ADI.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0  inpatient.number DestinationDischarge admission.ward  \\\n",
      "0           1            857781                 Home     Cardiology   \n",
      "1           2            743087                 Home     Cardiology   \n",
      "2           3            866418                 Home     Cardiology   \n",
      "3           4            775928                 Home     Cardiology   \n",
      "4           5            810128                 Home     Cardiology   \n",
      "\n",
      "  admission.way     occupation discharge.department  visit.times  gender  \\\n",
      "0  NonEmergency  UrbanResident           Cardiology            1    Male   \n",
      "1  NonEmergency  UrbanResident           Cardiology            1  Female   \n",
      "2  NonEmergency         farmer           Cardiology            2    Male   \n",
      "3     Emergency  UrbanResident           Cardiology            1    Male   \n",
      "4  NonEmergency  UrbanResident           Cardiology            1  Female   \n",
      "\n",
      "   body.temperature  pulse  respiration  systolic.blood.pressure  \\\n",
      "0              36.7     87           19                      102   \n",
      "1              36.8     95           18                      150   \n",
      "2              36.5     98           18                      102   \n",
      "3              36.0     73           19                      110   \n",
      "4              35.0     88           19                      134   \n",
      "\n",
      "   diastolic.blood.pressure        map  weight  height        BMI  \\\n",
      "0                        64  76.666667    50.0    1.64  18.590125   \n",
      "1                        70  96.666667    51.0    1.63  19.195303   \n",
      "2                        67  78.666667    70.0    1.70  24.221453   \n",
      "3                        74  86.000000    65.0    1.70  22.491349   \n",
      "4                        62  86.000000    76.0    1.55  31.633715   \n",
      "\n",
      "  type.of.heart.failure NYHA.cardiac.function.classification Killip.grade  \\\n",
      "0                  Both                                  III          III   \n",
      "1                  Both                                  III            I   \n",
      "2                  Both                                   II           II   \n",
      "3                  Both                                  III           II   \n",
      "4                  Both                                  III           II   \n",
      "\n",
      "   myocardial.infarction  congestive.heart.failure  \\\n",
      "0                      0                         0   \n",
      "1                      0                         0   \n",
      "2                      0                         0   \n",
      "3                      0                         0   \n",
      "4                      0                         0   \n",
      "\n",
      "   peripheral.vascular.disease  cerebrovascular.disease  dementia  \\\n",
      "0                            0                        0         0   \n",
      "1                            0                        0         0   \n",
      "2                            0                        0         0   \n",
      "3                            0                        0         0   \n",
      "4                            0                        0         0   \n",
      "\n",
      "   Chronic.obstructive.pulmonary.disease  connective.tissue.disease  \\\n",
      "0                                      1                          0   \n",
      "1                                      0                          0   \n",
      "2                                      0                          0   \n",
      "3                                      1                          0   \n",
      "4                                      0                          0   \n",
      "\n",
      "   peptic.ulcer.disease  diabetes  moderate.to.severe.chronic.kidney.disease  \\\n",
      "0                   0.0         1                                        0.0   \n",
      "1                   0.0         0                                        0.0   \n",
      "2                   0.0         0                                        0.0   \n",
      "3                   0.0         0                                        1.0   \n",
      "4                   0.0         0                                        0.0   \n",
      "\n",
      "   hemiplegia  leukemia  malignant.lymphoma  solid.tumor  liver.disease  AIDS  \\\n",
      "0           0         0                   0            0            0.0     0   \n",
      "1           0         0                   0            0            0.0     0   \n",
      "2           0         0                   0            0            0.0     0   \n",
      "3           0         0                   0            0            0.0     0   \n",
      "4           0         0                   0            0            0.0     0   \n",
      "\n",
      "   CCI.score type.II.respiratory.failure consciousness  eye.opening  \\\n",
      "0        2.0                   NonTypeII         Clear            4   \n",
      "1        0.0                   NonTypeII         Clear            4   \n",
      "2        0.0                   NonTypeII         Clear            4   \n",
      "3        2.0                   NonTypeII         Clear            4   \n",
      "4        0.0                   NonTypeII         Clear            4   \n",
      "\n",
      "   verbal.response  movement respiratory.support. oxygen.inhalation  fio2  \\\n",
      "0                5         6                 None     OxygenTherapy    33   \n",
      "1                5         6                 None     OxygenTherapy    33   \n",
      "2                5         6                 None     OxygenTherapy    33   \n",
      "3                5         6                 None     OxygenTherapy    33   \n",
      "4                5         6                 None     OxygenTherapy    33   \n",
      "\n",
      "   acute.renal.failure  LVEF  left.ventricular.end.diastolic.diameter.LV  \\\n",
      "0                    0   NaN                                         NaN   \n",
      "1                    0   NaN                                        40.0   \n",
      "2                    0   NaN                                        46.0   \n",
      "3                    0   NaN                                         NaN   \n",
      "4                    0   NaN                                        64.0   \n",
      "\n",
      "   mitral.valve.EMS  mitral.valve.AMS    EA  tricuspid.valve.return.velocity  \\\n",
      "0               NaN               NaN   NaN                              NaN   \n",
      "1              1.16              1.52   NaN                             3.34   \n",
      "2              0.84              0.12  7.00                             2.80   \n",
      "3               NaN               NaN   NaN                              NaN   \n",
      "4              1.20              0.90  1.33                              NaN   \n",
      "\n",
      "   tricuspid.valve.return.pressure outcome.during.hospitalization  \\\n",
      "0                              NaN                          Alive   \n",
      "1                             47.0                          Alive   \n",
      "2                             32.0                          Alive   \n",
      "3                              NaN                          Alive   \n",
      "4                              NaN                          Alive   \n",
      "\n",
      "   death.within.28.days  re.admission.within.28.days  death.within.3.months  \\\n",
      "0                     0                            0                      0   \n",
      "1                     0                            0                      0   \n",
      "2                     0                            0                      0   \n",
      "3                     0                            1                      0   \n",
      "4                     0                            0                      0   \n",
      "\n",
      "   re.admission.within.3.months  death.within.6.months  \\\n",
      "0                             0                      0   \n",
      "1                             0                      0   \n",
      "2                             0                      0   \n",
      "3                             1                      0   \n",
      "4                             0                      0   \n",
      "\n",
      "   re.admission.within.6.months  time.of.death..days.from.admission.  \\\n",
      "0                             0                                  NaN   \n",
      "1                             0                                  NaN   \n",
      "2                             0                                  NaN   \n",
      "3                             1                                  NaN   \n",
      "4                             0                                  NaN   \n",
      "\n",
      "   re.admission.time..days.from.admission.  \\\n",
      "0                                      NaN   \n",
      "1                                      NaN   \n",
      "2                                      NaN   \n",
      "3                                     19.0   \n",
      "4                                      NaN   \n",
      "\n",
      "   return.to.emergency.department.within.6.months  \\\n",
      "0                                             0.0   \n",
      "1                                             0.0   \n",
      "2                                             0.0   \n",
      "3                                             1.0   \n",
      "4                                             0.0   \n",
      "\n",
      "   time.to.emergency.department.within.6.months  creatinine.enzymatic.method  \\\n",
      "0                                           NaN                        108.3   \n",
      "1                                           NaN                         62.0   \n",
      "2                                           NaN                        185.1   \n",
      "3                                          19.0                        104.8   \n",
      "4                                           NaN                         83.9   \n",
      "\n",
      "    urea  uric.acid  glomerular.filtration.rate  cystatin  white.blood.cell  \\\n",
      "0  12.55      685.0                       58.57      1.32              9.43   \n",
      "1   4.29      170.0                       85.43      1.25              5.32   \n",
      "2  15.99      567.0                       31.51      2.43             13.01   \n",
      "3   8.16      635.0                       58.01      2.32              2.18   \n",
      "4   6.86      432.0                       60.52      1.35              6.14   \n",
      "\n",
      "   monocyte.ratio  monocyte.count  red.blood.cell  \\\n",
      "0           0.085            0.80            4.09   \n",
      "1           0.066            0.35            3.93   \n",
      "2           0.051            0.67            4.43   \n",
      "3           0.087            0.19            2.71   \n",
      "4           0.086            0.53            4.20   \n",
      "\n",
      "   coefficient.of.variation.of.red.blood.cell.distribution.width  \\\n",
      "0                                               15.0               \n",
      "1                                               13.0               \n",
      "2                                               12.9               \n",
      "3                                               18.8               \n",
      "4                                               14.7               \n",
      "\n",
      "   standard.deviation.of.red.blood.cell.distribution.width  \\\n",
      "0                                               50.3         \n",
      "1                                               40.7         \n",
      "2                                               44.5         \n",
      "3                                               69.0         \n",
      "4                                               47.7         \n",
      "\n",
      "   mean.corpuscular.volume  hematocrit  lymphocyte.count  \\\n",
      "0                     94.5       0.387              1.51   \n",
      "1                     88.6       0.349              1.18   \n",
      "2                     96.4       0.427              0.75   \n",
      "3                    102.2       0.277              0.71   \n",
      "4                     90.0       0.378              1.27   \n",
      "\n",
      "   mean.hemoglobin.volume  mean.hemoglobin.concentration  \\\n",
      "0                    32.0                          338.0   \n",
      "1                    28.9                          326.0   \n",
      "2                    32.6                          339.0   \n",
      "3                    34.7                          339.0   \n",
      "4                    28.6                          317.0   \n",
      "\n",
      "   mean.platelet.volume  basophil.ratio  basophil.count  eosinophil.ratio  \\\n",
      "0                  14.0           0.006            0.05             0.002   \n",
      "1                  11.3           0.002            0.01             0.009   \n",
      "2                  12.0           0.002            0.03             0.002   \n",
      "3                  12.4           0.000            0.00             0.028   \n",
      "4                  12.6           0.002            0.01             0.008   \n",
      "\n",
      "   eosinophil.count  hemoglobin  platelet  platelet.distribution.width  \\\n",
      "0              0.02       131.0     102.0                         16.6   \n",
      "1              0.05       114.0     123.0                         16.1   \n",
      "2              0.02       144.0     169.0                         16.5   \n",
      "3              0.06        94.0      35.0                         19.4   \n",
      "4              0.05       120.0     104.0                         16.4   \n",
      "\n",
      "   platelet.hematocrit  neutrophil.ratio  neutrophil.count  D.dimer  \\\n",
      "0                0.142             0.746              7.05     1.19   \n",
      "1                0.139             0.702              3.73     1.06   \n",
      "2                0.203             0.887             11.54     0.83   \n",
      "3                0.032             0.559              1.22     1.39   \n",
      "4                0.131             0.697              4.28     0.57   \n",
      "\n",
      "   international.normalized.ratio  activated.partial.thromboplastin.time  \\\n",
      "0                            1.39                                   33.4   \n",
      "1                            1.16                                   35.9   \n",
      "2                            1.10                                   36.2   \n",
      "3                            1.37                                   38.3   \n",
      "4                            1.19                                   34.6   \n",
      "\n",
      "   thrombin.time  prothrombin.activity  prothrombin.time.ratio  fibrinogen  \\\n",
      "0           17.0                  60.3                    1.37        3.84   \n",
      "1           18.4                  65.1                    1.18        2.62   \n",
      "2           14.9                  85.7                    1.09        5.74   \n",
      "3           18.3                  60.9                    1.36        2.63   \n",
      "4           16.4                  74.9                    1.19        3.50   \n",
      "\n",
      "   high.sensitivity.troponin  myoglobin  carbon.dioxide.binding.capacity  \\\n",
      "0                      0.094        NaN                             21.6   \n",
      "1                      0.017        NaN                             26.5   \n",
      "2                      0.010        NaN                             21.6   \n",
      "3                      0.349        NaN                             21.1   \n",
      "4                      0.115        NaN                             22.8   \n",
      "\n",
      "   calcium  potassium  chloride  sodium  Inorganic.Phosphorus  \\\n",
      "0     2.28       5.59     101.9   134.6                   NaN   \n",
      "1     2.28       3.62     105.6   144.0                   NaN   \n",
      "2     2.56       4.15     107.0   142.2                   NaN   \n",
      "3     2.35       3.76     101.6   136.3                   NaN   \n",
      "4     2.42       3.94     104.3   136.6                   NaN   \n",
      "\n",
      "   serum.magnesium  creatine.kinase.isoenzyme.to.creatine.kinase  \\\n",
      "0              NaN                                          0.22   \n",
      "1              NaN                                          0.16   \n",
      "2              NaN                                          0.38   \n",
      "3              NaN                                           NaN   \n",
      "4              NaN                                          0.11   \n",
      "\n",
      "   hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase  \\\n",
      "0                                               0.63        \n",
      "1                                               0.84        \n",
      "2                                               0.77        \n",
      "3                                                NaN        \n",
      "4                                               0.92        \n",
      "\n",
      "   hydroxybutyrate.dehydrogenase  glutamic.oxaloacetic.transaminase  \\\n",
      "0                          185.0                               81.0   \n",
      "1                          170.0                               21.0   \n",
      "2                          105.0                                9.0   \n",
      "3                            NaN                                NaN   \n",
      "4                          270.0                               30.0   \n",
      "\n",
      "   creatine.kinase  creatine.kinase.isoenzyme  lactate.dehydrogenase  \\\n",
      "0             43.0                        9.6                  294.0   \n",
      "1            107.0                       17.2                  203.0   \n",
      "2             38.0                       14.6                  137.0   \n",
      "3              NaN                        NaN                    NaN   \n",
      "4            122.0                       13.6                  295.0   \n",
      "\n",
      "   brain.natriuretic.peptide  high.sensitivity.protein  nucleotidase  \\\n",
      "0                    1500.17                       7.6           3.5   \n",
      "1                     361.70                       NaN           2.2   \n",
      "2                     293.95                       NaN           2.3   \n",
      "3                    1071.40                       NaN          11.2   \n",
      "4                     372.87                       5.9           2.9   \n",
      "\n",
      "   fucosidase  albumin  white.globulin.ratio  cholinesterase  \\\n",
      "0        20.5     38.1                   1.6             NaN   \n",
      "1        21.9     40.7                   1.6             NaN   \n",
      "2        12.3     33.1                   1.2             NaN   \n",
      "3        19.4     40.1                   1.5             NaN   \n",
      "4        12.3     42.3                   1.4             NaN   \n",
      "\n",
      "   glutamyltranspeptidase  glutamic.pyruvic.transaminase  \\\n",
      "0                    83.0                           65.0   \n",
      "1                    17.0                           19.0   \n",
      "2                    27.0                           10.0   \n",
      "3                   134.0                            9.0   \n",
      "4                    17.0                           19.0   \n",
      "\n",
      "   glutamic.oxaliplatin  indirect.bilirubin  alkaline.phosphatase  globulin  \\\n",
      "0                  1.02                11.4                  61.0      23.8   \n",
      "1                   NaN                13.1                  69.0      25.4   \n",
      "2                  1.10                 7.5                  76.0      27.7   \n",
      "3                   NaN                26.2                 191.0      27.0   \n",
      "4                   NaN                 6.9                  61.0      29.6   \n",
      "\n",
      "   direct.bilirubin  total.bilirubin  total.bile.acid  total.protein  \\\n",
      "0               6.9             18.3              4.9           61.9   \n",
      "1               5.2             18.3              2.4           66.1   \n",
      "2               4.4             11.9              2.4           60.8   \n",
      "3              25.4             51.6              9.4           67.1   \n",
      "4               4.9             11.8              3.3           71.9   \n",
      "\n",
      "   erythrocyte.sedimentation.rate  cholesterol  \\\n",
      "0                             NaN         3.46   \n",
      "1                             NaN         3.15   \n",
      "2                             NaN         3.79   \n",
      "3                             NaN         2.92   \n",
      "4                             NaN         2.68   \n",
      "\n",
