carepoint_v0_feature_selection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook describes some preliminary model building processes as I (mark burghart) start to build the 7 day mortality risk model to be used in Mediware Carepoint tool. The plan is to start with a simple logistic regression and tune to improve performance. <br>\n",
    "<br>\n",
    "General modeling process notes:<br>\n",
    "- Training/test split will be 70%/30%. The test set will be held out until final model and inputs are defined.\n",
    "- 5-fold cross validation of the training set will be used for model tuning and variable selection.\n",
    "- Recursive feature selection will be used for variable selection.\n",
    "- Grid search will be used for parameter tuning and threshold decision placement.<br>\n",
    "<br>\n",
    "Data is loaded from the carepoint_feature_engineering_py3 script and is labeled `carepoint_transformed.csv`. This data set does contain null values (which will need to be converted) and does not dummify categorical variables.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\tooling\\Anaconda3\\lib\\site-packages\\sklearn\\cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "#load libraries\n",
    "import pandas as pd\n",
    "from sklearn.cross_validation import train_test_split\n",
    "from sklearn.neighbors import KNeighborsClassifier #baseline model\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load data\n",
    "df_load = pd.read_csv('C:/Users/Mark.Burghart/Documents/projects/hospice_carepoint/data/transformed/carepoint_transformed.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "   Unnamed: 0  AdmissionKey  PatientKey  ZIPCode              StartOfCare  \\\n",
       "0      204866       6347577     1605855    78852  2017-11-09 00:00:00.000   \n",
       "1      204867       6347577     1605855    78852  2017-11-09 00:00:00.000   \n",
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       "4       72828       5817025     1608150    78827  2017-06-30 00:00:00.000   \n",
       "\n",
       "             DischargeDate  patienttaskkey  gender DateofBirth DischargeType  \\\n",
       "0  2017-11-17 00:00:00.000       411870390       2  1934-05-08          Live   \n",
       "1  2017-11-17 00:00:00.000       412011716       2  1934-05-08          Live   \n",
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       "4  2017-11-07 00:00:00.000       379460838       1  1937-07-02          Live   \n",
       "\n",
       "      ...      Tiredness_change Wellbeing_change        Age  \\\n",
       "0     ...                   NaN              NaN  83.508902   \n",
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       "2     ...                  -1.0              0.0  83.525329   \n",
       "3     ...                   NaN              NaN  79.996167   \n",
       "4     ...                   0.0              2.0  80.004381   \n",
       "\n",
       "  death_within_7_days ESAS_visit_total 3_visit_max_esas 5_visit_max_esas  \\\n",
       "0                   0             22.0              NaN              NaN   \n",
       "1                   0             22.0              NaN              NaN   \n",
       "2                   0             21.0             22.0              NaN   \n",
       "3                   0             19.0              NaN              NaN   \n",
       "4                   0             34.0              NaN              NaN   \n",
       "\n",
       "  3_visit_mean_esas 5_visit_mean_esas  ESAS_change  \n",
       "0               NaN               NaN          NaN  \n",
       "1               NaN               NaN          0.0  \n",
       "2         21.666667               NaN         -1.0  \n",
       "3               NaN               NaN          NaN  \n",
       "4               NaN               NaN         15.0  \n",
       "\n",
       "[5 rows x 94 columns]"
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     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_load.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 271541 entries, 0 to 271540\n",
      "Data columns (total 94 columns):\n",
      "Unnamed: 0                        271541 non-null int64\n",
      "AdmissionKey                      271541 non-null int64\n",
      "PatientKey                        271541 non-null int64\n",
      "ZIPCode                           271541 non-null int64\n",
      "StartOfCare                       271541 non-null object\n",
      "DischargeDate                     270230 non-null object\n",
      "patienttaskkey                    271541 non-null int64\n",
      "gender                            271541 non-null int64\n",
      "DateofBirth                       271541 non-null object\n",
      "DischargeType                     271541 non-null object\n",
      "DischargeStatus                   271541 non-null object\n",
      "DischargeReason                   53206 non-null object\n",
      "AdvanceDirective                  271512 non-null object\n",
      "TerminalDiagnosis                 271541 non-null object\n",
      "DiagnosisDesc                     271541 non-null object\n",
      "ReferralType                      271540 non-null object\n",
      "LevelofCare                       271510 non-null object\n",
      "Race                              218233 non-null object\n",
      "InsuranceType                     271541 non-null object\n",
      "PatientKey:1                      271541 non-null int64\n",
      "AdmissionKey:1                    271541 non-null int64\n",
      "StartOfCare:1                     271541 non-null object\n",
      "DischargeDate:1                   270230 non-null object\n",
      "patienttaskkey:1                  271541 non-null int64\n",
      "TaskTargetDate                    271541 non-null object\n",
      "VisitDate                         271541 non-null object\n",
      "patienttaskkey:2                  271541 non-null int64\n",
      "Anxiety                           233967 non-null float64\n",
      "Depression                        195234 non-null float64\n",
      "Drowsiness                        244036 non-null float64\n",
      "Lack_of_Appetite                  240571 non-null float64\n",
      "Nausea                            234183 non-null float64\n",
      "Pain                              255384 non-null float64\n",
      "Shortness_of_Breath               253326 non-null float64\n",
      "Tiredness                         242461 non-null float64\n",
      "Wellbeing                         212131 non-null float64\n",
      "cutdate                           270230 non-null object\n",
      "LengthOfCare_days                 271541 non-null int64\n",
      "diagnosis_group                   271541 non-null object\n",
      "icd10_cluster                     271541 non-null object\n",
      "icd10_group                       271541 non-null object\n",
      "3_visit_max_anxiety               180267 non-null float64\n",
      "3_visit_max_depression            143743 non-null float64\n",
      "3_visit_max_drowsiness            190827 non-null float64\n",
      "3_visit_max_lackofappetite        187029 non-null float64\n",
      "3_visit_max_nausea                181350 non-null float64\n",
      "3_visit_max_pain                  204064 non-null float64\n",
      "3_visit_max_shortnessofbreath     200961 non-null float64\n",
      "3_visit_max_tiredness             189947 non-null float64\n",
      "3_visit_max_wellbeing             159514 non-null float64\n",
      "5_visit_max_anxiety               144926 non-null float64\n",
      "5_visit_max_depression            113705 non-null float64\n",
      "5_visit_max_drowsiness            154713 non-null float64\n",
      "5_visit_max_lackofappetite        151025 non-null float64\n",
      "5_visit_max_nausea                146431 non-null float64\n",
      "5_visit_max_pain                  166931 non-null float64\n",
      "5_visit_max_shortnessofbreath     163671 non-null float64\n",
      "5_visit_max_tiredness             154153 non-null float64\n",
      "5_visit_max_wellbeing             127313 non-null float64\n",
      "3_visit_mean_anxiety              180267 non-null float64\n",
      "3_visit_mean_depression           143743 non-null float64\n",
      "3_visit_mean_drowsiness           190827 non-null float64\n",
      "3_visit_mean_lackofappetite       187029 non-null float64\n",
      "3_visit_mean_nausea               181350 non-null float64\n",
      "3_visit_mean_pain                 204064 non-null float64\n",
      "3_visit_mean_shortnessofbreath    200961 non-null float64\n",
      "3_visit_mean_tiredness            189947 non-null float64\n",
      "3_visit_mean_wellbeing            159514 non-null float64\n",
      "5_visit_mean_anxiety              144926 non-null float64\n",
      "5_visit_mean_depression           113705 non-null float64\n",
      "5_visit_mean_drowsiness           154713 non-null float64\n",
      "5_visit_mean_lackofappetite       151025 non-null float64\n",
      "5_visit_mean_nausea               146431 non-null float64\n",
      "5_visit_mean_pain                 166931 non-null float64\n",
      "5_visit_mean_shortnessofbreath    163671 non-null float64\n",
      "5_visit_mean_tiredness            154153 non-null float64\n",
      "5_visit_mean_wellbeing            127313 non-null float64\n",
      "Anxiety_change                    203574 non-null float64\n",
      "Depression_change                 164595 non-null float64\n",
      "Drowsiness_change                 214342 non-null float64\n",
      "LackofAppetite_change             210543 non-null float64\n",
      "Nausea_change                     204295 non-null float64\n",
      "Pain_change                       227520 non-null float64\n",
      "ShortnessofBreath_change          224699 non-null float64\n",
      "Tiredness_change                  213227 non-null float64\n",
      "Wellbeing_change                  181447 non-null float64\n",
      "Age                               271541 non-null float64\n",
      "death_within_7_days               271541 non-null int64\n",
      "ESAS_visit_total                  177429 non-null float64\n",
      "3_visit_max_esas                  125829 non-null float64\n",
      "5_visit_max_esas                  97303 non-null float64\n",
      "3_visit_mean_esas                 125829 non-null float64\n",
      "5_visit_mean_esas                 97303 non-null float64\n",
      "ESAS_change                       146139 non-null float64\n",
      "dtypes: float64(61), int64(12), object(21)\n",
      "memory usage: 194.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df_load.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop unnecessary columns for model building\n",
    "df = df_load.drop(['Unnamed: 0', 'AdmissionKey', 'PatientKey', 'ZIPCode', 'StartOfCare', 'DischargeDate', 'patienttaskkey', \n",
    "                  'DateofBirth', 'DischargeType', 'DischargeStatus', 'DischargeReason', 'TerminalDiagnosis',\n",
    "                  'DiagnosisDesc', 'PatientKey:1', 'AdmissionKey:1', 'StartOfCare:1', 'DischargeDate:1', 'patienttaskkey:1',\n",
    "                  'TaskTargetDate', 'VisitDate', 'patienttaskkey:2', 'cutdate', 'diagnosis_group', 'icd10_group'], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 271541 entries, 0 to 271540\n",
      "Data columns (total 70 columns):\n",
      "gender                            271541 non-null int64\n",
      "AdvanceDirective                  271512 non-null object\n",
      "ReferralType                      271540 non-null object\n",
      "LevelofCare                       271510 non-null object\n",
      "Race                              218233 non-null object\n",
      "InsuranceType                     271541 non-null object\n",
      "Anxiety                           233967 non-null float64\n",
      "Depression                        195234 non-null float64\n",
      "Drowsiness                        244036 non-null float64\n",
      "Lack_of_Appetite                  240571 non-null float64\n",
      "Nausea                            234183 non-null float64\n",
      "Pain                              255384 non-null float64\n",
      "Shortness_of_Breath               253326 non-null float64\n",
      "Tiredness                         242461 non-null float64\n",
      "Wellbeing                         212131 non-null float64\n",
      "LengthOfCare_days                 271541 non-null int64\n",
      "icd10_cluster                     271541 non-null object\n",
      "3_visit_max_anxiety               180267 non-null float64\n",
      "3_visit_max_depression            143743 non-null float64\n",
      "3_visit_max_drowsiness            190827 non-null float64\n",
      "3_visit_max_lackofappetite        187029 non-null float64\n",
      "3_visit_max_nausea                181350 non-null float64\n",
      "3_visit_max_pain                  204064 non-null float64\n",
      "3_visit_max_shortnessofbreath     200961 non-null float64\n",
      "3_visit_max_tiredness             189947 non-null float64\n",
      "3_visit_max_wellbeing             159514 non-null float64\n",
      "5_visit_max_anxiety               144926 non-null float64\n",
      "5_visit_max_depression            113705 non-null float64\n",
      "5_visit_max_drowsiness            154713 non-null float64\n",
      "5_visit_max_lackofappetite        151025 non-null float64\n",
      "5_visit_max_nausea                146431 non-null float64\n",
      "5_visit_max_pain                  166931 non-null float64\n",
      "5_visit_max_shortnessofbreath     163671 non-null float64\n",
      "5_visit_max_tiredness             154153 non-null float64\n",
      "5_visit_max_wellbeing             127313 non-null float64\n",
      "3_visit_mean_anxiety              180267 non-null float64\n",
      "3_visit_mean_depression           143743 non-null float64\n",
      "3_visit_mean_drowsiness           190827 non-null float64\n",
      "3_visit_mean_lackofappetite       187029 non-null float64\n",
      "3_visit_mean_nausea               181350 non-null float64\n",
      "3_visit_mean_pain                 204064 non-null float64\n",
      "3_visit_mean_shortnessofbreath    200961 non-null float64\n",
      "3_visit_mean_tiredness            189947 non-null float64\n",
      "3_visit_mean_wellbeing            159514 non-null float64\n",
