat   595212.0       0.992136       0.091619  0.000000   \n",
       "ps_car_11_cat   595212.0      62.215674      33.012455  1.000000   \n",
       "ps_car_11       595212.0       2.346072       0.832548 -1.000000   \n",
       "ps_car_12       595212.0       0.379945       0.058327 -1.000000   \n",
       "ps_car_13       595212.0       0.813265       0.224588  0.250619   \n",
       "ps_car_14       595212.0       0.276256       0.357154 -1.000000   \n",
       "ps_car_15       595212.0       3.065899       0.731366  0.000000   \n",
       "ps_calc_01      595212.0       0.449756       0.287198  0.000000   \n",
       "ps_calc_02      595212.0       0.449589       0.286893  0.000000   \n",
       "ps_calc_03      595212.0       0.449849       0.287153  0.000000   \n",
       "ps_calc_04      595212.0       2.372081       1.117219  0.000000   \n",
       "ps_calc_05      595212.0       1.885886       1.134927  0.000000   \n",
       "ps_calc_06      595212.0       7.689445       1.334312  0.000000   \n",
       "ps_calc_07      595212.0       3.005823       1.414564  0.000000   \n",
       "ps_calc_08      595212.0       9.225904       1.459672  2.000000   \n",
       "ps_calc_09      595212.0       2.339034       1.246949  0.000000   \n",
       "ps_calc_10      595212.0       8.433590       2.904597  0.000000   \n",
       "ps_calc_11      595212.0       5.441382       2.332871  0.000000   \n",
       "ps_calc_12      595212.0       1.441918       1.202963  0.000000   \n",
       "ps_calc_13      595212.0       2.872288       1.694887  0.000000   \n",
       "ps_calc_14      595212.0       7.539026       2.746652  0.000000   \n",
       "ps_calc_15_bin  595212.0       0.122427       0.327779  0.000000   \n",
       "ps_calc_16_bin  595212.0       0.627840       0.483381  0.000000   \n",
       "ps_calc_17_bin  595212.0       0.554182       0.497056  0.000000   \n",
       "ps_calc_18_bin  595212.0       0.287182       0.452447  0.000000   \n",
       "ps_calc_19_bin  595212.0       0.349024       0.476662  0.000000   \n",
       "ps_calc_20_bin  595212.0       0.153318       0.360295  0.000000   \n",
       "\n",
       "                          25%            50%           75%           max  \n",
       "id              371991.500000  743547.500000  1.115549e+06  1.488027e+06  \n",
       "target               0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_01            0.000000       1.000000  3.000000e+00  7.000000e+00  \n",
       "ps_ind_02_cat        1.000000       1.000000  2.000000e+00  4.000000e+00  \n",
       "ps_ind_03            2.000000       4.000000  6.000000e+00  1.100000e+01  \n",
       "ps_ind_04_cat        0.000000       0.000000  1.000000e+00  1.000000e+00  \n",
       "ps_ind_05_cat        0.000000       0.000000  0.000000e+00  6.000000e+00  \n",
       "ps_ind_06_bin        0.000000       0.000000  1.000000e+00  1.000000e+00  \n",
       "ps_ind_07_bin        0.000000       0.000000  1.000000e+00  1.000000e+00  \n",
       "ps_ind_08_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_09_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_10_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_11_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_12_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_13_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_14            0.000000       0.000000  0.000000e+00  4.000000e+00  \n",
       "ps_ind_15            5.000000       7.000000  1.000000e+01  1.300000e+01  \n",
       "ps_ind_16_bin        0.000000       1.000000  1.000000e+00  1.000000e+00  \n",
       "ps_ind_17_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_ind_18_bin        0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_reg_01            0.400000       0.700000  9.000000e-01  9.000000e-01  \n",
       "ps_reg_02            0.200000       0.300000  6.000000e-01  1.800000e+00  \n",
       "ps_reg_03            0.525000       0.720677  1.000000e+00  4.037945e+00  \n",
       "ps_car_01_cat        7.000000       7.000000  1.100000e+01  1.100000e+01  \n",
       "ps_car_02_cat        1.000000       1.000000  1.000000e+00  1.000000e+00  \n",
       "ps_car_03_cat       -1.000000      -1.000000  0.000000e+00  1.000000e+00  \n",
       "ps_car_04_cat        0.000000       0.000000  0.000000e+00  9.000000e+00  \n",
       "ps_car_05_cat       -1.000000       0.000000  1.000000e+00  1.000000e+00  \n",