      "   low.density.lipoprotein.cholesterol  triglyceride  \\\n",
      "0                                 1.90          2.69   \n",
      "1                                 1.26          0.84   \n",
      "2                                 2.13          1.53   \n",
      "3                                 1.31          0.92   \n",
      "4                                 1.21          0.62   \n",
      "\n",
      "   high.density.lipoprotein.cholesterol  homocysteine  apolipoprotein.A  \\\n",
      "0                                  0.84           NaN               NaN   \n",
      "1                                  1.30           NaN               NaN   \n",
      "2                                  0.94           NaN               NaN   \n",
      "3                                  0.98           NaN               NaN   \n",
      "4                                  0.91           NaN               NaN   \n",
      "\n",
      "   apolipoprotein.B  lipoprotein    pH  standard.residual.base  \\\n",
      "0               NaN          NaN  7.44                    -3.0   \n",
      "1               NaN          NaN   NaN                     NaN   \n",
      "2               NaN          NaN   NaN                     NaN   \n",
      "3               NaN          NaN   NaN                     NaN   \n",
      "4               NaN          NaN   NaN                     NaN   \n",
      "\n",
      "   standard.bicarbonate  partial.pressure.of.carbon.dioxide  \\\n",
      "0                  22.7                                32.0   \n",
      "1                   NaN                                 NaN   \n",
      "2                   NaN                                 NaN   \n",
      "3                   NaN                                 NaN   \n",
      "4                   NaN                                 NaN   \n",
      "\n",
      "   total.carbon.dioxide  methemoglobin  hematocrit.blood.gas  \\\n",
      "0                  22.2            0.3                  37.0   \n",
      "1                   NaN            NaN                   NaN   \n",
      "2                   NaN            NaN                   NaN   \n",
      "3                   NaN            NaN                   NaN   \n",
      "4                   NaN            NaN                   NaN   \n",
      "\n",
      "   reduced.hemoglobin  potassium.ion  chloride.ion  sodium.ion  \\\n",
      "0                 3.4           5.63         103.0       136.4   \n",
      "1                 NaN            NaN           NaN         NaN   \n",
      "2                 NaN            NaN           NaN         NaN   \n",
      "3                 NaN            NaN           NaN         NaN   \n",
      "4                 NaN            NaN           NaN         NaN   \n",
      "\n",
      "   glucose.blood.gas  lactate  measured.residual.base  measured.bicarbonate  \\\n",
      "0                5.8      2.5                    -2.1                  21.2   \n",
      "1                NaN      NaN                     NaN                   NaN   \n",
      "2                NaN      NaN                     NaN                   NaN   \n",
      "3                NaN      NaN                     NaN                   NaN   \n",
      "4                NaN      NaN                     NaN                   NaN   \n",
      "\n",
      "   carboxyhemoglobin  body.temperature.blood.gas  oxygen.saturation  \\\n",
      "0                0.4                        37.0               97.0   \n",
      "1                NaN                         NaN                NaN   \n",
      "2                NaN                         NaN                NaN   \n",
      "3                NaN                         NaN                NaN   \n",
      "4                NaN                         NaN                NaN   \n",
      "\n",
      "   partial.oxygen.pressure  oxyhemoglobin  anion.gap  free.calcium  \\\n",
      "0                     93.0           95.9       17.8          1.14   \n",
      "1                      NaN            NaN        NaN           NaN   \n",
      "2                      NaN            NaN        NaN           NaN   \n",
      "3                      NaN            NaN        NaN           NaN   \n",
      "4                      NaN            NaN        NaN           NaN   \n",
      "\n",
      "   total.hemoglobin  GCS  dischargeDay   ageCat  \n",
      "0             125.0   15            11  (69,79]  \n",
      "1               NaN   15             8  (69,79]  \n",
      "2               NaN   15             5  (59,69]  \n",
      "3               NaN   15            11  (69,79]  \n",
      "4               NaN   15             5  (69,79]  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "df = pd.read_csv(\"dat.csv\")\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "ADI=df.copy()\n",
    "\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unnamed: 0 :\n",
      " count    2008.00000\n",
      "mean     1004.50000\n",
      "std       579.80399\n",
      "min         1.00000\n",
      "25%       502.75000\n",
      "50%      1004.50000\n",
      "75%      1506.25000\n",
      "max      2008.00000\n",
      "Name: Unnamed: 0, dtype: float64\n",
      "inpatient.number :\n",
      " count      2008.000000\n",
      "mean     797747.542829\n",
      "std       41127.801740\n",
      "min      722128.000000\n",
      "25%      763164.500000\n",
      "50%      798758.000000\n",
      "75%      829399.750000\n",
      "max      905720.000000\n",
      "Name: inpatient.number, dtype: float64\n",
      "DestinationDischarge :\n",
      " ['Home' 'HealthcareFacility' 'Unknown' 'Died']\n",
      "admission.ward :\n",
      " ['Cardiology' 'GeneralWard' 'ICU' 'Others']\n",
      "admission.way :\n",
      " ['NonEmergency' 'Emergency']\n",
      "occupation :\n",
      " ['UrbanResident' 'farmer' 'worker' 'Others' 'Officer' nan]\n",
      "discharge.department :\n",
      " ['Cardiology' 'Others' 'GeneralWard' 'ICU']\n",
      "visit.times :\n",
      " [1 2 4 3 5]\n",
      "gender :\n",
      " ['Male' 'Female']\n",
      "body.temperature :\n",
      " count    2008.000000\n",
      "mean       36.416484\n",
      "std         0.439529\n",
      "min        35.000000\n",
      "25%        36.200000\n",
      "50%        36.300000\n",
      "75%        36.500000\n",
      "max        42.000000\n",
      "Name: body.temperature, dtype: float64\n",
      "pulse :\n",
      " count    2008.000000\n",
      "mean       85.235060\n",
      "std        21.539214\n",
      "min         0.000000\n",
      "25%        70.000000\n",
      "50%        82.000000\n",
      "75%        98.000000\n",
      "max       198.000000\n",
      "Name: pulse, dtype: float64\n",
      "respiration :\n",
      " count    2008.000000\n",
      "mean       19.085657\n",
      "std         1.737546\n",
      "min         0.000000\n",
      "25%        18.000000\n",
      "50%        19.000000\n",
      "75%        19.000000\n",
      "max        36.000000\n",
      "Name: respiration, dtype: float64\n",
      "systolic.blood.pressure :\n",
      " count    2008.000000\n",
      "mean      131.056773\n",
      "std        24.741670\n",
      "min         0.000000\n",
      "25%       113.000000\n",
      "50%       130.000000\n",
      "75%       146.250000\n",
      "max       252.000000\n",
      "Name: systolic.blood.pressure, dtype: float64\n",
      "diastolic.blood.pressure :\n",
      " count    2008.000000\n",
      "mean       76.573207\n",
      "std        14.461247\n",
      "min         0.000000\n",
      "25%        65.000000\n",
      "50%        76.000000\n",
      "75%        85.000000\n",
      "max       146.000000\n",
      "Name: diastolic.blood.pressure, dtype: float64\n",
      "map :\n",
      " count    2008.000000\n",
      "mean       94.734396\n",
      "std        16.323762\n",
      "min         0.000000\n",
      "25%        83.333333\n",
      "50%        93.333333\n",
      "75%       104.666667\n",
      "max       181.333333\n",
      "Name: map, dtype: float64\n",
      "weight :\n",
      " count    2008.000000\n",
      "mean       52.483715\n",
      "std        10.895935\n",
      "min         0.000000\n",
      "25%        45.000000\n",
      "50%        50.000000\n",
      "75%        60.000000\n",
      "max       115.000000\n",
      "Name: weight, dtype: float64\n",
      "height :\n",
      " count    2008.000000\n",
      "mean        1.567869\n",
      "std         0.096138\n",
      "min         0.350000\n",
      "25%         1.500000\n",
      "50%         1.560000\n",
      "75%         1.620000\n",
      "max         1.830000\n",
      "Name: height, dtype: float64\n",
      "BMI :\n",
      " count    2008.000000\n",
      "mean       21.791398\n",
      "std        13.645009\n",
      "min         0.000000\n",
      "25%        18.491124\n",
      "50%        20.761246\n",
      "75%        23.437500\n",
      "max       404.081633\n",
      "Name: BMI, dtype: float64\n",
      "type.of.heart.failure :\n",
      " ['Both' 'Right' 'Left']\n",
      "NYHA.cardiac.function.classification :\n",
      " ['III' 'II' 'IV']\n",
      "Killip.grade :\n",
      " ['III' 'I' 'II' 'IV']\n",
      "myocardial.infarction :\n",
      " [0 1]\n",
      "congestive.heart.failure :\n",
      " [0 1]\n",
      "peripheral.vascular.disease :\n",
      " [0 1]\n",
      "cerebrovascular.disease :\n",
      " [0 1]\n",
      "dementia :\n",
      " [0 1]\n",
      "Chronic.obstructive.pulmonary.disease :\n",
      " [1 0]\n",
      "connective.tissue.disease :\n",
      " [0 1]\n",
      "peptic.ulcer.disease :\n",
      " [ 0.  1. nan]\n",
      "diabetes :\n",
      " [1 0]\n",
      "moderate.to.severe.chronic.kidney.disease :\n",
      " [ 0.  1. nan]\n",
      "hemiplegia :\n",
      " [0 1]\n",
      "leukemia :\n",
      " [0]\n",
      "malignant.lymphoma :\n",
      " [0 1]\n",
      "solid.tumor :\n",
      " [0 1]\n",
      "liver.disease :\n",
      " [ 0.  1. nan]\n",
      "AIDS :\n",
      " [0 1]\n",
      "CCI.score :\n",
      " [ 2.  0.  1.  3.  4.  5. nan  6.]\n",
      "type.II.respiratory.failure :\n",
      " ['NonTypeII' 'TypeII']\n",
      "consciousness :\n",
      " ['Clear' 'ResponsiveToPain' 'ResponsiveToSound' 'Nonresponsive']\n",
      "eye.opening :\n",
      " [4 3 1 2]\n",
      "verbal.response :\n",
      " [5 2 4 1 3]\n",
      "movement :\n",
      " [6 5 1 4 3 2]\n",
      "respiratory.support. :\n",
      " ['None' 'NIMV' 'IMV']\n",
      "oxygen.inhalation :\n",
      " ['OxygenTherapy' 'AmbientAir']\n",
      "fio2 :\n",
      " count    2008.000000\n",
      "mean       32.670319\n",
      "std         4.756961\n",
      "min        21.000000\n",
      "25%        33.000000\n",
      "50%        33.000000\n",
      "75%        33.000000\n",
      "max       100.000000\n",
      "Name: fio2, dtype: float64\n",
      "acute.renal.failure :\n",
      " [0 1]\n",
      "LVEF :\n",
      " count    635.000000\n",
      "mean      50.682992\n",
      "std       13.221701\n",
      "min        5.000000\n",
      "25%       41.000000\n",
      "50%       51.000000\n",
      "75%       61.000000\n",
      "max       82.000000\n",
      "Name: LVEF, dtype: float64\n",
      "left.ventricular.end.diastolic.diameter.LV :\n",
      " count    1311.000000\n",
      "mean       53.110015\n",
      "std        10.924505\n",
      "min         0.300000\n",
      "25%        45.000000\n",
      "50%        53.000000\n",
      "75%        60.000000\n",
      "max        88.000000\n",
      "Name: left.ventricular.end.diastolic.diameter.LV, dtype: float64\n",
      "mitral.valve.EMS :\n",
      " count    980.000000\n",
      "mean       4.849592\n",
      "std       38.588059\n",
      "min        0.030000\n",
      "25%        0.767500\n",
      "50%        1.010000\n",
      "75%        1.280000\n",
      "max      409.000000\n",
      "Name: mitral.valve.EMS, dtype: float64\n",
      "mitral.valve.AMS :\n",
      " count    550.000000\n",
      "mean       4.086738\n",
      "std       34.597588\n",
      "min        0.060000\n",
      "25%        0.590000\n",
      "50%        0.830000\n",
      "75%        1.050000\n",
      "max      408.000000\n",
      "Name: mitral.valve.AMS, dtype: float64\n",
      "EA :\n",
      " count    393.000000\n",
      "mean       1.289686\n",
      "std        1.289603\n",
      "min        0.061600\n",
      "25%        0.656000\n",
      "50%        0.980000\n",
      "75%        1.606000\n",
      "max       21.300000\n",
      "Name: EA, dtype: float64\n",
      "tricuspid.valve.return.velocity :\n",
      " count    790.000000\n",
      "mean       2.990506\n",
      "std        0.618153\n",
      "min        0.900000\n",
      "25%        2.600000\n",
      "50%        2.900000\n",
      "75%        3.347500\n",
      "max        5.760000\n",
      "Name: tricuspid.valve.return.velocity, dtype: float64\n",
      "tricuspid.valve.return.pressure :\n",
      " count    182.000000\n",
      "mean      35.910989\n",
      "std       13.698481\n",
      "min        1.700000\n",
      "25%       27.250000\n",
      "50%       34.000000\n",
      "75%       43.000000\n",
      "max       87.000000\n",
      "Name: tricuspid.valve.return.pressure, dtype: float64\n",
      "outcome.during.hospitalization :\n",
      " ['Alive' 'Dead' 'DischargeAgainstOrder']\n",
      "death.within.28.days :\n",
      " [0 1]\n",
      "re.admission.within.28.days :\n",
      " [0 1]\n",
      "death.within.3.months :\n",
      " [0 1]\n",
      "re.admission.within.3.months :\n",
      " [0 1]\n",
      "death.within.6.months :\n",
      " [0 1]\n",
      "re.admission.within.6.months :\n",
      " [0 1]\n",
      "time.of.death..days.from.admission. :\n",
      " count     44.000000\n",
      "mean      29.522727\n",
      "std       72.452226\n",
      "min        1.000000\n",
      "25%        2.000000\n",
      "50%        4.500000\n",
      "75%       18.750000\n",
      "max      350.000000\n",
      "Name: time.of.death..days.from.admission., dtype: float64\n",
      "re.admission.time..days.from.admission. :\n",
      " count     901.000000\n",
      "mean      126.711432\n",
      "std       145.025343\n",
      "min         1.000000\n",
      "25%        42.000000\n",
      "50%        83.000000\n",
      "75%       166.000000\n",
      "max      2280.000000\n",
      "Name: re.admission.time..days.from.admission., dtype: float64\n",
      "return.to.emergency.department.within.6.months :\n",
      " [ 0.  1. nan]\n",
      "time.to.emergency.department.within.6.months :\n",
      " count     897.000000\n",
      "mean      126.734671\n",
      "std       145.100169\n",
      "min         1.000000\n",
      "25%        42.000000\n",
      "50%        83.000000\n",
      "75%       166.000000\n",
      "max      2280.000000\n",
      "Name: time.to.emergency.department.within.6.months, dtype: float64\n",
      "creatinine.enzymatic.method :\n",
      " count    1985.000000\n",
      "mean      108.916373\n",
      "std        79.121593\n",
      "min        27.600000\n",
      "25%        64.900000\n",
      "50%        87.100000\n",
      "75%       122.700000\n",
      "max       963.400000\n",
      "Name: creatinine.enzymatic.method, dtype: float64\n",
      "urea :\n",
      " count    1985.000000\n",
      "mean        9.565355\n",
      "std         5.546018\n",
      "min         1.580000\n",
      "25%         5.900000\n",
      "50%         8.030000\n",
      "75%        11.540000\n",
      "max        45.630000\n",
      "Name: urea, dtype: float64\n",
      "uric.acid :\n",
      " count    1985.000000\n",
      "mean      483.018640\n",
      "std       169.655029\n",
      "min        62.000000\n",
      "25%       361.000000\n",
      "50%       458.000000\n",
      "75%       572.000000\n",
      "max      1409.000000\n",
      "Name: uric.acid, dtype: float64\n",
      "glomerular.filtration.rate :\n",
      " count    1945.000000\n",
      "mean       68.664272\n",
      "std        36.611928\n",
      "min         3.130000\n",
      "25%        41.600000\n",
      "50%        64.790000\n",
      "75%        90.120000\n",
      "max       281.010000\n",
      "Name: glomerular.filtration.rate, dtype: float64\n",
      "cystatin :\n",
      " count    1967.000000\n",
      "mean        1.842877\n",
      "std         0.951266\n",
      "min         0.230000\n",
      "25%         1.210000\n",
      "50%         1.550000\n",
      "75%         2.200000\n",
      "max        10.370000\n",
      "Name: cystatin, dtype: float64\n",
      "white.blood.cell :\n",
      " count    1981.000000\n",
      "mean        7.307885\n",
      "std         3.473676\n",
      "min         1.660000\n",
      "25%         5.070000\n",
      "50%         6.500000\n",
      "75%         8.670000\n",
      "max        32.790000\n",
      "Name: white.blood.cell, dtype: float64\n",
      "monocyte.ratio :\n",
      " count    1981.000000\n",
      "mean        0.068636\n",
      "std         0.026478\n",
      "min         0.002000\n",
      "25%         0.052000\n",
      "50%         0.066000\n",
      "75%         0.082000\n",
      "max         0.270000\n",
      "Name: monocyte.ratio, dtype: float64\n",
      "monocyte.count :\n",
      " count    1981.000000\n",
      "mean        0.474811\n",
      "std         0.245032\n",
      "min         0.010000\n",
      "25%         0.320000\n",
      "50%         0.420000\n",
      "75%         0.570000\n",
      "max         2.330000\n",
      "Name: monocyte.count, dtype: float64\n",
      "red.blood.cell :\n",
      " count    1981.000000\n",
      "mean        3.855926\n",
      "std         0.763842\n",
      "min         0.890000\n",
      "25%         3.430000\n",
      "50%         3.890000\n",
      "75%         4.310000\n",
      "max         7.020000\n",
      "Name: red.blood.cell, dtype: float64\n",
      "coefficient.of.variation.of.red.blood.cell.distribution.width :\n",
      " count    1978.000000\n",
      "mean       14.919009\n",
      "std         2.007027\n",
      "min        11.800000\n",
      "25%        13.600000\n",
      "50%        14.400000\n",
      "75%        15.600000\n",
      "max        29.900000\n",
      "Name: coefficient.of.variation.of.red.blood.cell.distribution.width, dtype: float64\n",
      "standard.deviation.of.red.blood.cell.distribution.width :\n",
      " count    1978.000000\n",
      "mean       48.842770\n",
      "std         6.477681\n",
      "min        32.300000\n",
      "25%        45.100000\n",
      "50%        47.800000\n",
      "75%        51.400000\n",
      "max        98.000000\n",
      "Name: standard.deviation.of.red.blood.cell.distribution.width, dtype: float64\n",
      "mean.corpuscular.volume :\n",
      " count    1980.000000\n",
      "mean       92.017778\n",
      "std         8.807737\n",
      "min        57.800000\n",
      "25%        88.800000\n",
      "50%        93.300000\n",
      "75%        96.900000\n",
      "max       135.800000\n",
      "Name: mean.corpuscular.volume, dtype: float64\n",
      "hematocrit :\n",
      " count    1980.000000\n",
      "mean        0.352896\n",
      "std         0.068933\n",
      "min         0.094000\n",
      "25%         0.315000\n",
      "50%         0.359000\n",
      "75%         0.398000\n",
      "max         0.605000\n",
      "Name: hematocrit, dtype: float64\n",
      "lymphocyte.count :\n",
      " count    1981.000000\n",
      "mean        1.032479\n",
      "std         0.604307\n",
      "min         0.080000\n",
      "25%         0.620000\n",
      "50%         0.930000\n",
      "75%         1.290000\n",
      "max         6.690000\n",
      "Name: lymphocyte.count, dtype: float64\n",
      "mean.hemoglobin.volume :\n",
      " count    1980.000000\n",
      "mean       29.931162\n",
      "std         3.421877\n",
      "min        15.600000\n",
      "25%        28.700000\n",
      "50%        30.600000\n",
      "75%        32.000000\n",
      "max        45.300000\n",
      "Name: mean.hemoglobin.volume, dtype: float64\n",
      "mean.hemoglobin.concentration :\n",
      " count    1981.000000\n",
      "mean      324.822312\n",
      "std        13.961445\n",
      "min       252.000000\n",
      "25%       318.000000\n",
      "50%       326.000000\n",
      "75%       334.000000\n",
      "max       363.000000\n",
      "Name: mean.hemoglobin.concentration, dtype: float64\n",
      "mean.platelet.volume :\n",
      " count    1905.000000\n",
      "mean       12.113333\n",
      "std         1.697635\n",
      "min         7.700000\n",
      "25%        10.900000\n",
      "50%        12.100000\n",
      "75%        13.300000\n",
      "max        17.600000\n",
      "Name: mean.platelet.volume, dtype: float64\n",
      "basophil.ratio :\n",
      " count    1981.000000\n",
      "mean        0.004592\n",
      "std         0.003639\n",
      "min         0.000000\n",
      "25%         0.002000\n",
      "50%         0.004000\n",
      "75%         0.006000\n",
      "max         0.063000\n",
      "Name: basophil.ratio, dtype: float64\n",
      "basophil.count :\n",
      " count    1981.000000\n",
      "mean        0.031141\n",
      "std         0.029436\n",
      "min         0.000000\n",
      "25%         0.020000\n",
      "50%         0.030000\n",
      "75%         0.040000\n",
      "max         0.730000\n",
      "Name: basophil.count, dtype: float64\n",
      "eosinophil.ratio :\n",
      " count    1981.000000\n",
      "mean        0.018506\n",
      "std         0.031244\n",
      "min         0.000000\n",