      "5_visit_mean_anxiety              144926 non-null float64\n",
      "5_visit_mean_depression           113705 non-null float64\n",
      "5_visit_mean_drowsiness           154713 non-null float64\n",
      "5_visit_mean_lackofappetite       151025 non-null float64\n",
      "5_visit_mean_nausea               146431 non-null float64\n",
      "5_visit_mean_pain                 166931 non-null float64\n",
      "5_visit_mean_shortnessofbreath    163671 non-null float64\n",
      "5_visit_mean_tiredness            154153 non-null float64\n",
      "5_visit_mean_wellbeing            127313 non-null float64\n",
      "Anxiety_change                    203574 non-null float64\n",
      "Depression_change                 164595 non-null float64\n",
      "Drowsiness_change                 214342 non-null float64\n",
      "LackofAppetite_change             210543 non-null float64\n",
      "Nausea_change                     204295 non-null float64\n",
      "Pain_change                       227520 non-null float64\n",
      "ShortnessofBreath_change          224699 non-null float64\n",
      "Tiredness_change                  213227 non-null float64\n",
      "Wellbeing_change                  181447 non-null float64\n",
      "Age                               271541 non-null float64\n",
      "death_within_7_days               271541 non-null int64\n",
      "ESAS_visit_total                  177429 non-null float64\n",
      "3_visit_max_esas                  125829 non-null float64\n",
      "5_visit_max_esas                  97303 non-null float64\n",
      "3_visit_mean_esas                 125829 non-null float64\n",
      "5_visit_mean_esas                 97303 non-null float64\n",
      "ESAS_change                       146139 non-null float64\n",
      "dtypes: float64(61), int64(3), object(6)\n",
      "memory usage: 145.0+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dummify:\n",
    " - AdvanceDirective\n",
    " - ReferralType\n",
    " - LevelofCare\n",
    " - Race\n",
    " - InsuranceType\n",
    " - icd10_cluster\n",
    " <br><br>\n",
    " *NOTE*: At this stage, I am not dummifying all ICD10 codes, only the most inclusive groupings, as full dummification would result in 19,000 variables, group would result in ~500 variables.\n",
    " \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## One-hot encodings\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes - Do Not Resuscitate (DNR)                            159850\n",
      " No                                                        96061\n",
      "Yes - Full Code / Advanced Cardiac Life Support (ACLS)     11861\n",
      "Living Will                                                 3740\n",
      "Name: AdvanceDirective, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#AdvanceDirective: 4 categories\n",
    "print(df.AdvanceDirective.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.get_dummies(df, prefix=['AdvanceDirective'], columns=['AdvanceDirective'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clinic or physician's office        85134\n",
      "Non-health care facility            83058\n",
      "Transfer from hospital              57416\n",
      "Transfer from Home Health Agency    17753\n",
      "Transfer from SNF or ICF            17106\n",
      "Transfer from Hospice                6345\n",
      "Information not available            4721\n",
      "Court/Law Enforcement                   7\n",
      "Name: ReferralType, dtype: int64\n",
      "Wall time: 53.1 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "#ReferralType = 8 categories\n",
    "print(df.ReferralType.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.get_dummies(df, prefix = ['ReferralType'], columns = ['ReferralType'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Routine             253248\n",
      "Inpatient (GIP)       9759\n",
      "Continuous (CHC)      7197\n",
      "Respite               1306\n",
      "Name: LevelofCare, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#LevelofCare = 4 categories\n",
    "print(df.LevelofCare.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    " df = pd.get_dummies(df, prefix = ['LevelofCare'], columns = ['LevelofCare'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "White                                  161454\n",
      "Hispanic or Latino                      27653\n",
      "Black or African American               19219\n",
      "Asian                                    7241\n",
      "American Indian or Alaskan Native        1933\n",
      "Native Hawaiian or Pacific Islander       733\n",
      "Name: Race, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#race\n",
    "print(df.Race.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.get_dummies(df, prefix = ['Race'], columns = ['Race'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Medicare Traditional                        248709\n",
      "Medicaid Traditional                          5635\n",
      "Private HMO/Managed Care                      4345\n",
      "Private Insurance                             4330\n",
      "Medicaid (HMO/Managed Care)                   3252\n",
      "None- No Charge for Current Service           2691\n",
      "Veteran Administration Plan                    749\n",
      "Other                                          452\n",
      "Medicare (Advantage/PFFS)                      358\n",
      "Self-Pay                                       350\n",
      "Medicare (HMO/Per Visit)                       315\n",
      "TRICARE                                        150\n",
      "Other Government                               118\n",
      "Title Progams (e.g. Title III, V, or XX)        37\n",
      "Private Pay                                     35\n",
      "Unknown                                         12\n",
      "Medicaid Room and Board                          3\n",
      "Name: InsuranceType, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#insurance type\n",
    "print(df.InsuranceType.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.get_dummies(df, prefix = ['InsuranceType'], columns = ['InsuranceType'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Diseases of the circulatory system                                                                     75377\n",
      "Neoplasms                                                                                              75010\n",
      "Diseases of the nervous system                                                                         63606\n",
      "Diseases of the respiratory system                                                                     28583\n",
      "Endocrine, nutritional, and metabolic diseases                                                          7150\n",
      "Diseases of the digestive system                                                                        6627\n",
      "Diseases of the genitourinary system                                                                    6450\n",
      "Symptoms, signs and abnormal clinical and laboratory findings, not elsewhere classified                 4052\n",
      "Certain infectious and parasitic diseases                                                               1335\n",
      "Mental and behavioural disorders                                                                         883\n",
      "Injury, poisonining, and certain other consequences of external causes                                   718\n",
      "Diseases of the musculoskeletal system and connective tissue                                             635\n",
      "Diseases of the blood and blood-forming organs and certain disorders involving the immune mechanism      581\n",
      "Diseases of the skin and subcutaneous tissue                                                             257\n",
      "Congenital malformations, deformations and chromosomal abnormalities                                     209\n",
      "Factors influencing health status and contact with health services                                        64\n",
      "Certain conditions originating in the perinatal period                                                     4\n",
      "Name: icd10_cluster, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#icd10_cluster\n",
    "print(df.icd10_cluster.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.get_dummies(df, prefix = ['icd10_cluster'], columns = ['icd10_cluster'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "   gender  Anxiety  Depression  Drowsiness  Lack_of_Appetite  Nausea  Pain  \\\n",
       "0       2      1.0         2.0         2.0               6.0     0.0   0.0   \n",
       "1       2      1.0         2.0         2.0               6.0     0.0   0.0   \n",
       "2       2      1.0         2.0         2.0               6.0     0.0   0.0   \n",
       "3       1      1.0         2.0         1.0               3.0     0.0   3.0   \n",
       "4       1      3.0         4.0         2.0               5.0     0.0   7.0   \n",
       "\n",
       "   Shortness_of_Breath  Tiredness  Wellbeing  \\\n",
       "0                  2.0        4.0        5.0   \n",
       "1                  2.0        4.0        5.0   \n",
       "2                  2.0        3.0        5.0   \n",
       "3                  0.0        6.0        3.0   \n",
       "4                  2.0        6.0        5.0   \n",
       "\n",
       "                                                   ...                                                    \\\n",
       "0                                                  ...                                                     \n",
       "1                                                  ...                                                     \n",
       "2                                                  ...                                                     \n",
       "3                                                  ...                                                     \n",
       "4                                                  ...                                                     \n",
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       "   icd10_cluster_Diseases of the musculoskeletal system and connective tissue  \\\n",
       "0                                                  0                            \n",
       "1                                                  0                            \n",
       "2                                                  0                            \n",
       "3                                                  0                            \n",
       "4                                                  0                            \n",
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       "   icd10_cluster_Diseases of the nervous system  \\\n",
       "0                                             0   \n",
       "1                                             0   \n",
       "2                                             0   \n",
       "3                                             0   \n",
       "4                                             0   \n",
       "\n",
       "   icd10_cluster_Diseases of the respiratory system  \\\n",
       "0                                                 0   \n",
       "1                                                 0   \n",
       "2                                                 0   \n",
       "3                                                 0   \n",
       "4                                                 0   \n",
       "\n",
       "   icd10_cluster_Diseases of the skin and subcutaneous tissue  \\\n",
       "0                                                  0            \n",
       "1                                                  0            \n",
       "2                                                  0            \n",
       "3                                                  0            \n",
       "4                                                  0            \n",
       "\n",
       "   icd10_cluster_Endocrine, nutritional, and metabolic diseases  \\\n",
       "0                                                  0              \n",
       "1                                                  0              \n",
       "2                                                  0              \n",
       "3                                                  0              \n",
       "4                                                  0              \n",
       "\n",
       "   icd10_cluster_Factors influencing health status and contact with health services  \\\n",
       "0                                                  0                                  \n",
       "1                                                  0                                  \n",
       "2                                                  0                                  \n",
       "3                                                  0                                  \n",
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       "   icd10_cluster_Mental and behavioural disorders  icd10_cluster_Neoplasms  \\\n",
       "0                                               0                        0   \n",
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       "0                                                  0                                                      \n",
       "1                                                  0                                                      \n",
       "2                                                  0                                                      \n",
       "3                                                  0                                                      \n",
       "4                                                  0                                                      \n",
       "\n",
       "[5 rows x 120 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#write out file for model building\n",
    "df.to_csv('C:/Users/Mark.Burghart/Documents/projects/hospice_carepoint/data/transformed/carepoint_transformed_dummied.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling Missing Data\n",