       "ps_car_06_cat        1.000000       7.000000  1.100000e+01  1.700000e+01  \n",
       "ps_car_07_cat        1.000000       1.000000  1.000000e+00  1.000000e+00  \n",
       "ps_car_08_cat        1.000000       1.000000  1.000000e+00  1.000000e+00  \n",
       "ps_car_09_cat        0.000000       2.000000  2.000000e+00  4.000000e+00  \n",
       "ps_car_10_cat        1.000000       1.000000  1.000000e+00  2.000000e+00  \n",
       "ps_car_11_cat       32.000000      65.000000  9.300000e+01  1.040000e+02  \n",
       "ps_car_11            2.000000       3.000000  3.000000e+00  3.000000e+00  \n",
       "ps_car_12            0.316228       0.374166  4.000000e-01  1.264911e+00  \n",
       "ps_car_13            0.670867       0.765811  9.061904e-01  3.720626e+00  \n",
       "ps_car_14            0.333167       0.368782  3.964846e-01  6.363961e-01  \n",
       "ps_car_15            2.828427       3.316625  3.605551e+00  3.741657e+00  \n",
       "ps_calc_01           0.200000       0.500000  7.000000e-01  9.000000e-01  \n",
       "ps_calc_02           0.200000       0.400000  7.000000e-01  9.000000e-01  \n",
       "ps_calc_03           0.200000       0.500000  7.000000e-01  9.000000e-01  \n",
       "ps_calc_04           2.000000       2.000000  3.000000e+00  5.000000e+00  \n",
       "ps_calc_05           1.000000       2.000000  3.000000e+00  6.000000e+00  \n",
       "ps_calc_06           7.000000       8.000000  9.000000e+00  1.000000e+01  \n",
       "ps_calc_07           2.000000       3.000000  4.000000e+00  9.000000e+00  \n",
       "ps_calc_08           8.000000       9.000000  1.000000e+01  1.200000e+01  \n",
       "ps_calc_09           1.000000       2.000000  3.000000e+00  7.000000e+00  \n",
       "ps_calc_10           6.000000       8.000000  1.000000e+01  2.500000e+01  \n",
       "ps_calc_11           4.000000       5.000000  7.000000e+00  1.900000e+01  \n",
       "ps_calc_12           1.000000       1.000000  2.000000e+00  1.000000e+01  \n",
       "ps_calc_13           2.000000       3.000000  4.000000e+00  1.300000e+01  \n",
       "ps_calc_14           6.000000       7.000000  9.000000e+00  2.300000e+01  \n",
       "ps_calc_15_bin       0.000000       0.000000  0.000000e+00  1.000000e+00  \n",
       "ps_calc_16_bin       0.000000       1.000000  1.000000e+00  1.000000e+00  \n",
       "ps_calc_17_bin       0.000000       1.000000  1.000000e+00  1.000000e+00  \n",
       "ps_calc_18_bin       0.000000       0.000000  1.000000e+00  1.000000e+00  \n",
       "ps_calc_19_bin       0.000000       0.000000  1.000000e+00  1.000000e+00  \n",
       "ps_calc_20_bin       0.000000       0.000000  0.000000e+00  1.000000e+00  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         0\n",
       "1         1\n",
       "2         1\n",
       "3         0\n",
       "4         1\n",
       "5         1\n",
       "6         1\n",
       "7         1\n",
       "8         0\n",
       "9         1\n",
       "10        1\n",
       "11        0\n",
       "12        0\n",
       "13        1\n",
       "14        1\n",
       "15        1\n",
       "16        0\n",
       "17        0\n",
       "18        0\n",
       "19        1\n",
       "20        1\n",
       "21        1\n",
       "22        0\n",
       "23        0\n",
       "24        0\n",
       "25        0\n",
       "26        0\n",
       "27        0\n",
       "28        0\n",
       "29        0\n",
       "         ..\n",
       "595182    1\n",
       "595183    1\n",
       "595184    0\n",
       "595185    0\n",
       "595186    0\n",
       "595187    0\n",
       "595188    0\n",
       "595189    1\n",
       "595190    0\n",
       "595191    0\n",
       "595192    1\n",
       "595193    0\n",
       "595194    0\n",
       "595195    1\n",
       "595196    1\n",
       "595197    1\n",
       "595198    0\n",
       "595199    1\n",
       "595200    0\n",
       "595201    1\n",
       "595202    1\n",
       "595203    0\n",
       "595204    1\n",
       "595205    0\n",
       "595206    0\n",
       "595207    1\n",
       "595208    1\n",
       "595209    0\n",
       "595210    0\n",
       "595211    0\n",
       "Name: ps_calc_19_bin, Length: 595212, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['ps_calc_19_bin']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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