      "25%         0.003000\n",
      "50%         0.009000\n",
      "75%         0.022000\n",
      "max         0.620000\n",
      "Name: eosinophil.ratio, dtype: float64\n",
      "eosinophil.count :\n",
      " count    1981.000000\n",
      "mean        0.119298\n",
      "std         0.246188\n",
      "min         0.000000\n",
      "25%         0.020000\n",
      "50%         0.060000\n",
      "75%         0.130000\n",
      "max         6.580000\n",
      "Name: eosinophil.count, dtype: float64\n",
      "hemoglobin :\n",
      " count    1980.000000\n",
      "mean      115.069192\n",
      "std        24.532100\n",
      "min        29.000000\n",
      "25%       101.000000\n",
      "50%       117.000000\n",
      "75%       131.000000\n",
      "max       200.000000\n",
      "Name: hemoglobin, dtype: float64\n",
      "platelet :\n",
      " count    1981.000000\n",
      "mean      145.148410\n",
      "std        64.923118\n",
      "min         5.000000\n",
      "25%       101.000000\n",
      "50%       135.000000\n",
      "75%       177.000000\n",
      "max       646.000000\n",
      "Name: platelet, dtype: float64\n",
      "platelet.distribution.width :\n",
      " count    1905.000000\n",
      "mean       16.364147\n",
      "std         1.492992\n",
      "min         9.500000\n",
      "25%        16.000000\n",
      "50%        16.300000\n",
      "75%        16.600000\n",
      "max        25.100000\n",
      "Name: platelet.distribution.width, dtype: float64\n",
      "platelet.hematocrit :\n",
      " count    1905.000000\n",
      "mean        0.173688\n",
      "std         0.067711\n",
      "min         0.009000\n",
      "25%         0.130000\n",
      "50%         0.165000\n",
      "75%         0.205000\n",
      "max         0.702000\n",
      "Name: platelet.hematocrit, dtype: float64\n",
      "neutrophil.ratio :\n",
      " count    1981.000000\n",
      "mean        0.750921\n",
      "std         0.104263\n",
      "min         0.207000\n",
      "25%         0.683000\n",
      "50%         0.759000\n",
      "75%         0.827000\n",
      "max         0.976000\n",
      "Name: neutrophil.ratio, dtype: float64\n",
      "neutrophil.count :\n",
      " count    1981.000000\n",
      "mean        5.649844\n",
      "std         3.248791\n",
      "min         0.740000\n",
      "25%         3.600000\n",
      "50%         4.830000\n",
      "75%         6.800000\n",
      "max        29.940000\n",
      "Name: neutrophil.count, dtype: float64\n",
      "D.dimer :\n",
      " count    1840.000000\n",
      "mean        2.447283\n",
      "std         5.332839\n",
      "min         0.000000\n",
      "25%         0.790000\n",
      "50%         1.210000\n",
      "75%         2.170000\n",
      "max       100.100000\n",
      "Name: D.dimer, dtype: float64\n",
      "international.normalized.ratio :\n",
      " count    1973.00000\n",
      "mean        1.34997\n",
      "std         0.71393\n",
      "min         0.83000\n",
      "25%         1.13000\n",
      "50%         1.21000\n",
      "75%         1.35000\n",
      "max        16.59000\n",
      "Name: international.normalized.ratio, dtype: float64\n",
      "activated.partial.thromboplastin.time :\n",
      " count    1974.000000\n",
      "mean       35.390172\n",
      "std         8.308364\n",
      "min        20.000000\n",
      "25%        30.825000\n",
      "50%        34.100000\n",
      "75%        38.200000\n",
      "max       181.900000\n",
      "Name: activated.partial.thromboplastin.time, dtype: float64\n",
      "thrombin.time :\n",
      " count    1974.000000\n",
      "mean       17.244174\n",
      "std         5.942134\n",
      "min         9.700000\n",
      "25%        16.300000\n",
      "50%        17.200000\n",
      "75%        17.900000\n",
      "max       209.300000\n",
      "Name: thrombin.time, dtype: float64\n",
      "prothrombin.activity :\n",
      " count    1962.000000\n",
      "mean       66.403262\n",
      "std        18.448475\n",
      "min         3.800000\n",
      "25%        56.600000\n",
      "50%        68.500000\n",
      "75%        78.400000\n",
      "max       141.510000\n",
      "Name: prothrombin.activity, dtype: float64\n",
      "prothrombin.time.ratio :\n",
      " count    1973.000000\n",
      "mean        1.353376\n",
      "std         0.681233\n",
      "min         0.850000\n",
      "25%         1.130000\n",
      "50%         1.220000\n",
      "75%         1.360000\n",
      "max        14.890000\n",
      "Name: prothrombin.time.ratio, dtype: float64\n",
      "fibrinogen :\n",
      " count    1974.000000\n",
      "mean        3.223830\n",
      "std         1.044635\n",
      "min         0.510000\n",
      "25%         2.492500\n",
      "50%         3.040000\n",
      "75%         3.700000\n",
      "max         8.320000\n",
      "Name: fibrinogen, dtype: float64\n",
      "high.sensitivity.troponin :\n",
      " count    1929.000000\n",
      "mean        0.281541\n",
      "std         1.923464\n",
      "min         0.000000\n",
      "25%         0.023000\n",
      "50%         0.055000\n",
      "75%         0.119000\n",
      "max        45.675000\n",
      "Name: high.sensitivity.troponin, dtype: float64\n",
      "myoglobin :\n",
      " count    398.000000\n",
      "mean     123.296206\n",
      "std      140.220662\n",
      "min       17.580000\n",
      "25%       47.837500\n",
      "50%       78.430000\n",
      "75%      132.115000\n",
      "max      994.820000\n",
      "Name: myoglobin, dtype: float64\n",
      "carbon.dioxide.binding.capacity :\n",
      " count    1997.000000\n",
      "mean       23.816174\n",
      "std         4.843350\n",
      "min         2.100000\n",
      "25%        20.900000\n",
      "50%        23.900000\n",
      "75%        26.700000\n",
      "max        47.200000\n",
      "Name: carbon.dioxide.binding.capacity, dtype: float64\n",
      "calcium :\n",
      " count    1997.000000\n",
      "mean        2.292944\n",
      "std         0.180567\n",
      "min         1.390000\n",
      "25%         2.180000\n",
      "50%         2.290000\n",
      "75%         2.400000\n",
      "max         3.370000\n",
      "Name: calcium, dtype: float64\n",
      "potassium :\n",
      " count    1997.000000\n",
      "mean        3.981462\n",
      "std         0.705807\n",
      "min         1.670000\n",
      "25%         3.530000\n",
      "50%         3.880000\n",
      "75%         4.330000\n",
      "max        11.100000\n",
      "Name: potassium, dtype: float64\n",
      "chloride :\n",
      " count    1997.000000\n",
      "mean      101.788783\n",
      "std         6.045325\n",
      "min        70.900000\n",
      "25%        98.700000\n",
      "50%       102.600000\n",
      "75%       105.900000\n",
      "max       125.100000\n",
      "Name: chloride, dtype: float64\n",
      "sodium :\n",
      " count    1997.000000\n",
      "mean      138.241462\n",
      "std         4.901774\n",
      "min       107.500000\n",
      "25%       136.000000\n",
      "50%       139.000000\n",
      "75%       141.400000\n",
      "max       159.000000\n",
      "Name: sodium, dtype: float64\n",
      "Inorganic.Phosphorus :\n",
      " count    407.000000\n",
      "mean       1.129017\n",
      "std        0.424344\n",
      "min        0.540000\n",
      "25%        0.910000\n",
      "50%        1.040000\n",
      "75%        1.195000\n",
      "max        4.260000\n",
      "Name: Inorganic.Phosphorus, dtype: float64\n",
      "serum.magnesium :\n",
      " count    407.000000\n",
      "mean       0.870860\n",
      "std        0.134241\n",
      "min        0.520000\n",
      "25%        0.785000\n",
      "50%        0.870000\n",
      "75%        0.950000\n",
      "max        1.490000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: serum.magnesium, dtype: float64\n",
      "creatine.kinase.isoenzyme.to.creatine.kinase :\n",
      " count    1767.000000\n",
      "mean        0.210742\n",
      "std         0.150547\n",
      "min         0.013043\n",
      "25%         0.110000\n",
      "50%         0.170000\n",
      "75%         0.260000\n",
      "max         1.000000\n",
      "Name: creatine.kinase.isoenzyme.to.creatine.kinase, dtype: float64\n",
      "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase :\n",
      " count    1767.000000\n",
      "mean        0.817057\n",
      "std         0.094465\n",
      "min         0.360000\n",
      "25%         0.770000\n",
      "50%         0.820000\n",
      "75%         0.880000\n",
      "max         1.150000\n",
      "Name: hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase, dtype: float64\n",
      "hydroxybutyrate.dehydrogenase :\n",
      " count    1767.000000\n",
      "mean      215.501415\n",
      "std       144.786788\n",
      "min        78.000000\n",
      "25%       160.000000\n",
      "50%       187.000000\n",
      "75%       227.000000\n",
      "max      2666.000000\n",
      "Name: hydroxybutyrate.dehydrogenase, dtype: float64\n",
      "glutamic.oxaloacetic.transaminase :\n",
      " count    1755.000000\n",
      "mean       63.220228\n",
      "std       297.425905\n",
      "min         5.000000\n",
      "25%        20.000000\n",
      "50%        26.000000\n",
      "75%        39.000000\n",
      "max      6640.000000\n",
      "Name: glutamic.oxaloacetic.transaminase, dtype: float64\n",
      "creatine.kinase :\n",
      " count    1767.000000\n",
      "mean      136.379174\n",
      "std       284.808358\n",
      "min        17.000000\n",
      "25%        64.000000\n",
      "50%        91.000000\n",
      "75%       137.000000\n",
      "max      5920.000000\n",
      "Name: creatine.kinase, dtype: float64\n",
      "creatine.kinase.isoenzyme :\n",
      " count    1767.00000\n",
      "mean       19.75648\n",
      "std        19.77322\n",
      "min         0.90000\n",
      "25%        12.10000\n",
      "50%        16.10000\n",
      "75%        21.80000\n",
      "max       424.00000\n",
      "Name: creatine.kinase.isoenzyme, dtype: float64\n",
      "lactate.dehydrogenase :\n",
      " count    1767.000000\n",
      "mean      273.291454\n",
      "std       253.214759\n",
      "min       107.000000\n",
      "25%       195.000000\n",
      "50%       229.000000\n",
      "75%       282.000000\n",
      "max      6279.000000\n",
      "Name: lactate.dehydrogenase, dtype: float64\n",
      "brain.natriuretic.peptide :\n",
      " count    1973.000000\n",
      "mean     1280.437258\n",
      "std      1354.159750\n",
      "min         2.690000\n",
      "25%       303.940000\n",
      "50%       753.030000\n",
      "75%      1738.520000\n",
      "max      5000.000000\n",
      "Name: brain.natriuretic.peptide, dtype: float64\n",
      "high.sensitivity.protein :\n",
      " count    941.000000\n",
      "mean      25.094687\n",
      "std       34.651654\n",
      "min        0.100000\n",
      "25%        4.000000\n",
      "50%        9.400000\n",
      "75%       29.800000\n",
      "max      188.100000\n",
      "Name: high.sensitivity.protein, dtype: float64\n",
      "nucleotidase :\n",
      " count    1479.000000\n",
      "mean        4.292360\n",
      "std         3.621983\n",
      "min         0.300000\n",
      "25%         2.200000\n",
      "50%         3.000000\n",
      "75%         5.000000\n",
      "max        31.400000\n",
      "Name: nucleotidase, dtype: float64\n",
      "fucosidase :\n",
      " count    1479.000000\n",
      "mean       19.366802\n",
      "std         6.079402\n",
      "min         3.800000\n",
      "25%        15.200000\n",
      "50%        18.700000\n",
      "75%        22.800000\n",
      "max        59.200000\n",
      "Name: fucosidase, dtype: float64\n",
      "albumin :\n",
      " count    1906.000000\n",
      "mean       36.532686\n",
      "std         4.975237\n",
      "min        12.600000\n",
      "25%        33.500000\n",
      "50%        36.800000\n",
      "75%        39.800000\n",
      "max        52.700000\n",
      "Name: albumin, dtype: float64\n",
      "white.globulin.ratio :\n",
      " count    1906.000000\n",
      "mean        1.330378\n",
      "std         0.309204\n",
      "min         0.100000\n",
      "25%         1.100000\n",
      "50%         1.300000\n",
      "75%         1.500000\n",
      "max         2.600000\n",
      "Name: white.globulin.ratio, dtype: float64\n",
      "cholinesterase :\n",
      " [nan]\n",
      "glutamyltranspeptidase :\n",
      " count    1906.000000\n",
      "mean       61.068730\n",
      "std        68.497133\n",
      "min         5.000000\n",
      "25%        22.000000\n",
      "50%        39.000000\n",
      "75%        74.000000\n",
      "max       721.000000\n",
      "Name: glutamyltranspeptidase, dtype: float64\n",
      "glutamic.pyruvic.transaminase :\n",
      " count    1906.000000\n",
      "mean       53.966264\n",
      "std       204.022641\n",
      "min         3.000000\n",
      "25%        13.000000\n",
      "50%        21.000000\n",
      "75%        35.750000\n",
      "max      4928.000000\n",
      "Name: glutamic.pyruvic.transaminase, dtype: float64\n",
      "glutamic.oxaliplatin :\n",
      " count    592.000000\n",
      "mean       1.371723\n",
      "std        0.785210\n",
      "min        0.010000\n",
      "25%        0.910000\n",
      "50%        1.200000\n",
      "75%        1.655000\n",
      "max       11.140000\n",
      "Name: glutamic.oxaliplatin, dtype: float64\n",
      "indirect.bilirubin :\n",
      " count    1906.000000\n",
      "mean       13.710283\n",
      "std         9.249738\n",
      "min         1.000000\n",
      "25%         7.800000\n",
      "50%        11.600000\n",
      "75%        17.100000\n",
      "max       128.600000\n",
      "Name: indirect.bilirubin, dtype: float64\n",
      "alkaline.phosphatase :\n",
      " count    1906.000000\n",
      "mean       89.479538\n",
      "std        45.264134\n",
      "min        19.000000\n",
      "25%        64.000000\n",
      "50%        80.000000\n",
      "75%       102.000000\n",
      "max      1085.000000\n",
      "Name: alkaline.phosphatase, dtype: float64\n",
      "globulin :\n",
      " count    1906.000000\n",
      "mean       28.569412\n",
      "std         6.057623\n",
      "min        13.700000\n",
      "25%        24.700000\n",
      "50%        27.900000\n",
      "75%        31.400000\n",
      "max        88.300000\n",
      "Name: globulin, dtype: float64\n",
      "direct.bilirubin :\n",
      " count    1906.000000\n",
      "mean        9.024502\n",
      "std         9.548840\n",
      "min         0.300000\n",
      "25%         4.100000\n",
      "50%         6.500000\n",
      "75%        10.500000\n",
      "max       179.800000\n",
      "Name: direct.bilirubin, dtype: float64\n",
      "total.bilirubin :\n",
      " count    1906.000000\n",
      "mean       22.734785\n",
      "std        17.485816\n",
      "min         1.600000\n",
      "25%        12.125000\n",
      "50%        18.300000\n",
      "75%        27.800000\n",
      "max       256.600000\n",
      "Name: total.bilirubin, dtype: float64\n",
      "total.bile.acid :\n",
      " count    1498.000000\n",
      "mean        8.554272\n",
      "std        13.484040\n",
      "min         0.000000\n",
      "25%         2.600000\n",
      "50%         4.700000\n",
      "75%         8.800000\n",
      "max       170.200000\n",
      "Name: total.bile.acid, dtype: float64\n",
      "total.protein :\n",
      " count    1906.000000\n",
      "mean       65.102099\n",
      "std         7.341287\n",
      "min        41.700000\n",
      "25%        60.125000\n",
      "50%        64.700000\n",
      "75%        69.375000\n",
      "max       100.900000\n",
      "Name: total.protein, dtype: float64\n",
      "erythrocyte.sedimentation.rate :\n",
      " count    307.000000\n",
      "mean      35.508143\n",
      "std       30.319040\n",
      "min        2.000000\n",
      "25%       12.000000\n",
      "50%       28.000000\n",
      "75%       50.500000\n",
      "max      120.000000\n",
      "Name: erythrocyte.sedimentation.rate, dtype: float64\n",
      "cholesterol :\n",
      " count    1810.00000\n",
      "mean        3.72342\n",
      "std         1.08836\n",
      "min         1.20000\n",
      "25%         2.97000\n",
      "50%         3.60000\n",
      "75%         4.31750\n",
      "max        10.00000\n",
      "Name: cholesterol, dtype: float64\n",
      "low.density.lipoprotein.cholesterol :\n",
      " count    1810.000000\n",
      "mean        1.860586\n",
      "std         0.757298\n",
      "min         0.350000\n",
      "25%         1.320000\n",
      "50%         1.760000\n",
      "75%         2.287500\n",
      "max         6.410000\n",
      "Name: low.density.lipoprotein.cholesterol, dtype: float64\n",
      "triglyceride :\n",
      " count    1810.000000\n",
      "mean        1.160586\n",
      "std         1.078681\n",
      "min         0.220000\n",
      "25%         0.710000\n",
      "50%         0.960000\n",
      "75%         1.310000\n",
      "max        24.450000\n",
      "Name: triglyceride, dtype: float64\n",
      "high.density.lipoprotein.cholesterol :\n",
      " count    1810.000000\n",
      "mean        1.103398\n",
      "std         0.352083\n",
      "min         0.020000\n",
      "25%         0.860000\n",
      "50%         1.070000\n",
      "75%         1.300000\n",
      "max         2.740000\n",
      "Name: high.density.lipoprotein.cholesterol, dtype: float64\n",
      "homocysteine :\n",
      " count    146.000000\n",
      "mean      21.413699\n",
      "std       13.750482\n",
      "min        7.550000\n",
      "25%       14.712500\n",
      "50%       18.490000\n",
      "75%       23.372500\n",
      "max      120.190000\n",
      "Name: homocysteine, dtype: float64\n",
      "apolipoprotein.A :\n",
      " count    176.000000\n",
      "mean       1.303352\n",
      "std        0.326070\n",
      "min        0.530000\n",
      "25%        1.080000\n",
      "50%        1.310000\n",
      "75%        1.525000\n",
      "max        2.200000\n",
      "Name: apolipoprotein.A, dtype: float64\n",
      "apolipoprotein.B :\n",
      " count    176.000000\n",
      "mean       0.763523\n",
      "std        0.285891\n",
      "min        0.300000\n",
      "25%        0.570000\n",
      "50%        0.720000\n",
      "75%        0.922500\n",
      "max        2.070000\n",
      "Name: apolipoprotein.B, dtype: float64\n",
      "lipoprotein :\n",
      " count     176.000000\n",
      "mean      231.846591\n",
      "std       228.023017\n",
      "min         5.000000\n",
      "25%        60.500000\n",
      "50%       153.000000\n",
      "75%       324.000000\n",
      "max      1160.000000\n",
      "Name: lipoprotein, dtype: float64\n",
      "pH :\n",
      " count    993.000000\n",
      "mean       7.412719\n",
      "std        0.074854\n",
      "min        6.770000\n",
      "25%        7.390000\n",
      "50%        7.420000\n",
      "75%        7.450000\n",
      "max        7.600000\n",
      "Name: pH, dtype: float64\n",
      "standard.residual.base :\n",
      " count    993.000000\n",
      "mean      -2.386506\n",
      "std        5.363630\n",
      "min      -32.700000\n",
      "25%       -5.100000\n",
      "50%       -2.200000\n",
      "75%        0.500000\n",
      "max       24.900000\n",
      "Name: standard.residual.base, dtype: float64\n",
      "standard.bicarbonate :\n",
      " count    993.000000\n",
      "mean      22.988218\n",
      "std        3.907712\n",
      "min        2.600000\n",
      "25%       21.000000\n",
      "50%       23.000000\n",
      "75%       25.000000\n",
      "max       42.700000\n",
      "Name: standard.bicarbonate, dtype: float64\n",
      "partial.pressure.of.carbon.dioxide :\n",
      " count    993.000000\n",
      "mean      35.798590\n",
      "std        9.559961\n",
      "min       12.000000\n",
      "25%       30.000000\n",
      "50%       34.000000\n",
      "75%       39.000000\n",
      "max      143.000000\n",
      "Name: partial.pressure.of.carbon.dioxide, dtype: float64\n",
      "total.carbon.dioxide :\n",
      " count    993.000000\n",
      "mean      23.312487\n",
      "std        5.104165\n",
      "min        2.100000\n",
      "25%       20.400000\n",
      "50%       23.200000\n",
      "75%       25.900000\n",
      "max       57.500000\n",
      "Name: total.carbon.dioxide, dtype: float64\n",
      "methemoglobin :\n",
      " count    992.000000\n",
      "mean       0.240524\n",
      "std        0.191101\n",
      "min        0.000000\n",
      "25%        0.100000\n",
      "50%        0.200000\n",
      "75%        0.300000\n",
      "max        2.300000\n",
      "Name: methemoglobin, dtype: float64\n",
      "hematocrit.blood.gas :\n",
      " count    992.000000\n",
      "mean      36.575605\n",
      "std        7.624138\n",
      "min       10.000000\n",
      "25%       32.000000\n",
      "50%       37.000000\n",
      "75%       41.000000\n",
      "max      111.000000\n",
      "Name: hematocrit.blood.gas, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reduced.hemoglobin :\n",
      " count    992.000000\n",
      "mean       4.215121\n",
      "std        6.132486\n",
      "min        0.300000\n",
      "25%        1.500000\n",
      "50%        2.500000\n",
      "75%        4.625000\n",
      "max       74.700000\n",
      "Name: reduced.hemoglobin, dtype: float64\n",
      "potassium.ion :\n",
      " count    993.000000\n",