    "Missing data is going to be an issue... Most of the variables have some NaNs, which is going to make building this model challenging, as each input variable needs to be included to be the most informative. That being said, taking mean/median inputs for missing values will be better than nothing. Additionally, factoring in kNN imputation could be worthwhile, too. But that will need to occur in another notebook (and likely closer to end of data product development). <br>\n",
    "<br>\n",
    "current `df` has all missing or None/NaN values set to **0** to allow for the change over time variables to show trends. Future implementations should assess column mean, median, and kNN imputations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
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       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>204867</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>204868</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>72826</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>72828</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>72827</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>72831</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>72829</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>72830</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>72832</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>72833</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>72834</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>72835</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>72836</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>72837</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>72838</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>72839</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>72840</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>72841</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>72843</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>72842</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>72844</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>72845</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>72846</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>72847</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>72848</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>72849</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>53347</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>53348</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>53351</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</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>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>70</th>\n",
       "      <td>90956</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>90952</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>90957</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>90953</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>90958</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>90959</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>90961</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>90960</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>153690</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>153691</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>153692</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>153693</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>153694</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>153695</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>153696</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>153697</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>153698</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>153699</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>166756</td>\n",
       "      <td>2</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>217627</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>217628</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>217629</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>217630</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>217631</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>217632</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>217633</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>217639</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>217634</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>217635</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>217636</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 121 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  gender  Anxiety  Depression  Drowsiness  Lack_of_Appetite  \\\n",
       "0       204866       2      1.0         2.0         2.0               6.0   \n",
       "1       204867       2      1.0         2.0         2.0               6.0   \n",
       "2       204868       2      1.0         2.0         2.0               6.0   \n",
       "3        72826       1      1.0         2.0         1.0               3.0   \n",
       "4        72828       1      3.0         4.0         2.0               5.0   \n",
       "5        72827       1      2.0         2.0         2.0               4.0   \n",
       "6        72831       1      0.0         0.0         0.0               4.0   \n",
       "7        72829       1      2.0         2.0         2.0               4.0   \n",
       "8        72830       1      2.0         2.0         1.0               4.0   \n",
       "9        72832       1      2.0         2.0         1.0               4.0   \n",
       "10       72833       1      2.0         2.0         1.0               4.0   \n",
       "11       72834       1      2.0         2.0         1.0               4.0   \n",
       "12       72835       1      0.0         3.0         0.0               0.0   \n",
       "13       72836       1      0.0         3.0         0.0               0.0   \n",
       "14       72837       1      0.0         3.0         0.0               0.0   \n",
       "15       72838       1      0.0         3.0         0.0               0.0   \n",
       "16       72839       1      0.0         3.0         0.0               0.0   \n",
       "17       72840       1      0.0         3.0         0.0               0.0   \n",
       "18       72841       1      0.0         3.0         0.0               0.0   \n",
       "19       72843       1      0.0         3.0         0.0               0.0   \n",
       "20       72842       1      0.0         3.0         0.0               0.0   \n",
       "21       72844       1      0.0         3.0         0.0               0.0   \n",
       "22       72845       1      0.0         5.0         2.0               2.0   \n",
       "23       72846       1      0.0         5.0         2.0               2.0   \n",
       "24       72847       1      5.0         5.0         6.0               4.0   \n",
       "25       72848       1      0.0         3.0         3.0               6.0   \n",
       "26       72849       1      8.0        10.0         8.0               8.0   \n",
       "27       53347       2      0.0         0.0        10.0              10.0   \n",
       "28       53348       2      0.0         0.0        10.0              10.0   \n",
       "29       53351       2      0.0         0.0        10.0              10.0   \n",
       "..         ...     ...      ...         ...         ...               ...   \n",
       "70       90956       2      0.0         0.0         5.0               1.0   \n",
       "71       90952       2      0.0         0.0         5.0               1.0   \n",
       "72       90957       2      0.0         0.0         5.0               1.0   \n",
       "73       90953       2      0.0         0.0         5.0               1.0   \n",
       "74       90958       2      0.0         0.0         5.0               1.0   \n",
       "75       90959       2      0.0         0.0         5.0               1.0   \n",
       "76       90961       2      0.0         0.0         5.0               1.0   \n",
       "77       90960       2      0.0         0.0         5.0               1.0   \n",
       "78      153690       2      2.0         2.0         3.0               5.0   \n",
       "79      153691       2      2.0         2.0         3.0               5.0   \n",
       "80      153692       2      4.0         0.0         4.0               5.0   \n",
       "81      153693       2      2.0         2.0         3.0               5.0   \n",
       "82      153694       2      2.0         0.0         5.0               5.0   \n",
       "83      153695       2      2.0         2.0         4.0               8.0   \n",
       "84      153696       2      3.0         0.0         8.0               0.0   \n",
       "85      153697       2      6.0         0.0         9.0               0.0   \n",
       "86      153698       2      6.0         0.0         9.0               0.0   \n",
       "87      153699       2      6.0         0.0         9.0               0.0   \n",
       "88      166756       2     10.0        10.0        10.0              10.0   \n",
       "89      217627       1      6.0         0.0         2.0               2.0   \n",
       "90      217628       1      0.0         0.0         9.0               3.0   \n",
       "91      217629       1      0.0         0.0         8.0               7.0   \n",
       "92      217630       1      0.0         0.0         6.0               6.0   \n",
       "93      217631       1      0.0         0.0         7.0               7.0   \n",
       "94      217632       1      0.0         0.0         7.0               7.0   \n",
       "95      217633       1      0.0         0.0         7.0               7.0   \n",
       "96      217639       1      2.0         1.0         3.0               4.0   \n",
       "97      217634       1      0.0         0.0         7.0               7.0   \n",
       "98      217635       1      0.0         0.0         8.0               6.0   \n",
       "99      217636       1      0.0         0.0         7.0               7.0   \n",
       "\n",
       "    Nausea  Pain  Shortness_of_Breath  Tiredness  \\\n",
       "0      0.0   0.0                  2.0        4.0   \n",
       "1      0.0   0.0                  2.0        4.0   \n",
       "2      0.0   0.0                  2.0        3.0   \n",
       "3      0.0   3.0                  0.0        6.0   \n",
       "4      0.0   7.0                  2.0        6.0   \n",
       "5      0.0   5.0                  1.0        4.0   \n",
       "6      3.0   3.0                  0.0        0.0   \n",
       "7      0.0   3.0                  1.0        4.0   \n",
       "8      0.0   6.0                  1.0        3.0   \n",
       "9      0.0   5.0                  1.0        3.0   \n",
       "10     0.0   3.0                  1.0        3.0   \n",
       "11     0.0   2.0                  1.0        3.0   \n",
       "12     0.0   0.0                  0.0        2.0   \n",
       "13     0.0   3.0                  0.0        2.0   \n",
       "14     0.0   3.0                  0.0        2.0   \n",
       "15     0.0   0.0                  0.0        2.0   \n",
       "16     0.0   0.0                  0.0        2.0   \n",
       "17     0.0   3.0                  0.0        2.0   \n",
       "18     0.0   0.0                  0.0        2.0   \n",
       "19     0.0   0.0                  0.0        2.0   \n",
       "20     0.0   0.0                  0.0        2.0   \n",
       "21     0.0   0.0                  0.0        2.0   \n",
       "22     0.0   0.0                  2.0        5.0   \n",
       "23     0.0   0.0                  2.0        5.0   \n",
       "24     8.0   6.0                  5.0        8.0   \n",
       "25     8.0   2.0                  0.0        3.0   \n",
       "26     8.0   5.0                 10.0        6.0   \n",
       "27     0.0   0.0                  0.0        0.0   \n",
       "28     0.0   0.0                  0.0        0.0   \n",
       "29     0.0   0.0                  8.0       10.0   \n",
       "..     ...   ...                  ...        ...   \n",
       "70     0.0   0.0                  0.0        5.0   \n",
       "71     0.0   0.0                  0.0        5.0   \n",
       "72     0.0   0.0                  0.0        5.0   \n",
       "73     0.0   0.0                  0.0        5.0   \n",
       "74     0.0   0.0                  0.0        5.0   \n",
       "75     0.0   0.0                  0.0        5.0   \n",
       "76     0.0   0.0                  0.0        5.0   \n",
       "77     0.0   0.0                  0.0        5.0   \n",
       "78     0.0   3.0                  2.0        7.0   \n",
       "79     0.0   3.0                  2.0        7.0   \n",
       "80     0.0   1.0                  2.0        6.0   \n",
       "81     0.0   3.0                  2.0        7.0   \n",
       "82     0.0   1.0                  2.0        6.0   \n",
       "83     0.0   3.0                  2.0        8.0   \n",
       "84     0.0   2.0                  8.0        9.0   \n",
       "85     0.0   2.0                  9.0        9.0   \n",
       "86     0.0   2.0                  8.0       10.0   \n",
       "87     0.0   0.0                  8.0       10.0   \n",
       "88     0.0   5.0                  8.0       10.0   \n",
       "89     0.0   3.0                  8.0        9.0   \n",
       "90     0.0   0.0                 10.0        9.0   \n",
       "91     0.0   0.0                  8.0        8.0   \n",
       "92     0.0   0.0                  7.0        6.0   \n",
       "93     0.0   0.0                  8.0        7.0   \n",
       "94     0.0   0.0                  7.0        7.0   \n",
       "95     0.0   0.0                  7.0        7.0   \n",
       "96     0.0   3.0                  9.0        9.0   \n",
       "97     0.0   0.0                  7.0        7.0   \n",
       "98     0.0   0.0                  8.0        8.0   \n",
       "99     0.0   0.0                  7.0        7.0   \n",
       "\n",
       "                                                    ...                                                    \\\n",
       "0                                                   ...                                                     \n",
       "1                                                   ...                                                     \n",