      "mean       3.893484\n",
      "std        0.668968\n",
      "min        1.500000\n",
      "25%        3.470000\n",
      "50%        3.810000\n",
      "75%        4.200000\n",
      "max        7.130000\n",
      "Name: potassium.ion, dtype: float64\n",
      "chloride.ion :\n",
      " count    993.000000\n",
      "mean     103.874119\n",
      "std        6.217274\n",
      "min       73.000000\n",
      "25%      101.000000\n",
      "50%      105.000000\n",
      "75%      108.000000\n",
      "max      121.000000\n",
      "Name: chloride.ion, dtype: float64\n",
      "sodium.ion :\n",
      " count    993.000000\n",
      "mean     136.211984\n",
      "std        4.973465\n",
      "min      109.300000\n",
      "25%      133.600000\n",
      "50%      137.100000\n",
      "75%      139.600000\n",
      "max      148.800000\n",
      "Name: sodium.ion, dtype: float64\n",
      "glucose.blood.gas :\n",
      " count    993.000000\n",
      "mean       7.829708\n",
      "std        3.990479\n",
      "min        0.200000\n",
      "25%        5.600000\n",
      "50%        6.700000\n",
      "75%        8.700000\n",
      "max       41.000000\n",
      "Name: glucose.blood.gas, dtype: float64\n",
      "lactate :\n",
      " count    993.000000\n",
      "mean       2.307754\n",
      "std        1.744019\n",
      "min        0.600000\n",
      "25%        1.500000\n",
      "50%        1.800000\n",
      "75%        2.500000\n",
      "max       19.900000\n",
      "Name: lactate, dtype: float64\n",
      "measured.residual.base :\n",
      " count    993.000000\n",
      "mean      -1.898187\n",
      "std        4.721423\n",
      "min      -31.600000\n",
      "25%       -4.200000\n",
      "50%       -1.700000\n",
      "75%        0.600000\n",
      "max       18.400000\n",
      "Name: measured.residual.base, dtype: float64\n",
      "measured.bicarbonate :\n",
      " count    993.000000\n",
      "mean      22.216616\n",
      "std        4.878340\n",
      "min        1.800000\n",
      "25%       19.400000\n",
      "50%       22.200000\n",
      "75%       24.800000\n",
      "max       53.100000\n",
      "Name: measured.bicarbonate, dtype: float64\n",
      "carboxyhemoglobin :\n",
      " count    992.000000\n",
      "mean       0.605645\n",
      "std        0.560946\n",
      "min        0.000000\n",
      "25%        0.300000\n",
      "50%        0.400000\n",
      "75%        0.800000\n",
      "max        5.300000\n",
      "Name: carboxyhemoglobin, dtype: float64\n",
      "body.temperature.blood.gas :\n",
      " [37. nan]\n",
      "oxygen.saturation :\n",
      " count    993.000000\n",
      "mean      95.806647\n",
      "std        6.212864\n",
      "min       25.000000\n",
      "25%       95.000000\n",
      "50%       98.000000\n",
      "75%       99.000000\n",
      "max      100.000000\n",
      "Name: oxygen.saturation, dtype: float64\n",
      "partial.oxygen.pressure :\n",
      " count    993.000000\n",
      "mean     108.121853\n",
      "std       37.422666\n",
      "min       20.000000\n",
      "25%       80.000000\n",
      "50%      102.000000\n",
      "75%      134.000000\n",
      "max      255.000000\n",
      "Name: partial.oxygen.pressure, dtype: float64\n",
      "oxyhemoglobin :\n",
      " count    992.000000\n",
      "mean      94.938710\n",
      "std        6.205458\n",
      "min       24.300000\n",
      "25%       94.500000\n",
      "50%       96.600000\n",
      "75%       97.800000\n",
      "max       99.100000\n",
      "Name: oxyhemoglobin, dtype: float64\n",
      "anion.gap :\n",
      " count    993.000000\n",
      "mean      14.022457\n",
      "std        4.153747\n",
      "min       -1.200000\n",
      "25%       11.700000\n",
      "50%       13.800000\n",
      "75%       16.100000\n",
      "max       43.700000\n",
      "Name: anion.gap, dtype: float64\n",
      "free.calcium :\n",
      " count    993.000000\n",
      "mean       1.110393\n",
      "std        0.052645\n",
      "min        0.890000\n",
      "25%        1.080000\n",
      "50%        1.110000\n",
      "75%        1.140000\n",
      "max        1.390000\n",
      "Name: free.calcium, dtype: float64\n",
      "total.hemoglobin :\n",
      " count    992.000000\n",
      "mean     124.088710\n",
      "std       24.638623\n",
      "min       35.000000\n",
      "25%      110.000000\n",
      "50%      127.000000\n",
      "75%      139.000000\n",
      "max      203.000000\n",
      "Name: total.hemoglobin, dtype: float64\n",
      "GCS :\n",
      " [15 11 13 12  3 10  6  7 14  4]\n",
      "dischargeDay :\n",
      " count    2008.000000\n",
      "mean        9.420817\n",
      "std         8.030256\n",
      "min         1.000000\n",
      "25%         6.000000\n",
      "50%         8.000000\n",
      "75%        10.000000\n",
      "max       123.000000\n",
      "Name: dischargeDay, dtype: float64\n",
      "ageCat :\n",
      " ['(69,79]' '(59,69]' '(79,89]' '(49,59]' '(89,110]' '(29,39]' '(39,49]'\n",
      " '(21,29]']\n"
     ]
    }
   ],
   "source": [
    "for col in df:\n",
    "    if(df[col].unique().size>10):\n",
    "        print(col,\":\\n\",df[col].describe())\n",
    "    else:\n",
    "        print(col,\":\\n\",df[col].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unnamed: 0 :\n",
      " count    2008.00000\n",
      "mean     1004.50000\n",
      "std       579.80399\n",
      "min         1.00000\n",
      "25%       502.75000\n",
      "50%      1004.50000\n",
      "75%      1506.25000\n",
      "max      2008.00000\n",
      "Name: Unnamed: 0, dtype: float64\n",
      "inpatient.number :\n",
      " count      2008.000000\n",
      "mean     797747.542829\n",
      "std       41127.801740\n",
      "min      722128.000000\n",
      "25%      763164.500000\n",
      "50%      798758.000000\n",
      "75%      829399.750000\n",
      "max      905720.000000\n",
      "Name: inpatient.number, dtype: float64\n",
      "DestinationDischarge :\n",
      " Home                  1344\n",
      "HealthcareFacility     438\n",
      "Unknown                212\n",
      "Died                    14\n",
      "Name: DestinationDischarge, dtype: int64\n",
      "admission.ward :\n",
      " Cardiology     1547\n",
      "GeneralWard     265\n",
      "Others          181\n",
      "ICU              15\n",
      "Name: admission.ward, dtype: int64\n",
      "admission.way :\n",
      " NonEmergency    1052\n",
      "Emergency        956\n",
      "Name: admission.way, dtype: int64\n",
      "occupation :\n",
      " UrbanResident    1670\n",
      "farmer            198\n",
      "Others             89\n",
      "worker             17\n",
      "Officer             7\n",
      "Name: occupation, dtype: int64\n",
      "discharge.department :\n",
      " Cardiology     1703\n",
      "GeneralWard     241\n",
      "Others           52\n",
      "ICU              12\n",
      "Name: discharge.department, dtype: int64\n",
      "visit.times :\n",
      " 1    1860\n",
      "2     120\n",
      "3      20\n",
      "4       6\n",
      "5       2\n",
      "Name: visit.times, dtype: int64\n",
      "gender :\n",
      " Female    1163\n",
      "Male       845\n",
      "Name: gender, dtype: int64\n",
      "body.temperature :\n",
      " count    2008.000000\n",
      "mean       36.416484\n",
      "std         0.439529\n",
      "min        35.000000\n",
      "25%        36.200000\n",
      "50%        36.300000\n",
      "75%        36.500000\n",
      "max        42.000000\n",
      "Name: body.temperature, dtype: float64\n",
      "pulse :\n",
      " count    2008.000000\n",
      "mean       85.235060\n",
      "std        21.539214\n",
      "min         0.000000\n",
      "25%        70.000000\n",
      "50%        82.000000\n",
      "75%        98.000000\n",
      "max       198.000000\n",
      "Name: pulse, dtype: float64\n",
      "respiration :\n",
      " count    2008.000000\n",
      "mean       19.085657\n",
      "std         1.737546\n",
      "min         0.000000\n",
      "25%        18.000000\n",
      "50%        19.000000\n",
      "75%        19.000000\n",
      "max        36.000000\n",
      "Name: respiration, dtype: float64\n",
      "systolic.blood.pressure :\n",
      " count    2008.000000\n",
      "mean      131.056773\n",
      "std        24.741670\n",
      "min         0.000000\n",
      "25%       113.000000\n",
      "50%       130.000000\n",
      "75%       146.250000\n",
      "max       252.000000\n",
      "Name: systolic.blood.pressure, dtype: float64\n",
      "diastolic.blood.pressure :\n",
      " count    2008.000000\n",
      "mean       76.573207\n",
      "std        14.461247\n",
      "min         0.000000\n",
      "25%        65.000000\n",
      "50%        76.000000\n",
      "75%        85.000000\n",
      "max       146.000000\n",
      "Name: diastolic.blood.pressure, dtype: float64\n",
      "map :\n",
      " count    2008.000000\n",
      "mean       94.734396\n",
      "std        16.323762\n",
      "min         0.000000\n",
      "25%        83.333333\n",
      "50%        93.333333\n",
      "75%       104.666667\n",
      "max       181.333333\n",
      "Name: map, dtype: float64\n",
      "weight :\n",
      " count    2008.000000\n",
      "mean       52.483715\n",
      "std        10.895935\n",
      "min         0.000000\n",
      "25%        45.000000\n",
      "50%        50.000000\n",
      "75%        60.000000\n",
      "max       115.000000\n",
      "Name: weight, dtype: float64\n",
      "height :\n",
      " count    2008.000000\n",
      "mean        1.567869\n",
      "std         0.096138\n",
      "min         0.350000\n",
      "25%         1.500000\n",
      "50%         1.560000\n",
      "75%         1.620000\n",
      "max         1.830000\n",
      "Name: height, dtype: float64\n",
      "BMI :\n",
      " count    2008.000000\n",
      "mean       21.791398\n",
      "std        13.645009\n",
      "min         0.000000\n",
      "25%        18.491124\n",
      "50%        20.761246\n",
      "75%        23.437500\n",
      "max       404.081633\n",
      "Name: BMI, dtype: float64\n",
      "type.of.heart.failure :\n",
      " Both     1480\n",
      "Left      477\n",
      "Right      51\n",
      "Name: type.of.heart.failure, dtype: int64\n",
      "NYHA.cardiac.function.classification :\n",
      " III    1039\n",
      "IV      616\n",
      "II      353\n",
      "Name: NYHA.cardiac.function.classification, dtype: int64\n",
      "Killip.grade :\n",
      " II     1029\n",
      "I       527\n",
      "III     392\n",
      "IV       60\n",
      "Name: Killip.grade, dtype: int64\n",
      "myocardial.infarction :\n",
      " 0    1865\n",
      "1     143\n",
      "Name: myocardial.infarction, dtype: int64\n",
      "congestive.heart.failure :\n",
      " 1    1872\n",
      "0     136\n",
      "Name: congestive.heart.failure, dtype: int64\n",
      "peripheral.vascular.disease :\n",
      " 0    1907\n",
      "1     101\n",
      "Name: peripheral.vascular.disease, dtype: int64\n",
      "cerebrovascular.disease :\n",
      " 0    1858\n",
      "1     150\n",
      "Name: cerebrovascular.disease, dtype: int64\n",
      "dementia :\n",
      " 0    1893\n",
      "1     115\n",
      "Name: dementia, dtype: int64\n",
      "Chronic.obstructive.pulmonary.disease :\n",
      " 0    1775\n",
      "1     233\n",
      "Name: Chronic.obstructive.pulmonary.disease, dtype: int64\n",
      "connective.tissue.disease :\n",
      " 0    2004\n",
      "1       4\n",
      "Name: connective.tissue.disease, dtype: int64\n",
      "peptic.ulcer.disease :\n",
      " 0.0    1961\n",
      "1.0      45\n",
      "Name: peptic.ulcer.disease, dtype: int64\n",
      "diabetes :\n",
      " 0    1542\n",
      "1     466\n",
      "Name: diabetes, dtype: int64\n",
      "moderate.to.severe.chronic.kidney.disease :\n",
      " 0.0    1532\n",
      "1.0     474\n",
      "Name: moderate.to.severe.chronic.kidney.disease, dtype: int64\n",
      "hemiplegia :\n",
      " 0    1996\n",
      "1      12\n",
      "Name: hemiplegia, dtype: int64\n",
      "leukemia :\n",
      " 0    2008\n",
      "Name: leukemia, dtype: int64\n",
      "malignant.lymphoma :\n",
      " 0    2007\n",
      "1       1\n",
      "Name: malignant.lymphoma, dtype: int64\n",
      "solid.tumor :\n",
      " 0    1969\n",
      "1      39\n",
      "Name: solid.tumor, dtype: int64\n",
      "liver.disease :\n",
      " 0.0    1923\n",
      "1.0      84\n",
      "Name: liver.disease, dtype: int64\n",
      "AIDS :\n",
      " 0    2004\n",
      "1       4\n",
      "Name: AIDS, dtype: int64\n",
      "CCI.score :\n",
      " 1.0    770\n",
      "2.0    699\n",
      "3.0    368\n",
      "4.0     94\n",
      "0.0     56\n",
      "5.0     15\n",
      "6.0      1\n",
      "Name: CCI.score, dtype: int64\n",
      "type.II.respiratory.failure :\n",
      " NonTypeII    1894\n",
      "TypeII        114\n",
      "Name: type.II.respiratory.failure, dtype: int64\n",
      "consciousness :\n",
      " Clear                1974\n",
      "ResponsiveToSound      19\n",
      "Nonresponsive          11\n",
      "ResponsiveToPain        4\n",
      "Name: consciousness, dtype: int64\n",
      "eye.opening :\n",
      " 4    1966\n",
      "3      25\n",
      "1      14\n",
      "2       3\n",
      "Name: eye.opening, dtype: int64\n",
      "verbal.response :\n",
      " 5    1964\n",
      "3      18\n",
      "1      14\n",
      "2       8\n",
      "4       4\n",
      "Name: verbal.response, dtype: int64\n",
      "movement :\n",
      " 6    1959\n",
      "5      22\n",
      "1      22\n",
      "4       2\n",
      "3       2\n",
      "2       1\n",
      "Name: movement, dtype: int64\n",
      "respiratory.support. :\n",
      " None    1966\n",
      "IMV       25\n",
      "NIMV      17\n",
      "Name: respiratory.support., dtype: int64\n",
      "oxygen.inhalation :\n",
      " OxygenTherapy    1898\n",
      "AmbientAir        110\n",
      "Name: oxygen.inhalation, dtype: int64\n",
      "fio2 :\n",
      " count    2008.000000\n",
      "mean       32.670319\n",
      "std         4.756961\n",
      "min        21.000000\n",
      "25%        33.000000\n",
      "50%        33.000000\n",
      "75%        33.000000\n",
      "max       100.000000\n",
      "Name: fio2, dtype: float64\n",
      "acute.renal.failure :\n",
      " 0    2001\n",
      "1       7\n",
      "Name: acute.renal.failure, dtype: int64\n",
      "LVEF :\n",
      " count    635.000000\n",
      "mean      50.682992\n",
      "std       13.221701\n",
      "min        5.000000\n",
      "25%       41.000000\n",
      "50%       51.000000\n",
      "75%       61.000000\n",
      "max       82.000000\n",
      "Name: LVEF, dtype: float64\n",
      "left.ventricular.end.diastolic.diameter.LV :\n",
      " count    1311.000000\n",
      "mean       53.110015\n",
      "std        10.924505\n",
      "min         0.300000\n",
      "25%        45.000000\n",
      "50%        53.000000\n",
      "75%        60.000000\n",
      "max        88.000000\n",
      "Name: left.ventricular.end.diastolic.diameter.LV, dtype: float64\n",
      "mitral.valve.EMS :\n",
      " count    980.000000\n",
      "mean       4.849592\n",
      "std       38.588059\n",
      "min        0.030000\n",
      "25%        0.767500\n",
      "50%        1.010000\n",
      "75%        1.280000\n",
      "max      409.000000\n",
      "Name: mitral.valve.EMS, dtype: float64\n",
      "mitral.valve.AMS :\n",
      " count    550.000000\n",
      "mean       4.086738\n",
      "std       34.597588\n",
      "min        0.060000\n",
      "25%        0.590000\n",
      "50%        0.830000\n",
      "75%        1.050000\n",
      "max      408.000000\n",
      "Name: mitral.valve.AMS, dtype: float64\n",
      "EA :\n",
      " count    393.000000\n",
      "mean       1.289686\n",
      "std        1.289603\n",
      "min        0.061600\n",
      "25%        0.656000\n",
      "50%        0.980000\n",
      "75%        1.606000\n",
      "max       21.300000\n",
      "Name: EA, dtype: float64\n",
      "tricuspid.valve.return.velocity :\n",
      " count    790.000000\n",
      "mean       2.990506\n",
      "std        0.618153\n",
      "min        0.900000\n",
      "25%        2.600000\n",
      "50%        2.900000\n",
      "75%        3.347500\n",
      "max        5.760000\n",
      "Name: tricuspid.valve.return.velocity, dtype: float64\n",
      "tricuspid.valve.return.pressure :\n",
      " count    182.000000\n",
      "mean      35.910989\n",
      "std       13.698481\n",
      "min        1.700000\n",
      "25%       27.250000\n",
      "50%       34.000000\n",
      "75%       43.000000\n",
      "max       87.000000\n",
      "Name: tricuspid.valve.return.pressure, dtype: float64\n",
      "outcome.during.hospitalization :\n",
      " Alive                    1890\n",
      "DischargeAgainstOrder     107\n",
      "Dead                       11\n",
      "Name: outcome.during.hospitalization, dtype: int64\n",
      "death.within.28.days :\n",
      " 0    1971\n",
      "1      37\n",
      "Name: death.within.28.days, dtype: int64\n",
      "re.admission.within.28.days :\n",
      " 0    1868\n",
      "1     140\n",
      "Name: re.admission.within.28.days, dtype: int64\n",
      "death.within.3.months :\n",
      " 0    1966\n",
      "1      42\n",
      "Name: death.within.3.months, dtype: int64\n",
      "re.admission.within.3.months :\n",
      " 0    1510\n",
      "1     498\n",
      "Name: re.admission.within.3.months, dtype: int64\n",
      "death.within.6.months :\n",
      " 0    1951\n",
      "1      57\n",
      "Name: death.within.6.months, dtype: int64\n",
      "re.admission.within.6.months :\n",
      " 0    1235\n",
      "1     773\n",
      "Name: re.admission.within.6.months, dtype: int64\n",
      "time.of.death..days.from.admission. :\n",
      " count     44.000000\n",
      "mean      29.522727\n",
      "std       72.452226\n",
      "min        1.000000\n",
      "25%        2.000000\n",
      "50%        4.500000\n",
      "75%       18.750000\n",
      "max      350.000000\n",
      "Name: time.of.death..days.from.admission., dtype: float64\n",
      "re.admission.time..days.from.admission. :\n",
      " count     901.000000\n",
      "mean      126.711432\n",
      "std       145.025343\n",
      "min         1.000000\n",
      "25%        42.000000\n",
      "50%        83.000000\n",
      "75%       166.000000\n",
      "max      2280.000000\n",
      "Name: re.admission.time..days.from.admission., dtype: float64\n",
      "return.to.emergency.department.within.6.months :\n",
      " 0.0    1232\n",
      "1.0     775\n",
      "Name: return.to.emergency.department.within.6.months, dtype: int64\n",
      "time.to.emergency.department.within.6.months :\n",
      " count     897.000000\n",
      "mean      126.734671\n",
      "std       145.100169\n",
      "min         1.000000\n",
      "25%        42.000000\n",
      "50%        83.000000\n",
      "75%       166.000000\n",
      "max      2280.000000\n",
      "Name: time.to.emergency.department.within.6.months, dtype: float64\n",
      "creatinine.enzymatic.method :\n",
      " count    1985.000000\n",
      "mean      108.916373\n",
      "std        79.121593\n",
      "min        27.600000\n",
      "25%        64.900000\n",
      "50%        87.100000\n",
      "75%       122.700000\n",
      "max       963.400000\n",
      "Name: creatinine.enzymatic.method, dtype: float64\n",
      "urea :\n",
      " count    1985.000000\n",
      "mean        9.565355\n",
      "std         5.546018\n",
      "min         1.580000\n",
      "25%         5.900000\n",
      "50%         8.030000\n",
      "75%        11.540000\n",
      "max        45.630000\n",
      "Name: urea, dtype: float64\n",
      "uric.acid :\n",
      " count    1985.000000\n",
      "mean      483.018640\n",
      "std       169.655029\n",
      "min        62.000000\n",
      "25%       361.000000\n",
      "50%       458.000000\n",
      "75%       572.000000\n",
      "max      1409.000000\n",
      "Name: uric.acid, dtype: float64\n",
      "glomerular.filtration.rate :\n",
      " count    1945.000000\n",
      "mean       68.664272\n",
      "std        36.611928\n",
      "min         3.130000\n",
      "25%        41.600000\n",
      "50%        64.790000\n",
      "75%        90.120000\n",
      "max       281.010000\n",
      "Name: glomerular.filtration.rate, dtype: float64\n",
      "cystatin :\n",
      " count    1967.000000\n",
      "mean        1.842877\n",
      "std         0.951266\n",
      "min         0.230000\n",
      "25%         1.210000\n",
      "50%         1.550000\n",
      "75%         2.200000\n",
      "max        10.370000\n",
      "Name: cystatin, dtype: float64\n",
      "white.blood.cell :\n",
      " count    1981.000000\n",
      "mean        7.307885\n",
      "std         3.473676\n",
      "min         1.660000\n",
      "25%         5.070000\n",
      "50%         6.500000\n",
      "75%         8.670000\n",
      "max        32.790000\n",
      "Name: white.blood.cell, dtype: float64\n",
      "monocyte.ratio :\n",
      " count    1981.000000\n",
      "mean        0.068636\n",
      "std         0.026478\n",
      "min         0.002000\n",
      "25%         0.052000\n",
      "50%         0.066000\n",
      "75%         0.082000\n",
      "max         0.270000\n",
      "Name: monocyte.ratio, dtype: float64\n",
      "monocyte.count :\n",
      " count    1981.000000\n",
      "mean        0.474811\n",
      "std         0.245032\n",
      "min         0.010000\n",
      "25%         0.320000\n",
      "50%         0.420000\n",
      "75%         0.570000\n",
      "max         2.330000\n",
      "Name: monocyte.count, dtype: float64\n",
      "red.blood.cell :\n",
      " count    1981.000000\n",
      "mean        3.855926\n",
      "std         0.763842\n",
      "min         0.890000\n",
      "25%         3.430000\n",
      "50%         3.890000\n",
      "75%         4.310000\n",
      "max         7.020000\n",
      "Name: red.blood.cell, dtype: float64\n",
      "coefficient.of.variation.of.red.blood.cell.distribution.width :\n",
      " count    1978.000000\n",
      "mean       14.919009\n",
      "std         2.007027\n",
      "min        11.800000\n",
      "25%        13.600000\n",
      "50%        14.400000\n",
      "75%        15.600000\n",
      "max        29.900000\n",
      "Name: coefficient.of.variation.of.red.blood.cell.distribution.width, dtype: float64\n",
      "standard.deviation.of.red.blood.cell.distribution.width :\n",
      " count    1978.000000\n",
      "mean       48.842770\n",
      "std         6.477681\n",
      "min        32.300000\n",
      "25%        45.100000\n",
      "50%        47.800000\n",
      "75%        51.400000\n",
      "max        98.000000\n",
      "Name: standard.deviation.of.red.blood.cell.distribution.width, dtype: float64\n",
      "mean.corpuscular.volume :\n",
      " count    1980.000000\n",
      "mean       92.017778\n",
      "std         8.807737\n",
      "min        57.800000\n",
      "25%        88.800000\n",
      "50%        93.300000\n",
      "75%        96.900000\n",
      "max       135.800000\n",
      "Name: mean.corpuscular.volume, dtype: float64\n",
      "hematocrit :\n",
      " count    1980.000000\n",
      "mean        0.352896\n",
      "std         0.068933\n",
      "min         0.094000\n",
      "25%         0.315000\n",
      "50%         0.359000\n",
      "75%         0.398000\n",
      "max         0.605000\n",
      "Name: hematocrit, dtype: float64\n",
      "lymphocyte.count :\n",
      " count    1981.000000\n",
      "mean        1.032479\n",
      "std         0.604307\n",
      "min         0.080000\n",
      "25%         0.620000\n",
      "50%         0.930000\n",
      "75%         1.290000\n",
      "max         6.690000\n",
      "Name: lymphocyte.count, dtype: float64\n",
      "mean.hemoglobin.volume :\n",
      " count    1980.000000\n",
      "mean       29.931162\n",
      "std         3.421877\n",
      "min        15.600000\n",
      "25%        28.700000\n",
      "50%        30.600000\n",
      "75%        32.000000\n",
      "max        45.300000\n",
      "Name: mean.hemoglobin.volume, dtype: float64\n",
      "mean.hemoglobin.concentration :\n",
      " count    1981.000000\n",
      "mean      324.822312\n",
      "std        13.961445\n",
      "min       252.000000\n",
      "25%       318.000000\n",
      "50%       326.000000\n",
      "75%       334.000000\n",
      "max       363.000000\n",
      "Name: mean.hemoglobin.concentration, dtype: float64\n",
      "mean.platelet.volume :\n",
      " count    1905.000000\n",
      "mean       12.113333\n",
      "std         1.697635\n",
      "min         7.700000\n",
      "25%        10.900000\n",
      "50%        12.100000\n",
      "75%        13.300000\n",
      "max        17.600000\n",
      "Name: mean.platelet.volume, dtype: float64\n",
      "basophil.ratio :\n",
      " count    1981.000000\n",
      "mean        0.004592\n",
      "std         0.003639\n",
      "min         0.000000\n",
      "25%         0.002000\n",
      "50%         0.004000\n",
      "75%         0.006000\n",
      "max         0.063000\n",
      "Name: basophil.ratio, dtype: float64\n",
      "basophil.count :\n",
      " count    1981.000000\n",
      "mean        0.031141\n",
      "std         0.029436\n",
      "min         0.000000\n",
      "25%         0.020000\n",
      "50%         0.030000\n",
      "75%         0.040000\n",
      "max         0.730000\n",
      "Name: basophil.count, dtype: float64\n",
      "eosinophil.ratio :\n",
      " count    1981.000000\n",
      "mean        0.018506\n",
      "std         0.031244\n",
      "min         0.000000\n",
      "25%         0.003000\n",
      "50%         0.009000\n",
      "75%         0.022000\n",
      "max         0.620000\n",
      "Name: eosinophil.ratio, dtype: float64\n",
      "eosinophil.count :\n",
      " count    1981.000000\n",
      "mean        0.119298\n",
      "std         0.246188\n",
      "min         0.000000\n",
      "25%         0.020000\n",
      "50%         0.060000\n",
      "75%         0.130000\n",
      "max         6.580000\n",
      "Name: eosinophil.count, dtype: float64\n",
      "hemoglobin :\n",
      " count    1980.000000\n",
      "mean      115.069192\n",
      "std        24.532100\n",
      "min        29.000000\n",
      "25%       101.000000\n",
      "50%       117.000000\n",
      "75%       131.000000\n",
      "max       200.000000\n",
      "Name: hemoglobin, dtype: float64\n",
      "platelet :\n",
      " count    1981.000000\n",
      "mean      145.148410\n",
      "std        64.923118\n",
      "min         5.000000\n",
      "25%       101.000000\n",
      "50%       135.000000\n",
      "75%       177.000000\n",
      "max       646.000000\n",
      "Name: platelet, dtype: float64\n",
      "platelet.distribution.width :\n",
      " count    1905.000000\n",
      "mean       16.364147\n",
      "std         1.492992\n",
      "min         9.500000\n",
      "25%        16.000000\n",
      "50%        16.300000\n",
      "75%        16.600000\n",
      "max        25.100000\n",
      "Name: platelet.distribution.width, dtype: float64\n",
      "platelet.hematocrit :\n",
      " count    1905.000000\n",
      "mean        0.173688\n",
      "std         0.067711\n",
      "min         0.009000\n",
      "25%         0.130000\n",
      "50%         0.165000\n",
      "75%         0.205000\n",
      "max         0.702000\n",
      "Name: platelet.hematocrit, dtype: float64\n",
      "neutrophil.ratio :\n",
      " count    1981.000000\n",
      "mean        0.750921\n",
      "std         0.104263\n",
      "min         0.207000\n",
      "25%         0.683000\n",
      "50%         0.759000\n",
      "75%         0.827000\n",
      "max         0.976000\n",
      "Name: neutrophil.ratio, dtype: float64\n",
      "neutrophil.count :\n",
      " count    1981.000000\n",
      "mean        5.649844\n",
      "std         3.248791\n",
      "min         0.740000\n",
      "25%         3.600000\n",
      "50%         4.830000\n",
      "75%         6.800000\n",
      "max        29.940000\n",
      "Name: neutrophil.count, dtype: float64\n",
      "D.dimer :\n",
      " count    1840.000000\n",
      "mean        2.447283\n",
      "std         5.332839\n",
      "min         0.000000\n",
      "25%         0.790000\n",
      "50%         1.210000\n",
      "75%         2.170000\n",
      "max       100.100000\n",
      "Name: D.dimer, dtype: float64\n",
      "international.normalized.ratio :\n",
      " count    1973.00000\n",
      "mean        1.34997\n",
      "std         0.71393\n",
      "min         0.83000\n",
      "25%         1.13000\n",
      "50%         1.21000\n",
      "75%         1.35000\n",
      "max        16.59000\n",
      "Name: international.normalized.ratio, dtype: float64\n",
      "activated.partial.thromboplastin.time :\n",
      " count    1974.000000\n",
      "mean       35.390172\n",
      "std         8.308364\n",
      "min        20.000000\n",
      "25%        30.825000\n",
      "50%        34.100000\n",
      "75%        38.200000\n",
      "max       181.900000\n",
      "Name: activated.partial.thromboplastin.time, dtype: float64\n",
      "thrombin.time :\n",
      " count    1974.000000\n",
      "mean       17.244174\n",
      "std         5.942134\n",
      "min         9.700000\n",
      "25%        16.300000\n",
      "50%        17.200000\n",
      "75%        17.900000\n",
      "max       209.300000\n",
      "Name: thrombin.time, dtype: float64\n",
      "prothrombin.activity :\n",
      " count    1962.000000\n",
      "mean       66.403262\n",
      "std        18.448475\n",
      "min         3.800000\n",
      "25%        56.600000\n",
      "50%        68.500000\n",
      "75%        78.400000\n",
      "max       141.510000\n",
      "Name: prothrombin.activity, dtype: float64\n",
      "prothrombin.time.ratio :\n",
      " count    1973.000000\n",
      "mean        1.353376\n",
      "std         0.681233\n",
      "min         0.850000\n",
      "25%         1.130000\n",
      "50%         1.220000\n",
      "75%         1.360000\n",
      "max        14.890000\n",
      "Name: prothrombin.time.ratio, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fibrinogen :\n",
      " count    1974.000000\n",
      "mean        3.223830\n",
      "std         1.044635\n",
      "min         0.510000\n",
      "25%         2.492500\n",
      "50%         3.040000\n",
      "75%         3.700000\n",
      "max         8.320000\n",
      "Name: fibrinogen, dtype: float64\n",
      "high.sensitivity.troponin :\n",
      " count    1929.000000\n",
      "mean        0.281541\n",
      "std         1.923464\n",
      "min         0.000000\n",
      "25%         0.023000\n",
      "50%         0.055000\n",
      "75%         0.119000\n",
      "max        45.675000\n",
      "Name: high.sensitivity.troponin, dtype: float64\n",
      "myoglobin :\n",
      " count    398.000000\n",
      "mean     123.296206\n",
      "std      140.220662\n",
      "min       17.580000\n",
      "25%       47.837500\n",
      "50%       78.430000\n",
      "75%      132.115000\n",
      "max      994.820000\n",
      "Name: myoglobin, dtype: float64\n",
      "carbon.dioxide.binding.capacity :\n",
      " count    1997.000000\n",
      "mean       23.816174\n",
      "std         4.843350\n",
      "min         2.100000\n",
      "25%        20.900000\n",
      "50%        23.900000\n",
      "75%        26.700000\n",
      "max        47.200000\n",
      "Name: carbon.dioxide.binding.capacity, dtype: float64\n",
      "calcium :\n",
      " count    1997.000000\n",
      "mean        2.292944\n",
      "std         0.180567\n",
      "min         1.390000\n",
      "25%         2.180000\n",
      "50%         2.290000\n",
      "75%         2.400000\n",
      "max         3.370000\n",
      "Name: calcium, dtype: float64\n",
      "potassium :\n",
      " count    1997.000000\n",
      "mean        3.981462\n",
      "std         0.705807\n",
      "min         1.670000\n",
      "25%         3.530000\n",
      "50%         3.880000\n",
      "75%         4.330000\n",
      "max        11.100000\n",
      "Name: potassium, dtype: float64\n",
      "chloride :\n",
      " count    1997.000000\n",
      "mean      101.788783\n",
      "std         6.045325\n",
      "min        70.900000\n",
      "25%        98.700000\n",
      "50%       102.600000\n",
      "75%       105.900000\n",
      "max       125.100000\n",
      "Name: chloride, dtype: float64\n",
      "sodium :\n",
      " count    1997.000000\n",
      "mean      138.241462\n",
      "std         4.901774\n",
      "min       107.500000\n",
      "25%       136.000000\n",
      "50%       139.000000\n",
      "75%       141.400000\n",
      "max       159.000000\n",
      "Name: sodium, dtype: float64\n",
      "Inorganic.Phosphorus :\n",
      " count    407.000000\n",
      "mean       1.129017\n",
      "std        0.424344\n",
      "min        0.540000\n",
      "25%        0.910000\n",
      "50%        1.040000\n",
      "75%        1.195000\n",
      "max        4.260000\n",
      "Name: Inorganic.Phosphorus, dtype: float64\n",
      "serum.magnesium :\n",
      " count    407.000000\n",
      "mean       0.870860\n",
      "std        0.134241\n",
      "min        0.520000\n",
      "25%        0.785000\n",
      "50%        0.870000\n",
      "75%        0.950000\n",
      "max        1.490000\n",
      "Name: serum.magnesium, dtype: float64\n",
      "creatine.kinase.isoenzyme.to.creatine.kinase :\n",
      " count    1767.000000\n",
      "mean        0.210742\n",
      "std         0.150547\n",
      "min         0.013043\n",
      "25%         0.110000\n",
      "50%         0.170000\n",
      "75%         0.260000\n",
      "max         1.000000\n",
      "Name: creatine.kinase.isoenzyme.to.creatine.kinase, dtype: float64\n",
      "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase :\n",
      " count    1767.000000\n",
      "mean        0.817057\n",
      "std         0.094465\n",
      "min         0.360000\n",
      "25%         0.770000\n",
      "50%         0.820000\n",
      "75%         0.880000\n",
      "max         1.150000\n",
      "Name: hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase, dtype: float64\n",
      "hydroxybutyrate.dehydrogenase :\n",
      " count    1767.000000\n",
      "mean      215.501415\n",
      "std       144.786788\n",
      "min        78.000000\n",
      "25%       160.000000\n",
      "50%       187.000000\n",
      "75%       227.000000\n",
      "max      2666.000000\n",
      "Name: hydroxybutyrate.dehydrogenase, dtype: float64\n",
      "glutamic.oxaloacetic.transaminase :\n",
      " count    1755.000000\n",
      "mean       63.220228\n",
      "std       297.425905\n",
      "min         5.000000\n",
      "25%        20.000000\n",
      "50%        26.000000\n",
      "75%        39.000000\n",
      "max      6640.000000\n",
      "Name: glutamic.oxaloacetic.transaminase, dtype: float64\n",
      "creatine.kinase :\n",
      " count    1767.000000\n",
      "mean      136.379174\n",
      "std       284.808358\n",
      "min        17.000000\n",
      "25%        64.000000\n",
      "50%        91.000000\n",
      "75%       137.000000\n",
      "max      5920.000000\n",
      "Name: creatine.kinase, dtype: float64\n",
      "creatine.kinase.isoenzyme :\n",
      " count    1767.00000\n",
      "mean       19.75648\n",
      "std        19.77322\n",
      "min         0.90000\n",
      "25%        12.10000\n",
      "50%        16.10000\n",
      "75%        21.80000\n",
      "max       424.00000\n",
      "Name: creatine.kinase.isoenzyme, dtype: float64\n",
      "lactate.dehydrogenase :\n",
      " count    1767.000000\n",
      "mean      273.291454\n",
      "std       253.214759\n",
      "min       107.000000\n",
      "25%       195.000000\n",
      "50%       229.000000\n",
      "75%       282.000000\n",
      "max      6279.000000\n",
      "Name: lactate.dehydrogenase, dtype: float64\n",
      "brain.natriuretic.peptide :\n",
      " count    1973.000000\n",
      "mean     1280.437258\n",
      "std      1354.159750\n",
      "min         2.690000\n",
      "25%       303.940000\n",
      "50%       753.030000\n",
      "75%      1738.520000\n",
      "max      5000.000000\n",
      "Name: brain.natriuretic.peptide, dtype: float64\n",
      "high.sensitivity.protein :\n",
      " count    941.000000\n",
      "mean      25.094687\n",
      "std       34.651654\n",
      "min        0.100000\n",
      "25%        4.000000\n",
      "50%        9.400000\n",
      "75%       29.800000\n",
      "max      188.100000\n",
      "Name: high.sensitivity.protein, dtype: float64\n",
      "nucleotidase :\n",
      " count    1479.000000\n",
      "mean        4.292360\n",
      "std         3.621983\n",
      "min         0.300000\n",
      "25%         2.200000\n",
      "50%         3.000000\n",
      "75%         5.000000\n",
      "max        31.400000\n",
      "Name: nucleotidase, dtype: float64\n",
      "fucosidase :\n",
      " count    1479.000000\n",
      "mean       19.366802\n",
      "std         6.079402\n",
      "min         3.800000\n",
      "25%        15.200000\n",
      "50%        18.700000\n",
      "75%        22.800000\n",
      "max        59.200000\n",
      "Name: fucosidase, dtype: float64\n",
      "albumin :\n",
      " count    1906.000000\n",
      "mean       36.532686\n",
      "std         4.975237\n",
      "min        12.600000\n",
      "25%        33.500000\n",
      "50%        36.800000\n",
      "75%        39.800000\n",
      "max        52.700000\n",
      "Name: albumin, dtype: float64\n",
      "white.globulin.ratio :\n",
      " count    1906.000000\n",
      "mean        1.330378\n",
      "std         0.309204\n",
      "min         0.100000\n",
      "25%         1.100000\n",
      "50%         1.300000\n",
      "75%         1.500000\n",
      "max         2.600000\n",
      "Name: white.globulin.ratio, dtype: float64\n",
      "cholinesterase :\n",
      " Series([], Name: cholinesterase, dtype: int64)\n",
      "glutamyltranspeptidase :\n",
      " count    1906.000000\n",
      "mean       61.068730\n",
      "std        68.497133\n",
      "min         5.000000\n",
      "25%        22.000000\n",
      "50%        39.000000\n",
      "75%        74.000000\n",
      "max       721.000000\n",
      "Name: glutamyltranspeptidase, dtype: float64\n",
      "glutamic.pyruvic.transaminase :\n",
      " count    1906.000000\n",
      "mean       53.966264\n",
      "std       204.022641\n",
      "min         3.000000\n",
      "25%        13.000000\n",
      "50%        21.000000\n",
      "75%        35.750000\n",
      "max      4928.000000\n",
      "Name: glutamic.pyruvic.transaminase, dtype: float64\n",
      "glutamic.oxaliplatin :\n",
      " count    592.000000\n",
      "mean       1.371723\n",
      "std        0.785210\n",
      "min        0.010000\n",
      "25%        0.910000\n",
      "50%        1.200000\n",
      "75%        1.655000\n",
      "max       11.140000\n",
      "Name: glutamic.oxaliplatin, dtype: float64\n",
      "indirect.bilirubin :\n",
      " count    1906.000000\n",
      "mean       13.710283\n",
      "std         9.249738\n",
      "min         1.000000\n",
      "25%         7.800000\n",
      "50%        11.600000\n",
      "75%        17.100000\n",
      "max       128.600000\n",
      "Name: indirect.bilirubin, dtype: float64\n",
      "alkaline.phosphatase :\n",
      " count    1906.000000\n",
      "mean       89.479538\n",
      "std        45.264134\n",
      "min        19.000000\n",
      "25%        64.000000\n",
      "50%        80.000000\n",
      "75%       102.000000\n",
      "max      1085.000000\n",
      "Name: alkaline.phosphatase, dtype: float64\n",
      "globulin :\n",
      " count    1906.000000\n",
      "mean       28.569412\n",
      "std         6.057623\n",
      "min        13.700000\n",
      "25%        24.700000\n",
      "50%        27.900000\n",
      "75%        31.400000\n",
      "max        88.300000\n",
      "Name: globulin, dtype: float64\n",
      "direct.bilirubin :\n",
      " count    1906.000000\n",
      "mean        9.024502\n",
      "std         9.548840\n",
      "min         0.300000\n",
      "25%         4.100000\n",
      "50%         6.500000\n",
      "75%        10.500000\n",
      "max       179.800000\n",
      "Name: direct.bilirubin, dtype: float64\n",
      "total.bilirubin :\n",
      " count    1906.000000\n",
      "mean       22.734785\n",
      "std        17.485816\n",
      "min         1.600000\n",
      "25%        12.125000\n",
      "50%        18.300000\n",
      "75%        27.800000\n",
      "max       256.600000\n",
      "Name: total.bilirubin, dtype: float64\n",
      "total.bile.acid :\n",
      " count    1498.000000\n",
      "mean        8.554272\n",
      "std        13.484040\n",
      "min         0.000000\n",
      "25%         2.600000\n",
      "50%         4.700000\n",
      "75%         8.800000\n",
      "max       170.200000\n",
      "Name: total.bile.acid, dtype: float64\n",
      "total.protein :\n",
      " count    1906.000000\n",
      "mean       65.102099\n",
      "std         7.341287\n",
      "min        41.700000\n",
      "25%        60.125000\n",
      "50%        64.700000\n",
      "75%        69.375000\n",
      "max       100.900000\n",
      "Name: total.protein, dtype: float64\n",
      "erythrocyte.sedimentation.rate :\n",
      " count    307.000000\n",
      "mean      35.508143\n",
      "std       30.319040\n",
      "min        2.000000\n",
      "25%       12.000000\n",
      "50%       28.000000\n",
      "75%       50.500000\n",
      "max      120.000000\n",
      "Name: erythrocyte.sedimentation.rate, dtype: float64\n",
      "cholesterol :\n",
      " count    1810.00000\n",
      "mean        3.72342\n",
      "std         1.08836\n",
      "min         1.20000\n",
      "25%         2.97000\n",
      "50%         3.60000\n",
      "75%         4.31750\n",
      "max        10.00000\n",
      "Name: cholesterol, dtype: float64\n",
      "low.density.lipoprotein.cholesterol :\n",
      " count    1810.000000\n",
      "mean        1.860586\n",
      "std         0.757298\n",
      "min         0.350000\n",
      "25%         1.320000\n",
      "50%         1.760000\n",
      "75%         2.287500\n",
      "max         6.410000\n",
      "Name: low.density.lipoprotein.cholesterol, dtype: float64\n",
      "triglyceride :\n",
      " count    1810.000000\n",
      "mean        1.160586\n",
      "std         1.078681\n",
      "min         0.220000\n",
      "25%         0.710000\n",
      "50%         0.960000\n",
      "75%         1.310000\n",
      "max        24.450000\n",
      "Name: triglyceride, dtype: float64\n",
      "high.density.lipoprotein.cholesterol :\n",