       "2                                                   ...                                                     \n",
       "3                                                   ...                                                     \n",
       "4                                                   ...                                                     \n",
       "5                                                   ...                                                     \n",
       "6                                                   ...                                                     \n",
       "7                                                   ...                                                     \n",
       "8                                                   ...                                                     \n",
       "9                                                   ...                                                     \n",
       "10                                                  ...                                                     \n",
       "11                                                  ...                                                     \n",
       "12                                                  ...                                                     \n",
       "13                                                  ...                                                     \n",
       "14                                                  ...                                                     \n",
       "15                                                  ...                                                     \n",
       "16                                                  ...                                                     \n",
       "17                                                  ...                                                     \n",
       "18                                                  ...                                                     \n",
       "19                                                  ...                                                     \n",
       "20                                                  ...                                                     \n",
       "21                                                  ...                                                     \n",
       "22                                                  ...                                                     \n",
       "23                                                  ...                                                     \n",
       "24                                                  ...                                                     \n",
       "25                                                  ...                                                     \n",
       "26                                                  ...                                                     \n",
       "27                                                  ...                                                     \n",
       "28                                                  ...                                                     \n",
       "29                                                  ...                                                     \n",
       "..                                                  ...                                                     \n",
       "70                                                  ...                                                     \n",
       "71                                                  ...                                                     \n",
       "72                                                  ...                                                     \n",
       "73                                                  ...                                                     \n",
       "74                                                  ...                                                     \n",
       "75                                                  ...                                                     \n",
       "76                                                  ...                                                     \n",
       "77                                                  ...                                                     \n",
       "78                                                  ...                                                     \n",
       "79                                                  ...                                                     \n",
       "80                                                  ...                                                     \n",
       "81                                                  ...                                                     \n",
       "82                                                  ...                                                     \n",
       "83                                                  ...                                                     \n",
       "84                                                  ...                                                     \n",
       "85                                                  ...                                                     \n",
       "86                                                  ...                                                     \n",
       "87                                                  ...                                                     \n",
       "88                                                  ...                                                     \n",
       "89                                                  ...                                                     \n",
       "90                                                  ...                                                     \n",
       "91                                                  ...                                                     \n",
       "92                                                  ...                                                     \n",
       "93                                                  ...                                                     \n",
       "94                                                  ...                                                     \n",
       "95                                                  ...                                                     \n",
       "96                                                  ...                                                     \n",
       "97                                                  ...                                                     \n",
       "98                                                  ...                                                     \n",
       "99                                                  ...                                                     \n",
       "\n",
       "    icd10_cluster_Diseases of the musculoskeletal system and connective tissue  \\\n",
       "0                                                   0                            \n",
       "1                                                   0                            \n",
       "2                                                   0                            \n",
       "3                                                   0                            \n",
       "4                                                   0                            \n",
       "5                                                   0                            \n",
       "6                                                   0                            \n",
       "7                                                   0                            \n",
       "8                                                   0                            \n",
       "9                                                   0                            \n",
       "10                                                  0                            \n",
       "11                                                  0                            \n",
       "12                                                  0                            \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                                                  0                            \n",
       "23                                                  0                            \n",
       "24                                                  0                            \n",
       "25                                                  0                            \n",
       "26                                                  0                            \n",
       "27                                                  0                            \n",
       "28                                                  0                            \n",
       "29                                                  0                            \n",
       "..                                                ...                            \n",
       "70                                                  0                            \n",
       "71                                                  0                            \n",
       "72                                                  0                            \n",
       "73                                                  0                            \n",
       "74                                                  0                            \n",
       "75                                                  0                            \n",
       "76                                                  0                            \n",
       "77                                                  0                            \n",
       "78                                                  0                            \n",
       "79                                                  0                            \n",
       "80                                                  0                            \n",
       "81                                                  0                            \n",
       "82                                                  0                            \n",
       "83                                                  0                            \n",
       "84                                                  0                            \n",
       "85                                                  0                            \n",
       "86                                                  0                            \n",
       "87                                                  0                            \n",
       "88                                                  0                            \n",
       "89                                                  0                            \n",
       "90                                                  0                            \n",
       "91                                                  0                            \n",
       "92                                                  0                            \n",
       "93                                                  0                            \n",
       "94                                                  0                            \n",
       "95                                                  0                            \n",
       "96                                                  0                            \n",
       "97                                                  0                            \n",
       "98                                                  0                            \n",
       "99                                                  0                            \n",
       "\n",
       "    icd10_cluster_Diseases of the nervous system  \\\n",
       "0                                              0   \n",
       "1                                              0   \n",
       "2                                              0   \n",
       "3                                              0   \n",
       "4                                              0   \n",
       "5                                              0   \n",
       "6                                              0   \n",
       "7                                              0   \n",
       "8                                              0   \n",
       "9                                              0   \n",
       "10                                             0   \n",
       "11                                             0   \n",
       "12                                             0   \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                                             0   \n",
       "23                                             0   \n",
       "24                                             0   \n",
       "25                                             0   \n",
       "26                                             0   \n",
       "27                                             1   \n",
       "28                                             1   \n",
       "29                                             1   \n",
       "..                                           ...   \n",
       "70                                             1   \n",
       "71                                             1   \n",
       "72                                             1   \n",
       "73                                             1   \n",
       "74                                             1   \n",
       "75                                             1   \n",
       "76                                             1   \n",
       "77                                             1   \n",
       "78                                             1   \n",
       "79                                             1   \n",
       "80                                             1   \n",
       "81                                             1   \n",
       "82                                             1   \n",
       "83                                             1   \n",
       "84                                             1   \n",
       "85                                             1   \n",
       "86                                             1   \n",
       "87                                             1   \n",
       "88                                             0   \n",
       "89                                             0   \n",
       "90                                             0   \n",
       "91                                             0   \n",
       "92                                             0   \n",
       "93                                             0   \n",
       "94                                             0   \n",
       "95                                             0   \n",
       "96                                             0   \n",
       "97                                             0   \n",
       "98                                             0   \n",
       "99                                             0   \n",
       "\n",
       "    icd10_cluster_Diseases of the respiratory system  \\\n",
       "0                                                  0   \n",
       "1                                                  0   \n",
       "2                                                  0   \n",
       "3                                                  0   \n",
       "4                                                  0   \n",
       "5                                                  0   \n",
       "6                                                  0   \n",
       "7                                                  0   \n",
       "8                                                  0   \n",
       "9                                                  0   \n",
       "10                                                 0   \n",
       "11                                                 0   \n",
       "12                                                 0   \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                                                 0   \n",
       "23                                                 0   \n",
       "24                                                 0   \n",
       "25                                                 0   \n",
       "26                                                 0   \n",
       "27                                                 0   \n",
       "28                                                 0   \n",
       "29                                                 0   \n",
       "..                                               ...   \n",
       "70                                                 0   \n",
       "71                                                 0   \n",
       "72                                                 0   \n",
       "73                                                 0   \n",
       "74                                                 0   \n",
       "75                                                 0   \n",
       "76                                                 0   \n",
       "77                                                 0   \n",
       "78                                                 0   \n",
       "79                                                 0   \n",
       "80                                                 0   \n",
       "81                                                 0   \n",
       "82                                                 0   \n",
       "83                                                 0   \n",
       "84                                                 0   \n",
       "85                                                 0   \n",
       "86                                                 0   \n",
       "87                                                 0   \n",
       "88                                                 0   \n",
       "89                                                 0   \n",
       "90                                                 0   \n",
       "91                                                 0   \n",
       "92                                                 0   \n",
       "93                                                 0   \n",
       "94                                                 0   \n",
       "95                                                 0   \n",
       "96                                                 0   \n",
       "97                                                 0   \n",
       "98                                                 0   \n",
       "99                                                 0   \n",
       "\n",
       "    icd10_cluster_Diseases of the skin and subcutaneous tissue  \\\n",
       "0                                                   0            \n",
       "1                                                   0            \n",
       "2                                                   0            \n",
       "3                                                   0            \n",
       "4                                                   0            \n",
       "5                                                   0            \n",
       "6                                                   0            \n",
       "7                                                   0            \n",
       "8                                                   0            \n",
       "9                                                   0            \n",
       "10                                                  0            \n",
       "11                                                  0            \n",
       "12                                                  0            \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                                                  0            \n",
       "23                                                  0            \n",
       "24                                                  0            \n",
       "25                                                  0            \n",
       "26                                                  0            \n",
       "27                                                  0            \n",
       "28                                                  0            \n",
       "29                                                  0            \n",
       "..                                                ...            \n",
       "70                                                  0            \n",
       "71                                                  0            \n",
       "72                                                  0            \n",
       "73                                                  0            \n",
       "74                                                  0            \n",
       "75                                                  0            \n",
       "76                                                  0            \n",
       "77                                                  0            \n",
       "78                                                  0            \n",
       "79                                                  0            \n",
       "80                                                  0            \n",
       "81                                                  0            \n",
       "82                                                  0            \n",
       "83                                                  0            \n",
       "84                                                  0            \n",
       "85                                                  0            \n",
       "86                                                  0            \n",
       "87                                                  0            \n",
       "88                                                  0            \n",
       "89                                                  0            \n",
       "90                                                  0            \n",
       "91                                                  0            \n",
       "92                                                  0            \n",
       "93                                                  0            \n",
       "94                                                  0            \n",
       "95                                                  0            \n",
       "96                                                  0            \n",
       "97                                                  0            \n",
       "98                                                  0            \n",
       "99                                                  0            \n",
       "\n",
       "    icd10_cluster_Endocrine, nutritional, and metabolic diseases  \\\n",
       "0                                                   0              \n",
       "1                                                   0              \n",
       "2                                                   0              \n",
       "3                                                   0              \n",
       "4                                                   0              \n",
       "5                                                   0              \n",
       "6                                                   0              \n",
       "7                                                   0              \n",
       "8                                                   0              \n",
       "9                                                   0              \n",
       "10                                                  0              \n",
       "11                                                  0              \n",
       "12                                                  0              \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                                                  0              \n",
       "23                                                  0              \n",
       "24                                                  0              \n",
       "25                                                  0              \n",
       "26                                                  0              \n",
       "27                                                  0              \n",
       "28                                                  0              \n",
       "29                                                  0              \n",
       "..                                                ...              \n",
       "70                                                  0              \n",
       "71                                                  0              \n",
       "72                                                  0              \n",
       "73                                                  0              \n",
       "74                                                  0              \n",
       "75                                                  0              \n",
       "76                                                  0              \n",
       "77                                                  0              \n",
       "78                                                  0              \n",
       "79                                                  0              \n",
       "80                                                  0              \n",
       "81                                                  0              \n",
       "82                                                  0              \n",
       "83                                                  0              \n",
       "84                                                  0              \n",
       "85                                                  0              \n",
       "86                                                  0              \n",
       "87                                                  0              \n",
       "88                                                  0              \n",
       "89                                                  0              \n",
       "90                                                  0              \n",
       "91                                                  0              \n",
       "92                                                  0              \n",
       "93                                                  0              \n",
       "94                                                  0              \n",
       "95                                                  0              \n",
       "96                                                  0              \n",
       "97                                                  0              \n",
       "98                                                  0              \n",
       "99                                                  0              \n",
       "\n",
       "    icd10_cluster_Factors influencing health status and contact with health services  \\\n",
       "0                                                   0                                  \n",
       "1                                                   0                                  \n",
       "2                                                   0                                  \n",
       "3                                                   0                                  \n",
       "4                                                   0                                  \n",
       "5                                                   0                                  \n",
       "6                                                   0                                  \n",
       "7                                                   0                                  \n",
       "8                                                   0                                  \n",
       "9                                                   0                                  \n",
       "10                                                  0                                  \n",