      " count    1810.000000\n",
      "mean        1.103398\n",
      "std         0.352083\n",
      "min         0.020000\n",
      "25%         0.860000\n",
      "50%         1.070000\n",
      "75%         1.300000\n",
      "max         2.740000\n",
      "Name: high.density.lipoprotein.cholesterol, dtype: float64\n",
      "homocysteine :\n",
      " count    146.000000\n",
      "mean      21.413699\n",
      "std       13.750482\n",
      "min        7.550000\n",
      "25%       14.712500\n",
      "50%       18.490000\n",
      "75%       23.372500\n",
      "max      120.190000\n",
      "Name: homocysteine, dtype: float64\n",
      "apolipoprotein.A :\n",
      " count    176.000000\n",
      "mean       1.303352\n",
      "std        0.326070\n",
      "min        0.530000\n",
      "25%        1.080000\n",
      "50%        1.310000\n",
      "75%        1.525000\n",
      "max        2.200000\n",
      "Name: apolipoprotein.A, dtype: float64\n",
      "apolipoprotein.B :\n",
      " count    176.000000\n",
      "mean       0.763523\n",
      "std        0.285891\n",
      "min        0.300000\n",
      "25%        0.570000\n",
      "50%        0.720000\n",
      "75%        0.922500\n",
      "max        2.070000\n",
      "Name: apolipoprotein.B, dtype: float64\n",
      "lipoprotein :\n",
      " count     176.000000\n",
      "mean      231.846591\n",
      "std       228.023017\n",
      "min         5.000000\n",
      "25%        60.500000\n",
      "50%       153.000000\n",
      "75%       324.000000\n",
      "max      1160.000000\n",
      "Name: lipoprotein, dtype: float64\n",
      "pH :\n",
      " count    993.000000\n",
      "mean       7.412719\n",
      "std        0.074854\n",
      "min        6.770000\n",
      "25%        7.390000\n",
      "50%        7.420000\n",
      "75%        7.450000\n",
      "max        7.600000\n",
      "Name: pH, dtype: float64\n",
      "standard.residual.base :\n",
      " count    993.000000\n",
      "mean      -2.386506\n",
      "std        5.363630\n",
      "min      -32.700000\n",
      "25%       -5.100000\n",
      "50%       -2.200000\n",
      "75%        0.500000\n",
      "max       24.900000\n",
      "Name: standard.residual.base, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "standard.bicarbonate :\n",
      " count    993.000000\n",
      "mean      22.988218\n",
      "std        3.907712\n",
      "min        2.600000\n",
      "25%       21.000000\n",
      "50%       23.000000\n",
      "75%       25.000000\n",
      "max       42.700000\n",
      "Name: standard.bicarbonate, dtype: float64\n",
      "partial.pressure.of.carbon.dioxide :\n",
      " count    993.000000\n",
      "mean      35.798590\n",
      "std        9.559961\n",
      "min       12.000000\n",
      "25%       30.000000\n",
      "50%       34.000000\n",
      "75%       39.000000\n",
      "max      143.000000\n",
      "Name: partial.pressure.of.carbon.dioxide, dtype: float64\n",
      "total.carbon.dioxide :\n",
      " count    993.000000\n",
      "mean      23.312487\n",
      "std        5.104165\n",
      "min        2.100000\n",
      "25%       20.400000\n",
      "50%       23.200000\n",
      "75%       25.900000\n",
      "max       57.500000\n",
      "Name: total.carbon.dioxide, dtype: float64\n",
      "methemoglobin :\n",
      " count    992.000000\n",
      "mean       0.240524\n",
      "std        0.191101\n",
      "min        0.000000\n",
      "25%        0.100000\n",
      "50%        0.200000\n",
      "75%        0.300000\n",
      "max        2.300000\n",
      "Name: methemoglobin, dtype: float64\n",
      "hematocrit.blood.gas :\n",
      " count    992.000000\n",
      "mean      36.575605\n",
      "std        7.624138\n",
      "min       10.000000\n",
      "25%       32.000000\n",
      "50%       37.000000\n",
      "75%       41.000000\n",
      "max      111.000000\n",
      "Name: hematocrit.blood.gas, dtype: float64\n",
      "reduced.hemoglobin :\n",
      " count    992.000000\n",
      "mean       4.215121\n",
      "std        6.132486\n",
      "min        0.300000\n",
      "25%        1.500000\n",
      "50%        2.500000\n",
      "75%        4.625000\n",
      "max       74.700000\n",
      "Name: reduced.hemoglobin, dtype: float64\n",
      "potassium.ion :\n",
      " count    993.000000\n",
      "mean       3.893484\n",
      "std        0.668968\n",
      "min        1.500000\n",
      "25%        3.470000\n",
      "50%        3.810000\n",
      "75%        4.200000\n",
      "max        7.130000\n",
      "Name: potassium.ion, dtype: float64\n",
      "chloride.ion :\n",
      " count    993.000000\n",
      "mean     103.874119\n",
      "std        6.217274\n",
      "min       73.000000\n",
      "25%      101.000000\n",
      "50%      105.000000\n",
      "75%      108.000000\n",
      "max      121.000000\n",
      "Name: chloride.ion, dtype: float64\n",
      "sodium.ion :\n",
      " count    993.000000\n",
      "mean     136.211984\n",
      "std        4.973465\n",
      "min      109.300000\n",
      "25%      133.600000\n",
      "50%      137.100000\n",
      "75%      139.600000\n",
      "max      148.800000\n",
      "Name: sodium.ion, dtype: float64\n",
      "glucose.blood.gas :\n",
      " count    993.000000\n",
      "mean       7.829708\n",
      "std        3.990479\n",
      "min        0.200000\n",
      "25%        5.600000\n",
      "50%        6.700000\n",
      "75%        8.700000\n",
      "max       41.000000\n",
      "Name: glucose.blood.gas, dtype: float64\n",
      "lactate :\n",
      " count    993.000000\n",
      "mean       2.307754\n",
      "std        1.744019\n",
      "min        0.600000\n",
      "25%        1.500000\n",
      "50%        1.800000\n",
      "75%        2.500000\n",
      "max       19.900000\n",
      "Name: lactate, dtype: float64\n",
      "measured.residual.base :\n",
      " count    993.000000\n",
      "mean      -1.898187\n",
      "std        4.721423\n",
      "min      -31.600000\n",
      "25%       -4.200000\n",
      "50%       -1.700000\n",
      "75%        0.600000\n",
      "max       18.400000\n",
      "Name: measured.residual.base, dtype: float64\n",
      "measured.bicarbonate :\n",
      " count    993.000000\n",
      "mean      22.216616\n",
      "std        4.878340\n",
      "min        1.800000\n",
      "25%       19.400000\n",
      "50%       22.200000\n",
      "75%       24.800000\n",
      "max       53.100000\n",
      "Name: measured.bicarbonate, dtype: float64\n",
      "carboxyhemoglobin :\n",
      " count    992.000000\n",
      "mean       0.605645\n",
      "std        0.560946\n",
      "min        0.000000\n",
      "25%        0.300000\n",
      "50%        0.400000\n",
      "75%        0.800000\n",
      "max        5.300000\n",
      "Name: carboxyhemoglobin, dtype: float64\n",
      "body.temperature.blood.gas :\n",
      " 37.0    993\n",
      "Name: body.temperature.blood.gas, dtype: int64\n",
      "oxygen.saturation :\n",
      " count    993.000000\n",
      "mean      95.806647\n",
      "std        6.212864\n",
      "min       25.000000\n",
      "25%       95.000000\n",
      "50%       98.000000\n",
      "75%       99.000000\n",
      "max      100.000000\n",
      "Name: oxygen.saturation, dtype: float64\n",
      "partial.oxygen.pressure :\n",
      " count    993.000000\n",
      "mean     108.121853\n",
      "std       37.422666\n",
      "min       20.000000\n",
      "25%       80.000000\n",
      "50%      102.000000\n",
      "75%      134.000000\n",
      "max      255.000000\n",
      "Name: partial.oxygen.pressure, dtype: float64\n",
      "oxyhemoglobin :\n",
      " count    992.000000\n",
      "mean      94.938710\n",
      "std        6.205458\n",
      "min       24.300000\n",
      "25%       94.500000\n",
      "50%       96.600000\n",
      "75%       97.800000\n",
      "max       99.100000\n",
      "Name: oxyhemoglobin, dtype: float64\n",
      "anion.gap :\n",
      " count    993.000000\n",
      "mean      14.022457\n",
      "std        4.153747\n",
      "min       -1.200000\n",
      "25%       11.700000\n",
      "50%       13.800000\n",
      "75%       16.100000\n",
      "max       43.700000\n",
      "Name: anion.gap, dtype: float64\n",
      "free.calcium :\n",
      " count    993.000000\n",
      "mean       1.110393\n",
      "std        0.052645\n",
      "min        0.890000\n",
      "25%        1.080000\n",
      "50%        1.110000\n",
      "75%        1.140000\n",
      "max        1.390000\n",
      "Name: free.calcium, dtype: float64\n",
      "total.hemoglobin :\n",
      " count    992.000000\n",
      "mean     124.088710\n",
      "std       24.638623\n",
      "min       35.000000\n",
      "25%      110.000000\n",
      "50%      127.000000\n",
      "75%      139.000000\n",
      "max      203.000000\n",
      "Name: total.hemoglobin, dtype: float64\n",
      "GCS :\n",
      " 15    1951\n",
      "11      19\n",
      "3       13\n",
      "14       7\n",
      "10       7\n",
      "7        4\n",
      "12       3\n",
      "13       2\n",
      "6        1\n",
      "4        1\n",
      "Name: GCS, dtype: int64\n",
      "dischargeDay :\n",
      " count    2008.000000\n",
      "mean        9.420817\n",
      "std         8.030256\n",
      "min         1.000000\n",
      "25%         6.000000\n",
      "50%         8.000000\n",
      "75%        10.000000\n",
      "max       123.000000\n",
      "Name: dischargeDay, dtype: float64\n",
      "ageCat :\n",
      " (69,79]     715\n",
      "(79,89]     646\n",
      "(59,69]     368\n",
      "(49,59]     106\n",
      "(89,110]    101\n",
      "(39,49]      56\n",
      "(29,39]      12\n",
      "(21,29]       4\n",
      "Name: ageCat, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for col in df:\n",
    "    if(df[col].unique().size>10):\n",
    "        print(col,\":\\n\",df[col].describe())\n",
    "    else:\n",
    "        print(col,\":\\n\",df[col].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decision_tree(permission, merit, afford, lifetime, update, late, trust, redund):    \n",
    "    action=\"drop\"\n",
    "\n",
    "    if (permission==\"no\"):\n",
    "        action=0\n",
    "    else:\n",
    "        if (merit==\"low\"):\n",
    "            if(lifetime==\"short\"):\n",
    "                action=1\n",
    "            else:\n",
    "                if(afford==\"none\"):\n",
    "                    action=1\n",
    "                else:\n",
    "                    if(late==\"low\"):\n",
    "                        action=2\n",
    "                    else:\n",
    "                        if(trust==\"high\"):\n",
    "                            action=2\n",
    "                        else: action=3\n",
    "        else: \n",
    "            if(update==\"yes\"):\n",
    "                if(afford==\"none\"):\n",
    "                    action=1\n",
    "                else:\n",
    "                    if(lifetime==\"short\"):\n",
    "                        if(trust==\"hight\"):\n",
    "                            action=2\n",
    "                        else:\n",
    "                            action=3\n",
    "                    else:\n",
    "                        action=3\n",
    "            else:\n",
    "                if(afford==\"none\"):\n",
    "                    action=1\n",
    "                elif(afford==\"some\"):\n",
    "                    action=3\n",
    "                else:\n",
    "                    if(trust==\"high\"):\n",
    "                        if(redund==\"yes\"):\n",
    "                            action=3\n",
    "                        else:\n",
    "                            action=4\n",
    "                    else:\n",
    "                        action=4\n",
    "\n",
    "    return action;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>inpatient.number</th>\n",
       "      <th>DestinationDischarge</th>\n",
       "      <th>admission.ward</th>\n",
       "      <th>LatencyTolerance</th>\n",
       "      <th>affordability</th>\n",
       "      <th>discharge.department</th>\n",
       "      <th>visit.times</th>\n",
       "      <th>gender</th>\n",
       "      <th>body.temperature</th>\n",
       "      <th>pulse</th>\n",
       "      <th>respiration</th>\n",
       "      <th>systolic.blood.pressure</th>\n",
       "      <th>diastolic.blood.pressure</th>\n",
       "      <th>map</th>\n",
       "      <th>weight</th>\n",
       "      <th>height</th>\n",
       "      <th>BMI</th>\n",
       "      <th>type.of.heart.failure</th>\n",
       "      <th>NYHA.cardiac.function.classification</th>\n",
       "      <th>Killip.grade</th>\n",
       "      <th>myocardial.infarction</th>\n",
       "      <th>congestive.heart.failure</th>\n",
       "      <th>peripheral.vascular.disease</th>\n",
       "      <th>cerebrovascular.disease</th>\n",
       "      <th>dementia</th>\n",
       "      <th>Chronic.obstructive.pulmonary.disease</th>\n",
       "      <th>connective.tissue.disease</th>\n",
       "      <th>peptic.ulcer.disease</th>\n",
       "      <th>diabetes</th>\n",
       "      <th>moderate.to.severe.chronic.kidney.disease</th>\n",
       "      <th>hemiplegia</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>malignant.lymphoma</th>\n",
       "      <th>solid.tumor</th>\n",
       "      <th>liver.disease</th>\n",
       "      <th>AIDS</th>\n",
       "      <th>CCI.score</th>\n",
       "      <th>type.II.respiratory.failure</th>\n",
       "      <th>consciousness</th>\n",
       "      <th>eye.opening</th>\n",
       "      <th>verbal.response</th>\n",
       "      <th>movement</th>\n",
       "      <th>respiratory.support.</th>\n",
       "      <th>oxygen.inhalation</th>\n",
       "      <th>fio2</th>\n",
       "      <th>acute.renal.failure</th>\n",
       "      <th>LVEF</th>\n",
       "      <th>left.ventricular.end.diastolic.diameter.LV</th>\n",
       "      <th>mitral.valve.EMS</th>\n",
       "      <th>mitral.valve.AMS</th>\n",
       "      <th>EA</th>\n",
       "      <th>tricuspid.valve.return.velocity</th>\n",
       "      <th>tricuspid.valve.return.pressure</th>\n",
       "      <th>outcome.during.hospitalization</th>\n",
       "      <th>death.within.28.days</th>\n",
       "      <th>re.admission.within.28.days</th>\n",
       "      <th>death.within.3.months</th>\n",
       "      <th>re.admission.within.3.months</th>\n",
       "      <th>death.within.6.months</th>\n",
       "      <th>re.admission.within.6.months</th>\n",
       "      <th>time.of.death..days.from.admission.</th>\n",
       "      <th>re.admission.time..days.from.admission.</th>\n",
       "      <th>return.to.emergency.department.within.6.months</th>\n",
       "      <th>time.to.emergency.department.within.6.months</th>\n",
       "      <th>creatinine.enzymatic.method</th>\n",
       "      <th>urea</th>\n",
       "      <th>uric.acid</th>\n",
       "      <th>glomerular.filtration.rate</th>\n",
       "      <th>cystatin</th>\n",
       "      <th>white.blood.cell</th>\n",
       "      <th>monocyte.ratio</th>\n",
       "      <th>monocyte.count</th>\n",
       "      <th>red.blood.cell</th>\n",
       "      <th>coefficient.of.variation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>standard.deviation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>mean.corpuscular.volume</th>\n",
       "      <th>hematocrit</th>\n",
       "      <th>lymphocyte.count</th>\n",
       "      <th>mean.hemoglobin.volume</th>\n",
       "      <th>mean.hemoglobin.concentration</th>\n",
       "      <th>mean.platelet.volume</th>\n",
       "      <th>basophil.ratio</th>\n",
       "      <th>basophil.count</th>\n",
       "      <th>eosinophil.ratio</th>\n",
       "      <th>eosinophil.count</th>\n",
       "      <th>hemoglobin</th>\n",
       "      <th>platelet</th>\n",
       "      <th>platelet.distribution.width</th>\n",
       "      <th>platelet.hematocrit</th>\n",
       "      <th>neutrophil.ratio</th>\n",
       "      <th>neutrophil.count</th>\n",
       "      <th>D.dimer</th>\n",
       "      <th>international.normalized.ratio</th>\n",
       "      <th>activated.partial.thromboplastin.time</th>\n",
       "      <th>thrombin.time</th>\n",
       "      <th>prothrombin.activity</th>\n",
       "      <th>prothrombin.time.ratio</th>\n",
       "      <th>fibrinogen</th>\n",
       "      <th>high.sensitivity.troponin</th>\n",
       "      <th>myoglobin</th>\n",
       "      <th>carbon.dioxide.binding.capacity</th>\n",
       "      <th>calcium</th>\n",
       "      <th>potassium</th>\n",
       "      <th>chloride</th>\n",
       "      <th>sodium</th>\n",
       "      <th>Inorganic.Phosphorus</th>\n",
       "      <th>serum.magnesium</th>\n",
       "      <th>creatine.kinase.isoenzyme.to.creatine.kinase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase</th>\n",
       "      <th>glutamic.oxaloacetic.transaminase</th>\n",
       "      <th>creatine.kinase</th>\n",
       "      <th>creatine.kinase.isoenzyme</th>\n",
       "      <th>lactate.dehydrogenase</th>\n",
       "      <th>brain.natriuretic.peptide</th>\n",
       "      <th>high.sensitivity.protein</th>\n",
       "      <th>nucleotidase</th>\n",
       "      <th>fucosidase</th>\n",
       "      <th>albumin</th>\n",
       "      <th>white.globulin.ratio</th>\n",
       "      <th>cholinesterase</th>\n",
       "      <th>glutamyltranspeptidase</th>\n",
       "      <th>glutamic.pyruvic.transaminase</th>\n",
       "      <th>glutamic.oxaliplatin</th>\n",
       "      <th>indirect.bilirubin</th>\n",
       "      <th>alkaline.phosphatase</th>\n",
       "      <th>globulin</th>\n",
       "      <th>direct.bilirubin</th>\n",
       "      <th>total.bilirubin</th>\n",
       "      <th>total.bile.acid</th>\n",
       "      <th>total.protein</th>\n",
       "      <th>erythrocyte.sedimentation.rate</th>\n",
       "      <th>cholesterol</th>\n",
       "      <th>low.density.lipoprotein.cholesterol</th>\n",
       "      <th>triglyceride</th>\n",
       "      <th>high.density.lipoprotein.cholesterol</th>\n",
       "      <th>homocysteine</th>\n",
       "      <th>apolipoprotein.A</th>\n",
       "      <th>apolipoprotein.B</th>\n",
       "      <th>lipoprotein</th>\n",
       "      <th>pH</th>\n",
       "      <th>standard.residual.base</th>\n",
       "      <th>standard.bicarbonate</th>\n",
       "      <th>partial.pressure.of.carbon.dioxide</th>\n",
       "      <th>total.carbon.dioxide</th>\n",
       "      <th>methemoglobin</th>\n",
       "      <th>hematocrit.blood.gas</th>\n",
       "      <th>reduced.hemoglobin</th>\n",
       "      <th>potassium.ion</th>\n",
       "      <th>chloride.ion</th>\n",
       "      <th>sodium.ion</th>\n",
       "      <th>glucose.blood.gas</th>\n",
       "      <th>lactate</th>\n",
       "      <th>measured.residual.base</th>\n",
       "      <th>measured.bicarbonate</th>\n",
       "      <th>carboxyhemoglobin</th>\n",
       "      <th>body.temperature.blood.gas</th>\n",
       "      <th>oxygen.saturation</th>\n",
       "      <th>partial.oxygen.pressure</th>\n",
       "      <th>oxyhemoglobin</th>\n",
       "      <th>anion.gap</th>\n",
       "      <th>free.calcium</th>\n",
       "      <th>total.hemoglobin</th>\n",
       "      <th>GCS</th>\n",
       "      <th>dischargeDay</th>\n",
       "      <th>ageCat</th>\n",
       "      <th>update</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>36.7</td>\n",
       "      <td>87</td>\n",
       "      <td>19</td>\n",
       "      <td>102</td>\n",
       "      <td>64</td>\n",
       "      <td>76.666667</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1.64</td>\n",
       "      <td>18.590125</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>III</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.3</td>\n",
       "      <td>12.55</td>\n",
       "      <td>685.0</td>\n",
       "      <td>58.57</td>\n",
       "      <td>1.32</td>\n",
       "      <td>9.43</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4.09</td>\n",
       "      <td>15.0</td>\n",
       "      <td>50.3</td>\n",
       "      <td>94.5</td>\n",
       "      <td>0.387</td>\n",
       "      <td>1.51</td>\n",
       "      <td>32.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.02</td>\n",
       "      <td>131.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.142</td>\n",
       "      <td>0.746</td>\n",
       "      <td>7.05</td>\n",
       "      <td>1.19</td>\n",
       "      <td>1.39</td>\n",
       "      <td>33.4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.3</td>\n",
       "      <td>1.37</td>\n",
       "      <td>3.84</td>\n",
       "      <td>0.094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.6</td>\n",
       "      <td>2.28</td>\n",
       "      <td>5.59</td>\n",
       "      <td>101.9</td>\n",
       "      <td>134.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.63</td>\n",
       "      <td>185.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>294.0</td>\n",
       "      <td>1500.17</td>\n",
       "      <td>7.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>20.5</td>\n",
       "      <td>38.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1.02</td>\n",
       "      <td>11.4</td>\n",
       "      <td>61.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>6.9</td>\n",
       "      <td>18.3</td>\n",
       "      <td>4.9</td>\n",
       "      <td>61.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.44</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.63</td>\n",