       "11                                                  0                                  \n",
       "12                                                  0                                  \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                                                  0                                  \n",
       "23                                                  0                                  \n",
       "24                                                  0                                  \n",
       "25                                                  0                                  \n",
       "26                                                  0                                  \n",
       "27                                                  0                                  \n",
       "28                                                  0                                  \n",
       "29                                                  0                                  \n",
       "..                                                ...                                  \n",
       "70                                                  0                                  \n",
       "71                                                  0                                  \n",
       "72                                                  0                                  \n",
       "73                                                  0                                  \n",
       "74                                                  0                                  \n",
       "75                                                  0                                  \n",
       "76                                                  0                                  \n",
       "77                                                  0                                  \n",
       "78                                                  0                                  \n",
       "79                                                  0                                  \n",
       "80                                                  0                                  \n",
       "81                                                  0                                  \n",
       "82                                                  0                                  \n",
       "83                                                  0                                  \n",
       "84                                                  0                                  \n",
       "85                                                  0                                  \n",
       "86                                                  0                                  \n",
       "87                                                  0                                  \n",
       "88                                                  0                                  \n",
       "89                                                  0                                  \n",
       "90                                                  0                                  \n",
       "91                                                  0                                  \n",
       "92                                                  0                                  \n",
       "93                                                  0                                  \n",
       "94                                                  0                                  \n",
       "95                                                  0                                  \n",
       "96                                                  0                                  \n",
       "97                                                  0                                  \n",
       "98                                                  0                                  \n",
       "99                                                  0                                  \n",
       "\n",
       "    icd10_cluster_Injury, poisonining, and certain other consequences of external causes  \\\n",
       "0                                                   0                                      \n",
       "1                                                   0                                      \n",
       "2                                                   0                                      \n",
       "3                                                   0                                      \n",
       "4                                                   0                                      \n",
       "5                                                   0                                      \n",
       "6                                                   0                                      \n",
       "7                                                   0                                      \n",
       "8                                                   0                                      \n",
       "9                                                   0                                      \n",
       "10                                                  0                                      \n",
       "11                                                  0                                      \n",
       "12                                                  0                                      \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                                                  0                                      \n",
       "23                                                  0                                      \n",
       "24                                                  0                                      \n",
       "25                                                  0                                      \n",
       "26                                                  0                                      \n",
       "27                                                  0                                      \n",
       "28                                                  0                                      \n",
       "29                                                  0                                      \n",
       "..                                                ...                                      \n",
       "70                                                  0                                      \n",
       "71                                                  0                                      \n",
       "72                                                  0                                      \n",
       "73                                                  0                                      \n",
       "74                                                  0                                      \n",
       "75                                                  0                                      \n",
       "76                                                  0                                      \n",
       "77                                                  0                                      \n",
       "78                                                  0                                      \n",
       "79                                                  0                                      \n",
       "80                                                  0                                      \n",
       "81                                                  0                                      \n",
       "82                                                  0                                      \n",
       "83                                                  0                                      \n",
       "84                                                  0                                      \n",
       "85                                                  0                                      \n",
       "86                                                  0                                      \n",
       "87                                                  0                                      \n",
       "88                                                  0                                      \n",
       "89                                                  0                                      \n",
       "90                                                  0                                      \n",
       "91                                                  0                                      \n",
       "92                                                  0                                      \n",
       "93                                                  0                                      \n",
       "94                                                  0                                      \n",
       "95                                                  0                                      \n",
       "96                                                  0                                      \n",
       "97                                                  0                                      \n",
       "98                                                  0                                      \n",
       "99                                                  0                                      \n",
       "\n",
       "    icd10_cluster_Mental and behavioural disorders  icd10_cluster_Neoplasms  \\\n",
       "0                                                0                        0   \n",
       "1                                                0                        0   \n",
       "2                                                0                        0   \n",
       "3                                                0                        1   \n",
       "4                                                0                        1   \n",
       "5                                                0                        1   \n",
       "6                                                0                        1   \n",
       "7                                                0                        1   \n",
       "8                                                0                        1   \n",
       "9                                                0                        1   \n",
       "10                                               0                        1   \n",
       "11                                               0                        1   \n",
       "12                                               0                        1   \n",
       "13                                               0                        1   \n",
       "14                                               0                        1   \n",
       "15                                               0                        1   \n",
       "16                                               0                        1   \n",
       "17                                               0                        1   \n",
       "18                                               0                        1   \n",
       "19                                               0                        1   \n",
       "20                                               0                        1   \n",
       "21                                               0                        1   \n",
       "22                                               0                        1   \n",
       "23                                               0                        1   \n",
       "24                                               0                        1   \n",
       "25                                               0                        1   \n",
       "26                                               0                        1   \n",
       "27                                               0                        0   \n",
       "28                                               0                        0   \n",
       "29                                               0                        0   \n",
       "..                                             ...                      ...   \n",
       "70                                               0                        0   \n",
       "71                                               0                        0   \n",
       "72                                               0                        0   \n",
       "73                                               0                        0   \n",
       "74                                               0                        0   \n",
       "75                                               0                        0   \n",
       "76                                               0                        0   \n",
       "77                                               0                        0   \n",
       "78                                               0                        0   \n",
       "79                                               0                        0   \n",
       "80                                               0                        0   \n",
       "81                                               0                        0   \n",
       "82                                               0                        0   \n",
       "83                                               0                        0   \n",
       "84                                               0                        0   \n",
       "85                                               0                        0   \n",
       "86                                               0                        0   \n",
       "87                                               0                        0   \n",
       "88                                               0                        0   \n",
       "89                                               0                        0   \n",