       "      <td>103.0</td>\n",
       "      <td>136.4</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.5</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>21.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>37.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.14</td>\n",
       "      <td>125.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Female</td>\n",
       "      <td>36.8</td>\n",
       "      <td>95</td>\n",
       "      <td>18</td>\n",
       "      <td>150</td>\n",
       "      <td>70</td>\n",
       "      <td>96.666667</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.63</td>\n",
       "      <td>19.195303</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>I</td>\n",
       "      <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>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.29</td>\n",
       "      <td>170.0</td>\n",
       "      <td>85.43</td>\n",
       "      <td>1.25</td>\n",
       "      <td>5.32</td>\n",
       "      <td>0.066</td>\n",
       "      <td>0.35</td>\n",
       "      <td>3.93</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40.7</td>\n",
       "      <td>88.6</td>\n",
       "      <td>0.349</td>\n",
       "      <td>1.18</td>\n",
       "      <td>28.9</td>\n",
       "      <td>326.0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.05</td>\n",
       "      <td>114.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>16.1</td>\n",
       "      <td>0.139</td>\n",
       "      <td>0.702</td>\n",
       "      <td>3.73</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.16</td>\n",
       "      <td>35.9</td>\n",
       "      <td>18.4</td>\n",
       "      <td>65.1</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2.62</td>\n",
       "      <td>0.017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.5</td>\n",
       "      <td>2.28</td>\n",
       "      <td>3.62</td>\n",
       "      <td>105.6</td>\n",
       "      <td>144.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.84</td>\n",
       "      <td>170.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>17.2</td>\n",
       "      <td>203.0</td>\n",
       "      <td>361.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>21.9</td>\n",
       "      <td>40.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.1</td>\n",
       "      <td>69.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>5.2</td>\n",
       "      <td>18.3</td>\n",
       "      <td>2.4</td>\n",
       "      <td>66.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.15</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>none</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>36.5</td>\n",
       "      <td>98</td>\n",
       "      <td>18</td>\n",
       "      <td>102</td>\n",
       "      <td>67</td>\n",
       "      <td>78.666667</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.70</td>\n",
       "      <td>24.221453</td>\n",
       "      <td>Both</td>\n",
       "      <td>II</td>\n",
       "      <td>II</td>\n",
       "      <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>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.12</td>\n",
       "      <td>7.00</td>\n",
       "      <td>2.80</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185.1</td>\n",
       "      <td>15.99</td>\n",
       "      <td>567.0</td>\n",
       "      <td>31.51</td>\n",
       "      <td>2.43</td>\n",
       "      <td>13.01</td>\n",
       "      <td>0.051</td>\n",
       "      <td>0.67</td>\n",
       "      <td>4.43</td>\n",
       "      <td>12.9</td>\n",
       "      <td>44.5</td>\n",
       "      <td>96.4</td>\n",
       "      <td>0.427</td>\n",
       "      <td>0.75</td>\n",
       "      <td>32.6</td>\n",
       "      <td>339.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.02</td>\n",
       "      <td>144.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>0.203</td>\n",
       "      <td>0.887</td>\n",
       "      <td>11.54</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.10</td>\n",
       "      <td>36.2</td>\n",
       "      <td>14.9</td>\n",
       "      <td>85.7</td>\n",
       "      <td>1.09</td>\n",
       "      <td>5.74</td>\n",
       "      <td>0.010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.6</td>\n",
       "      <td>2.56</td>\n",
       "      <td>4.15</td>\n",
       "      <td>107.0</td>\n",
       "      <td>142.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.77</td>\n",
       "      <td>105.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>137.0</td>\n",
       "      <td>293.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.3</td>\n",
       "      <td>12.3</td>\n",
       "      <td>33.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>7.5</td>\n",
       "      <td>76.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>11.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>60.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.79</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(59,69]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>low</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>36.0</td>\n",
       "      <td>73</td>\n",
       "      <td>19</td>\n",
       "      <td>110</td>\n",
       "      <td>74</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1.70</td>\n",
       "      <td>22.491349</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>II</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>104.8</td>\n",
       "      <td>8.16</td>\n",
       "      <td>635.0</td>\n",
       "      <td>58.01</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.087</td>\n",
       "      <td>0.19</td>\n",
       "      <td>2.71</td>\n",
       "      <td>18.8</td>\n",
       "      <td>69.0</td>\n",
       "      <td>102.2</td>\n",
       "      <td>0.277</td>\n",
       "      <td>0.71</td>\n",
       "      <td>34.7</td>\n",
       "      <td>339.0</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.028</td>\n",
       "      <td>0.06</td>\n",
       "      <td>94.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>19.4</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.559</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.37</td>\n",
       "      <td>38.3</td>\n",
       "      <td>18.3</td>\n",
       "      <td>60.9</td>\n",
       "      <td>1.36</td>\n",
       "      <td>2.63</td>\n",
       "      <td>0.349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>3.76</td>\n",
       "      <td>101.6</td>\n",
       "      <td>136.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1071.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.2</td>\n",
       "      <td>19.4</td>\n",
       "      <td>40.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.2</td>\n",
       "      <td>191.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>51.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>67.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>88</td>\n",
       "      <td>19</td>\n",
       "      <td>134</td>\n",
       "      <td>62</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>76.0</td>\n",
       "      <td>1.55</td>\n",
       "      <td>31.633715</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>II</td>\n",
       "      <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>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.9</td>\n",
       "      <td>6.86</td>\n",
       "      <td>432.0</td>\n",
       "      <td>60.52</td>\n",
       "      <td>1.35</td>\n",
       "      <td>6.14</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.53</td>\n",
       "      <td>4.20</td>\n",
       "      <td>14.7</td>\n",
       "      <td>47.7</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.378</td>\n",
       "      <td>1.27</td>\n",
       "      <td>28.6</td>\n",
       "      <td>317.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.008</td>\n",
       "      <td>0.05</td>\n",
       "      <td>120.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.697</td>\n",
       "      <td>4.28</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.19</td>\n",
       "      <td>34.6</td>\n",
       "      <td>16.4</td>\n",
       "      <td>74.9</td>\n",
       "      <td>1.19</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0.115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.8</td>\n",
       "      <td>2.42</td>\n",
       "      <td>3.94</td>\n",
       "      <td>104.3</td>\n",
       "      <td>136.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.92</td>\n",
       "      <td>270.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>295.0</td>\n",
       "      <td>372.87</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.9</td>\n",
       "      <td>12.3</td>\n",
       "      <td>42.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.9</td>\n",
       "      <td>61.0</td>\n",
       "      <td>29.6</td>\n",
       "      <td>4.9</td>\n",
       "      <td>11.8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>71.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  inpatient.number DestinationDischarge  admission.ward  \\\n",
       "0           0                 0                    0               1   \n",
       "1           0                 0                    0               1   \n",
       "2           0                 0                    0               1   \n",
       "3           0                 0                    0               1   \n",
       "4           0                 0                    0               1   \n",
       "\n",
       "  LatencyTolerance affordability discharge.department  visit.times  gender  \\\n",
       "0             high          some                    1            1    Male   \n",
       "1             high          some                    1            1  Female   \n",
       "2             high          none                    1            2    Male   \n",
       "3              low          some                    1            1    Male   \n",
       "4             high          some                    1            1  Female   \n",
       "\n",
       "   body.temperature  pulse  respiration  systolic.blood.pressure  \\\n",
       "0              36.7     87           19                      102   \n",
       "1              36.8     95           18                      150   \n",
       "2              36.5     98           18                      102   \n",
       "3              36.0     73           19                      110   \n",
       "4              35.0     88           19                      134   \n",
       "\n",
       "   diastolic.blood.pressure        map  weight  height        BMI  \\\n",
       "0                        64  76.666667    50.0    1.64  18.590125   \n",
       "1                        70  96.666667    51.0    1.63  19.195303   \n",
       "2                        67  78.666667    70.0    1.70  24.221453   \n",
       "3                        74  86.000000    65.0    1.70  22.491349   \n",
       "4                        62  86.000000    76.0    1.55  31.633715   \n",
       "\n",
       "  type.of.heart.failure NYHA.cardiac.function.classification Killip.grade  \\\n",
       "0                  Both                                  III          III   \n",
       "1                  Both                                  III            I   \n",
       "2                  Both                                   II           II   \n",
       "3                  Both                                  III           II   \n",
       "4                  Both                                  III           II   \n",
       "\n",
       "   myocardial.infarction  congestive.heart.failure  \\\n",
       "0                      0                         0   \n",
       "1                      0                         0   \n",
       "2                      0                         0   \n",
       "3                      0                         0   \n",
       "4                      0                         0   \n",
       "\n",
       "   peripheral.vascular.disease  cerebrovascular.disease  dementia  \\\n",
       "0                            0                        0         0   \n",
       "1                            0                        0         0   \n",
       "2                            0                        0         0   \n",
       "3                            0                        0         0   \n",
       "4                            0                        0         0   \n",
       "\n",
       "   Chronic.obstructive.pulmonary.disease  connective.tissue.disease  \\\n",
       "0                                      1                          0   \n",
       "1                                      0                          0   \n",
       "2                                      0                          0   \n",
       "3                                      1                          0   \n",
       "4                                      0                          0   \n",
       "\n",
       "   peptic.ulcer.disease  diabetes  moderate.to.severe.chronic.kidney.disease  \\\n",
       "0                   0.0         1                                        0.0   \n",
       "1                   0.0         0                                        0.0   \n",
       "2                   0.0         0                                        0.0   \n",
       "3                   0.0         0                                        1.0   \n",
       "4                   0.0         0                                        0.0   \n",
       "\n",
       "   hemiplegia  leukemia  malignant.lymphoma  solid.tumor  liver.disease  AIDS  \\\n",
       "0           0         0                   0            0            0.0     0   \n",
       "1           0         0                   0            0            0.0     0   \n",
       "2           0         0                   0            0            0.0     0   \n",
       "3           0         0                   0            0            0.0     0   \n",
       "4           0         0                   0            0            0.0     0   \n",
       "\n",
       "   CCI.score type.II.respiratory.failure consciousness  eye.opening  \\\n",
       "0        2.0                   NonTypeII         Clear            4   \n",
       "1        0.0                   NonTypeII         Clear            4   \n",
       "2        0.0                   NonTypeII         Clear            4   \n",
       "3        2.0                   NonTypeII         Clear            4   \n",
       "4        0.0                   NonTypeII         Clear            4   \n",
       "\n",
       "   verbal.response  movement respiratory.support. oxygen.inhalation  fio2  \\\n",
       "0                5         6                 None     OxygenTherapy    33   \n",
       "1                5         6                 None     OxygenTherapy    33   \n",
       "2                5         6                 None     OxygenTherapy    33   \n",
       "3                5         6                 None     OxygenTherapy    33   \n",
       "4                5         6                 None     OxygenTherapy    33   \n",
       "\n",
       "   acute.renal.failure  LVEF  left.ventricular.end.diastolic.diameter.LV  \\\n",
       "0                    0   NaN                                         NaN   \n",
       "1                    0   NaN                                        40.0   \n",
       "2                    0   NaN                                        46.0   \n",
       "3                    0   NaN                                         NaN   \n",
       "4                    0   NaN                                        64.0   \n",
       "\n",
       "   mitral.valve.EMS  mitral.valve.AMS    EA  tricuspid.valve.return.velocity  \\\n",
       "0               NaN               NaN   NaN                              NaN   \n",
       "1              1.16              1.52   NaN                             3.34   \n",
       "2              0.84              0.12  7.00                             2.80   \n",
       "3               NaN               NaN   NaN                              NaN   \n",
       "4              1.20              0.90  1.33                              NaN   \n",
       "\n",
       "   tricuspid.valve.return.pressure outcome.during.hospitalization  \\\n",
       "0                              NaN                          Alive   \n",
       "1                             47.0                          Alive   \n",
       "2                             32.0                          Alive   \n",
       "3                              NaN                          Alive   \n",
       "4                              NaN                          Alive   \n",
       "\n",
       "   death.within.28.days  re.admission.within.28.days  death.within.3.months  \\\n",
       "0                     0                            0                      0   \n",
       "1                     0                            0                      0   \n",
       "2                     0                            0                      0   \n",
       "3                     0                            1                      0   \n",
       "4                     0                            0                      0   \n",
       "\n",
       "   re.admission.within.3.months  death.within.6.months  \\\n",
       "0                             0                      0   \n",
       "1                             0                      0   \n",
       "2                             0                      0   \n",
       "3                             1                      0   \n",
       "4                             0                      0   \n",
       "\n",
       "   re.admission.within.6.months  time.of.death..days.from.admission.  \\\n",
       "0                             0                                  NaN   \n",
       "1                             0                                  NaN   \n",
       "2                             0                                  NaN   \n",
       "3                             1                                  NaN   \n",
       "4                             0                                  NaN   \n",
       "\n",
       "   re.admission.time..days.from.admission.  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                     19.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   return.to.emergency.department.within.6.months  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             1.0   \n",
       "4                                             0.0   \n",
       "\n",
       "   time.to.emergency.department.within.6.months  creatinine.enzymatic.method  \\\n",
       "0                                           NaN                        108.3   \n",
       "1                                           NaN                         62.0   \n",
       "2                                           NaN                        185.1   \n",
       "3                                          19.0                        104.8   \n",
       "4                                           NaN                         83.9   \n",
       "\n",
       "    urea  uric.acid  glomerular.filtration.rate  cystatin  white.blood.cell  \\\n",
       "0  12.55      685.0                       58.57      1.32              9.43   \n",
       "1   4.29      170.0                       85.43      1.25              5.32   \n",
       "2  15.99      567.0                       31.51      2.43             13.01   \n",
       "3   8.16      635.0                       58.01      2.32              2.18   \n",
       "4   6.86      432.0                       60.52      1.35              6.14   \n",
       "\n",
       "   monocyte.ratio  monocyte.count  red.blood.cell  \\\n",
       "0           0.085            0.80            4.09   \n",
       "1           0.066            0.35            3.93   \n",
       "2           0.051            0.67            4.43   \n",
       "3           0.087            0.19            2.71   \n",
       "4           0.086            0.53            4.20   \n",
       "\n",
       "   coefficient.of.variation.of.red.blood.cell.distribution.width  \\\n",
       "0                                               15.0               \n",
       "1                                               13.0               \n",
       "2                                               12.9               \n",
       "3                                               18.8               \n",
       "4                                               14.7               \n",
       "\n",
       "   standard.deviation.of.red.blood.cell.distribution.width  \\\n",
       "0                                               50.3         \n",
       "1                                               40.7         \n",
       "2                                               44.5         \n",
       "3                                               69.0         \n",
       "4                                               47.7         \n",
       "\n",
       "   mean.corpuscular.volume  hematocrit  lymphocyte.count  \\\n",
       "0                     94.5       0.387              1.51   \n",
       "1                     88.6       0.349              1.18   \n",
       "2                     96.4       0.427              0.75   \n",
       "3                    102.2       0.277              0.71   \n",
       "4                     90.0       0.378              1.27   \n",