       "90                                               0                        0   \n",
       "91                                               0                        0   \n",
       "92                                               0                        0   \n",
       "93                                               0                        0   \n",
       "94                                               0                        0   \n",
       "95                                               0                        0   \n",
       "96                                               0                        0   \n",
       "97                                               0                        0   \n",
       "98                                               0                        0   \n",
       "99                                               0                        0   \n",
       "\n",
       "    icd10_cluster_Symptoms, signs and abnormal clinical and laboratory findings, not elsewhere classified  \n",
       "0                                                   0                                                      \n",
       "1                                                   0                                                      \n",
       "2                                                   0                                                      \n",
       "3                                                   0                                                      \n",
       "4                                                   0                                                      \n",
       "5                                                   0                                                      \n",
       "6                                                   0                                                      \n",
       "7                                                   0                                                      \n",
       "8                                                   0                                                      \n",
       "9                                                   0                                                      \n",
       "10                                                  0                                                      \n",
       "11                                                  0                                                      \n",
       "12                                                  0                                                      \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                                                  0                                                      \n",
       "23                                                  0                                                      \n",
       "24                                                  0                                                      \n",
       "25                                                  0                                                      \n",
       "26                                                  0                                                      \n",
       "27                                                  0                                                      \n",
       "28                                                  0                                                      \n",
       "29                                                  0                                                      \n",
       "..                                                ...                                                      \n",
       "70                                                  0                                                      \n",
       "71                                                  0                                                      \n",
       "72                                                  0                                                      \n",
       "73                                                  0                                                      \n",
       "74                                                  0                                                      \n",
       "75                                                  0                                                      \n",
       "76                                                  0                                                      \n",
       "77                                                  0                                                      \n",
       "78                                                  0                                                      \n",
       "79                                                  0                                                      \n",
       "80                                                  0                                                      \n",
       "81                                                  0                                                      \n",
       "82                                                  0                                                      \n",
       "83                                                  0                                                      \n",
       "84                                                  0                                                      \n",
       "85                                                  0                                                      \n",
       "86                                                  0                                                      \n",
       "87                                                  0                                                      \n",
       "88                                                  0                                                      \n",
       "89                                                  0                                                      \n",
       "90                                                  0                                                      \n",
       "91                                                  0                                                      \n",
       "92                                                  0                                                      \n",
       "93                                                  0                                                      \n",
       "94                                                  0                                                      \n",
       "95                                                  0                                                      \n",
       "96                                                  0                                                      \n",
       "97                                                  0                                                      \n",
       "98                                                  0                                                      \n",
       "99                                                  0                                                      \n",
       "\n",
       "[100 rows x 121 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "#impute missing values with column mean\n",
    "df.fillna(0, inplace = True)\n",
    "df.head(100)\n",
    "#import numpy as np\n",
    "#from sklearn.preprocessing import Imputer\n",
    "\n",
    "#imp = Imputer(missing_values = 'NaN', strategy = 'mean', axis = 0)\n",
    "#imp.fit(df)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train/Test split + Cross Validation of training data\n",
    "using Stratified Cross validation because death within 7 days is less likely."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Unnamed: 0', 'gender', 'Anxiety', 'Depression', 'Drowsiness', 'Lack_of_Appetite', 'Nausea', 'Pain', 'Shortness_of_Breath', 'Tiredness', 'Wellbeing', 'LengthOfCare_days', '3_visit_max_anxiety', '3_visit_max_depression', '3_visit_max_drowsiness', '3_visit_max_lackofappetite', '3_visit_max_nausea', '3_visit_max_pain', '3_visit_max_shortnessofbreath', '3_visit_max_tiredness', '3_visit_max_wellbeing', '5_visit_max_anxiety', '5_visit_max_depression', '5_visit_max_drowsiness', '5_visit_max_lackofappetite', '5_visit_max_nausea', '5_visit_max_pain', '5_visit_max_shortnessofbreath', '5_visit_max_tiredness', '5_visit_max_wellbeing', '3_visit_mean_anxiety', '3_visit_mean_depression', '3_visit_mean_drowsiness', '3_visit_mean_lackofappetite', '3_visit_mean_nausea', '3_visit_mean_pain', '3_visit_mean_shortnessofbreath', '3_visit_mean_tiredness', '3_visit_mean_wellbeing', '5_visit_mean_anxiety', '5_visit_mean_depression', '5_visit_mean_drowsiness', '5_visit_mean_lackofappetite', '5_visit_mean_nausea', '5_visit_mean_pain', '5_visit_mean_shortnessofbreath', '5_visit_mean_tiredness', '5_visit_mean_wellbeing', 'Anxiety_change', 'Depression_change', 'Drowsiness_change', 'LackofAppetite_change', 'Nausea_change', 'Pain_change', 'ShortnessofBreath_change', 'Tiredness_change', 'Wellbeing_change', 'Age', 'ESAS_visit_total', '3_visit_max_esas', '5_visit_max_esas', '3_visit_mean_esas', '5_visit_mean_esas', 'ESAS_change', 'AdvanceDirective_ No', 'AdvanceDirective_Living Will', 'AdvanceDirective_Yes - Do Not Resuscitate (DNR)', 'AdvanceDirective_Yes - Full Code / Advanced Cardiac Life Support (ACLS)', \"ReferralType_Clinic or physician's office\", 'ReferralType_Court/Law Enforcement', 'ReferralType_Information not available', 'ReferralType_Non-health care facility', 'ReferralType_Transfer from Home Health Agency', 'ReferralType_Transfer from Hospice', 'ReferralType_Transfer from SNF or ICF', 'ReferralType_Transfer from hospital', 'LevelofCare_Continuous (CHC)', 'LevelofCare_Inpatient (GIP)', 'LevelofCare_Respite', 'LevelofCare_Routine', 'Race_American Indian or Alaskan Native', 'Race_Asian', 'Race_Black or African American', 'Race_Hispanic or Latino', 'Race_Native Hawaiian or Pacific Islander', 'Race_White', 'InsuranceType_Medicaid (HMO/Managed Care)', 'InsuranceType_Medicaid Room and Board', 'InsuranceType_Medicaid Traditional', 'InsuranceType_Medicare (Advantage/PFFS)', 'InsuranceType_Medicare (HMO/Per Visit)', 'InsuranceType_Medicare Traditional', 'InsuranceType_None- No Charge for Current Service', 'InsuranceType_Other', 'InsuranceType_Other Government', 'InsuranceType_Private HMO/Managed Care', 'InsuranceType_Private Insurance', 'InsuranceType_Private Pay', 'InsuranceType_Self-Pay', 'InsuranceType_TRICARE', 'InsuranceType_Title Progams (e.g. Title III, V, or XX)', 'InsuranceType_Unknown', 'InsuranceType_Veteran Administration Plan', 'icd10_cluster_Certain conditions originating in the perinatal period', 'icd10_cluster_Certain infectious and parasitic diseases', 'icd10_cluster_Congenital malformations, deformations and chromosomal abnormalities', 'icd10_cluster_Diseases of the blood and blood-forming organs and certain disorders involving the immune mechanism', 'icd10_cluster_Diseases of the circulatory system', 'icd10_cluster_Diseases of the digestive system', 'icd10_cluster_Diseases of the genitourinary system', 'icd10_cluster_Diseases of the musculoskeletal system and connective tissue', 'icd10_cluster_Diseases of the nervous system', 'icd10_cluster_Diseases of the respiratory system', 'icd10_cluster_Diseases of the skin and subcutaneous tissue', 'icd10_cluster_Endocrine, nutritional, and metabolic diseases', 'icd10_cluster_Factors influencing health status and contact with health services', 'icd10_cluster_Injury, poisonining, and certain other consequences of external causes', 'icd10_cluster_Mental and behavioural disorders', 'icd10_cluster_Neoplasms', 'icd10_cluster_Symptoms, signs and abnormal clinical and laboratory findings, not elsewhere classified']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(271541, 120)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#convert pandas dataframe to correct objects for model \n",
    "cols = df.columns.get_values()#converts column names to list\n",
    "cols = cols.tolist()\n",
    "feature_cols = [x for x in cols if x != 'death_within_7_days'] #removes outcome of interest from list\n",
    "\n",
    "#extract rows\n",
    "print(feature_cols) #debug\n",
    "X = df.loc[:, feature_cols]\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(271541,)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#save outcome variable as y\n",
    "y = df.death_within_7_days\n",
    "y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Attempted to run Chi-square test for significant features, but because I have negative values for x (i.e. change in Esas over time), can't do this analysis. <br>\n",
    "<br>\n",
    "Trying recursive feature elimination...\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#RFE\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.feature_selection import RFECV\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "clf = LogisticRegression(random_state = 0, class_weight = 'balanced')\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify = y, random_state = 42)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal number of features : 117\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2150ea53390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 2h 46min 11s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "#train model\n",
    "rfecv = RFECV(estimator=clf, step=1, cv=StratifiedKFold(5),\n",
    "              scoring='roc_auc')\n",
    "\n",
    "rfecv.fit(X_train, y_train)\n",
    "\n",
    "print(\"Optimal number of features : %d\" % rfecv.n_features_)\n",
    "\n",
    "# Plot number of features VS. cross-validation scores\n",
    "plt.figure()\n",
    "plt.xlabel(\"Number of features selected\")\n",
    "plt.ylabel(\"Cross validation score (nb of correct classifications)\")\n",
    "plt.plot(range(1, len(rfecv.grid_scores_) + 1), rfecv.grid_scores_)\n",
    "plt.show()\n",
    "#model = clf.fit(X_train, y_train)\n",
    "#print(\"Training set score: {:.3f}\".format(logreg.score(X_train, y_train)))\n",
    "#print(\"Test set score: {:.3f}\".format(logreg.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[False  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True False  True  True  True  True  True  True False  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True]\n",
      "[4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 2 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "print(rfecv.support_)  # The mask of selected features.\n",
    "print(rfecv.ranking_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.50003219 0.54425443 0.54432581 0.54437118 0.54455423 0.54472573\n",
      " 0.54493834 0.54521894 0.5476509  0.55260556 0.55484111 0.55888082\n",
      " 0.56212797 0.5660742  0.57439553 0.58378827 0.5915693  0.5933548\n",
      " 0.59530485 0.60397677 0.61157166 0.61683028 0.61903118 0.62199818\n",
      " 0.62774957 0.63313737 0.6379375  0.63858554 0.6387168  0.63892576\n",
      " 0.6389471  0.64113074 0.6451112  0.64734385 0.67409541 0.68752637\n",
      " 0.69354439 0.69724053 0.69732809 0.7119382  0.71254221 0.71658417\n",
      " 0.72137121 0.73692639 0.73895192 0.74118453 0.74167117 0.74190386\n",
      " 0.74441456 0.74499558 0.74529257 0.74645307 0.75045009 0.75090554\n",
      " 0.75219469 0.75251525 0.75277403 0.75300358 0.75339672 0.75443943\n",
      " 0.75486577 0.7550571  0.75598818 0.75661823 0.75682488 0.75776582\n",
      " 0.75780441 0.75790619 0.75793189 0.75802649 0.75803074 0.75834272\n",
      " 0.75875622 0.75876367 0.75908342 0.75912726 0.75933251 0.75945345\n",
      " 0.75955243 0.75958487 0.75960618 0.75980018 0.75997948 0.76004645\n",
      " 0.76007229 0.76008101 0.76030527 0.76031378 0.76039431 0.76044541\n",
      " 0.76047209 0.76049673 0.7612421  0.76124214 0.76125277 0.76190111\n",
      " 0.7619718  0.7619608  0.76269004 0.76268316 0.76336348 0.7633875\n",
      " 0.76426787 0.76429731 0.76438601 0.76443057 0.76453592 0.76455905\n",
      " 0.76467006 0.76468144 0.7647538  0.76475748 0.7660693  0.76715511\n",
      " 0.76817904 0.77071764 0.7707776  0.76435089 0.75668172 0.75329835]\n"
     ]
    }
   ],
   "source": [
    "print(rfecv.grid_scores_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LogisticRegression(C=1.0, class_weight='balanced', dual=False,\n",
      "          fit_intercept=True, intercept_scaling=1, max_iter=100,\n",
      "          multi_class='ovr', n_jobs=1, penalty='l2', random_state=0,\n",
      "          solver='liblinear', tol=0.0001, verbose=0, warm_start=False)\n"
     ]
    }
   ],
   "source": [
    "print(rfecv.estimator_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>gender</td>\n",
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       "      <th>2</th>\n",
       "      <td>Anxiety</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Depression</td>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>Drowsiness</td>\n",
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      "text/plain": [
       "            0\n",
       "0  Unnamed: 0\n",
       "1      gender\n",
       "2     Anxiety\n",
       "3  Depression\n",
       "4  Drowsiness"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_cols = list(X_train.columns.values)\n",
    "df = pd.DataFrame(x_cols)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>3</th>\n",
       "      <td>Depression</td>\n",
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       "      <td>Drowsiness</td>\n",
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       "      <th>5</th>\n",
       "      <td>Lack_of_Appetite</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "      <th>6</th>\n",
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       "      <td>Pain</td>\n",
       "      <td>True</td>\n",
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       "      <th>8</th>\n",
       "      <td>Shortness_of_Breath</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "      <td>Tiredness</td>\n",
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       "      <td>True</td>\n",
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       "      <th>11</th>\n",
       "      <td>LengthOfCare_days</td>\n",
       "      <td>True</td>\n",
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       "      <th>12</th>\n",
       "      <td>3_visit_max_anxiety</td>\n",
       "      <td>True</td>\n",
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       "      <th>13</th>\n",
       "      <td>3_visit_max_depression</td>\n",
       "      <td>True</td>\n",
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       "      <td>True</td>\n",
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       "      <td>3_visit_max_shortnessofbreath</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3_visit_max_tiredness</td>\n",
       "      <td>True</td>\n",
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       "      <th>20</th>\n",
       "      <td>3_visit_max_wellbeing</td>\n",
       "      <td>True</td>\n",
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       "      <th>21</th>\n",
       "      <td>5_visit_max_anxiety</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "      <th>22</th>\n",
       "      <td>5_visit_max_depression</td>\n",
       "      <td>True</td>\n",
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       "      <th>23</th>\n",
       "      <td>5_visit_max_drowsiness</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5_visit_max_lackofappetite</td>\n",
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       "      <th>25</th>\n",
       "      <td>5_visit_max_nausea</td>\n",
       "      <td>False</td>\n",
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       "      <th>26</th>\n",
       "      <td>5_visit_max_pain</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5_visit_max_shortnessofbreath</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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       "      <th>28</th>\n",
       "      <td>5_visit_max_tiredness</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5_visit_max_wellbeing</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>InsuranceType_Medicare (HMO/Per Visit)</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>InsuranceType_Medicare Traditional</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>InsuranceType_None- No Charge for Current Service</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>InsuranceType_Other</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>InsuranceType_Other Government</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>InsuranceType_Private HMO/Managed Care</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>InsuranceType_Private Insurance</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>InsuranceType_Private Pay</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>InsuranceType_Self-Pay</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>InsuranceType_TRICARE</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>InsuranceType_Title Progams (e.g. Title III, V...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>InsuranceType_Unknown</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>InsuranceType_Veteran Administration Plan</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>icd10_cluster_Certain conditions originating i...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>icd10_cluster_Certain infectious and parasitic...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>icd10_cluster_Congenital malformations, deform...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>icd10_cluster_Diseases of the blood and blood-...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>icd10_cluster_Diseases of the circulatory system</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>icd10_cluster_Diseases of the digestive system</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>icd10_cluster_Diseases of the genitourinary sy...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>icd10_cluster_Diseases of the musculoskeletal ...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>icd10_cluster_Diseases of the nervous system</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>icd10_cluster_Diseases of the respiratory system</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>icd10_cluster_Diseases of the skin and subcuta...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>icd10_cluster_Endocrine, nutritional, and meta...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>icd10_cluster_Factors influencing health statu...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>icd10_cluster_Injury, poisonining, and certain...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>icd10_cluster_Mental and behavioural disorders</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>icd10_cluster_Neoplasms</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>icd10_cluster_Symptoms, signs and abnormal cli...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     0  rfe_support\n",
       "0                                           Unnamed: 0        False\n",
       "1                                               gender         True\n",
       "2                                              Anxiety         True\n",
       "3                                           Depression         True\n",
       "4                                           Drowsiness         True\n",
       "5                                     Lack_of_Appetite         True\n",
       "6                                               Nausea         True\n",
       "7                                                 Pain         True\n",
       "8                                  Shortness_of_Breath         True\n",
       "9                                            Tiredness         True\n",
       "10                                           Wellbeing         True\n",
       "11                                   LengthOfCare_days         True\n",
       "12                                 3_visit_max_anxiety         True\n",
       "13                              3_visit_max_depression         True\n",
       "14                              3_visit_max_drowsiness         True\n",
       "15                          3_visit_max_lackofappetite         True\n",
       "16                                  3_visit_max_nausea         True\n",
       "17                                    3_visit_max_pain         True\n",
       "18                       3_visit_max_shortnessofbreath         True\n",
       "19                               3_visit_max_tiredness         True\n",
       "20                               3_visit_max_wellbeing         True\n",
       "21                                 5_visit_max_anxiety         True\n",
       "22                              5_visit_max_depression         True\n",
       "23                              5_visit_max_drowsiness         True\n",
       "24                          5_visit_max_lackofappetite         True\n",
       "25                                  5_visit_max_nausea        False\n",
       "26                                    5_visit_max_pain         True\n",
       "27                       5_visit_max_shortnessofbreath         True\n",
       "28                               5_visit_max_tiredness         True\n",
       "29                               5_visit_max_wellbeing         True\n",
       "..                                                 ...          ...\n",
       "90              InsuranceType_Medicare (HMO/Per Visit)         True\n",
       "91                  InsuranceType_Medicare Traditional         True\n",
       "92   InsuranceType_None- No Charge for Current Service         True\n",
       "93                                 InsuranceType_Other         True\n",
       "94                      InsuranceType_Other Government         True\n",
       "95              InsuranceType_Private HMO/Managed Care         True\n",
       "96                     InsuranceType_Private Insurance         True\n",
       "97                           InsuranceType_Private Pay         True\n",
       "98                              InsuranceType_Self-Pay         True\n",
       "99                               InsuranceType_TRICARE         True\n",
       "100  InsuranceType_Title Progams (e.g. Title III, V...         True\n",
       "101                              InsuranceType_Unknown         True\n",
       "102          InsuranceType_Veteran Administration Plan         True\n",
       "103  icd10_cluster_Certain conditions originating i...         True\n",
       "104  icd10_cluster_Certain infectious and parasitic...         True\n",
       "105  icd10_cluster_Congenital malformations, deform...         True\n",
       "106  icd10_cluster_Diseases of the blood and blood-...         True\n",
       "107   icd10_cluster_Diseases of the circulatory system         True\n",
       "108     icd10_cluster_Diseases of the digestive system         True\n",
       "109  icd10_cluster_Diseases of the genitourinary sy...         True\n",
       "110  icd10_cluster_Diseases of the musculoskeletal ...         True\n",
       "111       icd10_cluster_Diseases of the nervous system         True\n",
       "112   icd10_cluster_Diseases of the respiratory system         True\n",
       "113  icd10_cluster_Diseases of the skin and subcuta...         True\n",
       "114  icd10_cluster_Endocrine, nutritional, and meta...         True\n",
       "115  icd10_cluster_Factors influencing health statu...         True\n",
       "116  icd10_cluster_Injury, poisonining, and certain...         True\n",
       "117     icd10_cluster_Mental and behavioural disorders         True\n",
       "118                            icd10_cluster_Neoplasms         True\n",
       "119  icd10_cluster_Symptoms, signs and abnormal cli...         True\n",
       "\n",
       "[120 rows x 2 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfe_support = rfecv.support_\n",
    "df['rfe_support'] = rfe_support\n",
    "df.head(120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>32</th>\n",
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       "                          0  rfe_support\n",
       "0                Unnamed: 0        False\n",
       "25       5_visit_max_nausea        False\n",
       "32  3_visit_mean_drowsiness        False"
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     "execution_count": 54,
     "metadata": {},
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   "source": [
    "df.loc[df['rfe_support'] == False]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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