       "\n",
       "   mean.hemoglobin.volume  mean.hemoglobin.concentration  \\\n",
       "0                    32.0                          338.0   \n",
       "1                    28.9                          326.0   \n",
       "2                    32.6                          339.0   \n",
       "3                    34.7                          339.0   \n",
       "4                    28.6                          317.0   \n",
       "\n",
       "   mean.platelet.volume  basophil.ratio  basophil.count  eosinophil.ratio  \\\n",
       "0                  14.0           0.006            0.05             0.002   \n",
       "1                  11.3           0.002            0.01             0.009   \n",
       "2                  12.0           0.002            0.03             0.002   \n",
       "3                  12.4           0.000            0.00             0.028   \n",
       "4                  12.6           0.002            0.01             0.008   \n",
       "\n",
       "   eosinophil.count  hemoglobin  platelet  platelet.distribution.width  \\\n",
       "0              0.02       131.0     102.0                         16.6   \n",
       "1              0.05       114.0     123.0                         16.1   \n",
       "2              0.02       144.0     169.0                         16.5   \n",
       "3              0.06        94.0      35.0                         19.4   \n",
       "4              0.05       120.0     104.0                         16.4   \n",
       "\n",
       "   platelet.hematocrit  neutrophil.ratio  neutrophil.count  D.dimer  \\\n",
       "0                0.142             0.746              7.05     1.19   \n",
       "1                0.139             0.702              3.73     1.06   \n",
       "2                0.203             0.887             11.54     0.83   \n",
       "3                0.032             0.559              1.22     1.39   \n",
       "4                0.131             0.697              4.28     0.57   \n",
       "\n",
       "   international.normalized.ratio  activated.partial.thromboplastin.time  \\\n",
       "0                            1.39                                   33.4   \n",
       "1                            1.16                                   35.9   \n",
       "2                            1.10                                   36.2   \n",
       "3                            1.37                                   38.3   \n",
       "4                            1.19                                   34.6   \n",
       "\n",
       "   thrombin.time  prothrombin.activity  prothrombin.time.ratio  fibrinogen  \\\n",
       "0           17.0                  60.3                    1.37        3.84   \n",
       "1           18.4                  65.1                    1.18        2.62   \n",
       "2           14.9                  85.7                    1.09        5.74   \n",
       "3           18.3                  60.9                    1.36        2.63   \n",
       "4           16.4                  74.9                    1.19        3.50   \n",
       "\n",
       "   high.sensitivity.troponin  myoglobin  carbon.dioxide.binding.capacity  \\\n",
       "0                      0.094        NaN                             21.6   \n",
       "1                      0.017        NaN                             26.5   \n",
       "2                      0.010        NaN                             21.6   \n",
       "3                      0.349        NaN                             21.1   \n",
       "4                      0.115        NaN                             22.8   \n",
       "\n",
       "   calcium  potassium  chloride  sodium  Inorganic.Phosphorus  \\\n",
       "0     2.28       5.59     101.9   134.6                   NaN   \n",
       "1     2.28       3.62     105.6   144.0                   NaN   \n",
       "2     2.56       4.15     107.0   142.2                   NaN   \n",
       "3     2.35       3.76     101.6   136.3                   NaN   \n",
       "4     2.42       3.94     104.3   136.6                   NaN   \n",
       "\n",
       "   serum.magnesium  creatine.kinase.isoenzyme.to.creatine.kinase  \\\n",
       "0              NaN                                          0.22   \n",
       "1              NaN                                          0.16   \n",
       "2              NaN                                          0.38   \n",
       "3              NaN                                           NaN   \n",
       "4              NaN                                          0.11   \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase  \\\n",
       "0                                               0.63        \n",
       "1                                               0.84        \n",
       "2                                               0.77        \n",
       "3                                                NaN        \n",
       "4                                               0.92        \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase  glutamic.oxaloacetic.transaminase  \\\n",
       "0                          185.0                               81.0   \n",
       "1                          170.0                               21.0   \n",
       "2                          105.0                                9.0   \n",
       "3                            NaN                                NaN   \n",
       "4                          270.0                               30.0   \n",
       "\n",
       "   creatine.kinase  creatine.kinase.isoenzyme  lactate.dehydrogenase  \\\n",
       "0             43.0                        9.6                  294.0   \n",
       "1            107.0                       17.2                  203.0   \n",
       "2             38.0                       14.6                  137.0   \n",
       "3              NaN                        NaN                    NaN   \n",
       "4            122.0                       13.6                  295.0   \n",
       "\n",
       "   brain.natriuretic.peptide  high.sensitivity.protein  nucleotidase  \\\n",
       "0                    1500.17                       7.6           3.5   \n",
       "1                     361.70                       NaN           2.2   \n",
       "2                     293.95                       NaN           2.3   \n",
       "3                    1071.40                       NaN          11.2   \n",
       "4                     372.87                       5.9           2.9   \n",
       "\n",
       "   fucosidase  albumin  white.globulin.ratio  cholinesterase  \\\n",
       "0        20.5     38.1                   1.6             NaN   \n",
       "1        21.9     40.7                   1.6             NaN   \n",
       "2        12.3     33.1                   1.2             NaN   \n",
       "3        19.4     40.1                   1.5             NaN   \n",
       "4        12.3     42.3                   1.4             NaN   \n",
       "\n",
       "   glutamyltranspeptidase  glutamic.pyruvic.transaminase  \\\n",
       "0                    83.0                           65.0   \n",
       "1                    17.0                           19.0   \n",
       "2                    27.0                           10.0   \n",
       "3                   134.0                            9.0   \n",
       "4                    17.0                           19.0   \n",
       "\n",
       "   glutamic.oxaliplatin  indirect.bilirubin  alkaline.phosphatase  globulin  \\\n",
       "0                  1.02                11.4                  61.0      23.8   \n",
       "1                   NaN                13.1                  69.0      25.4   \n",
       "2                  1.10                 7.5                  76.0      27.7   \n",
       "3                   NaN                26.2                 191.0      27.0   \n",
       "4                   NaN                 6.9                  61.0      29.6   \n",
       "\n",
       "   direct.bilirubin  total.bilirubin  total.bile.acid  total.protein  \\\n",
       "0               6.9             18.3              4.9           61.9   \n",
       "1               5.2             18.3              2.4           66.1   \n",
       "2               4.4             11.9              2.4           60.8   \n",
       "3              25.4             51.6              9.4           67.1   \n",
       "4               4.9             11.8              3.3           71.9   \n",
       "\n",
       "   erythrocyte.sedimentation.rate  cholesterol  \\\n",
       "0                             NaN         3.46   \n",
       "1                             NaN         3.15   \n",
       "2                             NaN         3.79   \n",
       "3                             NaN         2.92   \n",
       "4                             NaN         2.68   \n",
       "\n",
       "   low.density.lipoprotein.cholesterol  triglyceride  \\\n",
       "0                                 1.90          2.69   \n",
       "1                                 1.26          0.84   \n",
       "2                                 2.13          1.53   \n",
       "3                                 1.31          0.92   \n",
       "4                                 1.21          0.62   \n",
       "\n",
       "   high.density.lipoprotein.cholesterol  homocysteine  apolipoprotein.A  \\\n",
       "0                                  0.84           NaN               NaN   \n",
       "1                                  1.30           NaN               NaN   \n",
       "2                                  0.94           NaN               NaN   \n",
       "3                                  0.98           NaN               NaN   \n",
       "4                                  0.91           NaN               NaN   \n",
       "\n",
       "   apolipoprotein.B  lipoprotein    pH  standard.residual.base  \\\n",
       "0               NaN          NaN  7.44                    -3.0   \n",
       "1               NaN          NaN   NaN                     NaN   \n",
       "2               NaN          NaN   NaN                     NaN   \n",
       "3               NaN          NaN   NaN                     NaN   \n",
       "4               NaN          NaN   NaN                     NaN   \n",
       "\n",
       "   standard.bicarbonate  partial.pressure.of.carbon.dioxide  \\\n",
       "0                  22.7                                32.0   \n",
       "1                   NaN                                 NaN   \n",
       "2                   NaN                                 NaN   \n",
       "3                   NaN                                 NaN   \n",
       "4                   NaN                                 NaN   \n",
       "\n",
       "   total.carbon.dioxide  methemoglobin  hematocrit.blood.gas  \\\n",
       "0                  22.2            0.3                  37.0   \n",
       "1                   NaN            NaN                   NaN   \n",
       "2                   NaN            NaN                   NaN   \n",
       "3                   NaN            NaN                   NaN   \n",
       "4                   NaN            NaN                   NaN   \n",
       "\n",
       "   reduced.hemoglobin  potassium.ion  chloride.ion  sodium.ion  \\\n",
       "0                 3.4           5.63         103.0       136.4   \n",
       "1                 NaN            NaN           NaN         NaN   \n",
       "2                 NaN            NaN           NaN         NaN   \n",
       "3                 NaN            NaN           NaN         NaN   \n",
       "4                 NaN            NaN           NaN         NaN   \n",
       "\n",
       "   glucose.blood.gas  lactate  measured.residual.base  measured.bicarbonate  \\\n",
       "0                5.8      2.5                    -2.1                  21.2   \n",
       "1                NaN      NaN                     NaN                   NaN   \n",
       "2                NaN      NaN                     NaN                   NaN   \n",
       "3                NaN      NaN                     NaN                   NaN   \n",
       "4                NaN      NaN                     NaN                   NaN   \n",
       "\n",
       "   carboxyhemoglobin  body.temperature.blood.gas  oxygen.saturation  \\\n",
       "0                0.4                        37.0               97.0   \n",
       "1                NaN                         NaN                NaN   \n",
       "2                NaN                         NaN                NaN   \n",
       "3                NaN                         NaN                NaN   \n",
       "4                NaN                         NaN                NaN   \n",
       "\n",
       "   partial.oxygen.pressure  oxyhemoglobin  anion.gap  free.calcium  \\\n",
       "0                     93.0           95.9       17.8          1.14   \n",
       "1                      NaN            NaN        NaN           NaN   \n",
       "2                      NaN            NaN        NaN           NaN   \n",
       "3                      NaN            NaN        NaN           NaN   \n",
       "4                      NaN            NaN        NaN           NaN   \n",
       "\n",
       "   total.hemoglobin  GCS  dischargeDay   ageCat update  \n",
       "0             125.0   15            11  (69,79]    yes  \n",
       "1               NaN   15             8  (69,79]    yes  \n",
       "2               NaN   15             5  (59,69]    yes  \n",
       "3               NaN   15            11  (69,79]    yes  \n",
       "4               NaN   15             5  (69,79]    yes  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#fill ADI with verification method based on df characteristics\n",
    "ADI.loc[:, ['Unnamed: 0']]=0\n",
    "ADI.loc[:, ['inpatient.number']]=0\n",
    "ADI.loc[:, ['admission.ward']]=1\n",
    "ADI['occupation'] = ADI['occupation'].map({'UrbanResident': 'some', 'farmer': 'none', 'worker':'none', 'Officer':'extra','Others':'none', 'nan':'none'})\n",
    "ADI=ADI.rename(columns = {'occupation':'affordability'})\n",
    "ADI['admission.way'] = ADI['admission.way'].map({'NonEmergency': 'high', 'Emergency': 'low'})\n",
    "ADI=ADI.rename(columns = {'admission.way':'LatencyTolerance'})\n",
    "\n",
    "ADI['update']=ADI['DestinationDischarge']\n",
    "ADI['update'] = ADI['update'].map({'Died': 'no'}).fillna('yes')\n",
    "\n",
    "for r,row in ADI.iterrows():\n",
    "    if(row[2]=='Home' or row[2]=='Unknown' ):\n",
    "        ADI.at[r,'DestinationDischarge'] = 0\n",
    "    if(row[2]=='Died'):\n",
    "        ADI.at[r,'DestinationDischarge'] = 1\n",
    "    if(row[2]=='HealthcareFacility'):\n",
    "        #permission, merit, afford, lifetime, update, late, trust, redund\n",
    "        ADI.at[r,'DestinationDischarge']=decision_tree('yes', \"high\",ADI.at[r,'affordability'], \"short\", ADI.at[r,'update'], ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")\n",
    "\n",
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    ADI.at[r,'discharge.department']=decision_tree('yes', \"low\",ADI.at[r,'affordability'], \"short\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")\n",
    "\n",
    "ADI.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ADI['visit.times']=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "ADI['gender']=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    merit='low'\n",
    "    if(ADI.at[r,'body.temperature']>39):\n",
    "        merit='high'\n",
    "    ADI.at[r,'body.temperature']=decision_tree('yes', merit ,ADI.at[r,'affordability'], \"short\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    merit='low'\n",
    "    if(ADI.at[r,'respiration']>20):\n",
    "        merit='high'\n",
    "    ADI.at[r,'respiration']=decision_tree('yes', merit ,ADI.at[r,'affordability'], \"short\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    merit='low'\n",
    "    if(ADI.at[r,'pulse']>100):\n",
    "        merit='high'\n",
    "    ADI.at[r,'pulse']=decision_tree('yes', merit ,ADI.at[r,'affordability'], \"short\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    merit='low'\n",
    "    if(ADI.at[r,'systolic.blood.pressure']>180):\n",
    "        merit='high'\n",
    "    ADI.at[r,'systolic.blood.pressure']=decision_tree('yes', merit ,ADI.at[r,'affordability'], \"short\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    merit='low'\n",
    "    if(ADI.at[r,'diastolic.blood.pressure']>110):\n",
    "        merit='high'\n",
    "    ADI.at[r,'diastolic.blood.pressure']=decision_tree('yes', merit ,ADI.at[r,'affordability'], \"short\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ADI['map']=0#permission no\n",
    "ADI['weight']=1\n",
    "ADI['height']=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    merit='low'\n",
    "    if(ADI.at[r,'BMI']>25):\n",
    "        merit='high'\n",
    "    ADI.at[r,'BMI']=decision_tree('yes', merit ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>inpatient.number</th>\n",
       "      <th>DestinationDischarge</th>\n",
       "      <th>admission.ward</th>\n",
       "      <th>LatencyTolerance</th>\n",
       "      <th>affordability</th>\n",
       "      <th>discharge.department</th>\n",
       "      <th>visit.times</th>\n",
       "      <th>gender</th>\n",
       "      <th>body.temperature</th>\n",
       "      <th>pulse</th>\n",
       "      <th>respiration</th>\n",
       "      <th>systolic.blood.pressure</th>\n",
       "      <th>diastolic.blood.pressure</th>\n",
       "      <th>map</th>\n",
       "      <th>weight</th>\n",
       "      <th>height</th>\n",
       "      <th>BMI</th>\n",
       "      <th>type.of.heart.failure</th>\n",
       "      <th>NYHA.cardiac.function.classification</th>\n",
       "      <th>Killip.grade</th>\n",
       "      <th>myocardial.infarction</th>\n",
       "      <th>congestive.heart.failure</th>\n",
       "      <th>peripheral.vascular.disease</th>\n",
       "      <th>cerebrovascular.disease</th>\n",
       "      <th>dementia</th>\n",
       "      <th>Chronic.obstructive.pulmonary.disease</th>\n",
       "      <th>connective.tissue.disease</th>\n",
       "      <th>peptic.ulcer.disease</th>\n",
       "      <th>diabetes</th>\n",
       "      <th>moderate.to.severe.chronic.kidney.disease</th>\n",
       "      <th>hemiplegia</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>malignant.lymphoma</th>\n",
       "      <th>solid.tumor</th>\n",
       "      <th>liver.disease</th>\n",
       "      <th>AIDS</th>\n",
       "      <th>CCI.score</th>\n",
       "      <th>type.II.respiratory.failure</th>\n",
       "      <th>consciousness</th>\n",
       "      <th>eye.opening</th>\n",
       "      <th>verbal.response</th>\n",
       "      <th>movement</th>\n",
       "      <th>respiratory.support.</th>\n",
       "      <th>oxygen.inhalation</th>\n",
       "      <th>fio2</th>\n",
       "      <th>acute.renal.failure</th>\n",
       "      <th>LVEF</th>\n",
       "      <th>left.ventricular.end.diastolic.diameter.LV</th>\n",
       "      <th>mitral.valve.EMS</th>\n",
       "      <th>mitral.valve.AMS</th>\n",
       "      <th>EA</th>\n",
       "      <th>tricuspid.valve.return.velocity</th>\n",
       "      <th>tricuspid.valve.return.pressure</th>\n",
       "      <th>outcome.during.hospitalization</th>\n",
       "      <th>death.within.28.days</th>\n",
       "      <th>re.admission.within.28.days</th>\n",
       "      <th>death.within.3.months</th>\n",
       "      <th>re.admission.within.3.months</th>\n",
       "      <th>death.within.6.months</th>\n",
       "      <th>re.admission.within.6.months</th>\n",
       "      <th>time.of.death..days.from.admission.</th>\n",
       "      <th>re.admission.time..days.from.admission.</th>\n",
       "      <th>return.to.emergency.department.within.6.months</th>\n",
       "      <th>time.to.emergency.department.within.6.months</th>\n",
       "      <th>creatinine.enzymatic.method</th>\n",
       "      <th>urea</th>\n",
       "      <th>uric.acid</th>\n",
       "      <th>glomerular.filtration.rate</th>\n",
       "      <th>cystatin</th>\n",
       "      <th>white.blood.cell</th>\n",
       "      <th>monocyte.ratio</th>\n",
       "      <th>monocyte.count</th>\n",
       "      <th>red.blood.cell</th>\n",
       "      <th>coefficient.of.variation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>standard.deviation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>mean.corpuscular.volume</th>\n",
       "      <th>hematocrit</th>\n",
       "      <th>lymphocyte.count</th>\n",
       "      <th>mean.hemoglobin.volume</th>\n",
       "      <th>mean.hemoglobin.concentration</th>\n",
       "      <th>mean.platelet.volume</th>\n",
       "      <th>basophil.ratio</th>\n",
       "      <th>basophil.count</th>\n",
       "      <th>eosinophil.ratio</th>\n",
       "      <th>eosinophil.count</th>\n",
       "      <th>hemoglobin</th>\n",
       "      <th>platelet</th>\n",
       "      <th>platelet.distribution.width</th>\n",
       "      <th>platelet.hematocrit</th>\n",
       "      <th>neutrophil.ratio</th>\n",
       "      <th>neutrophil.count</th>\n",
       "      <th>D.dimer</th>\n",
       "      <th>international.normalized.ratio</th>\n",
       "      <th>activated.partial.thromboplastin.time</th>\n",
       "      <th>thrombin.time</th>\n",
       "      <th>prothrombin.activity</th>\n",
       "      <th>prothrombin.time.ratio</th>\n",
       "      <th>fibrinogen</th>\n",
       "      <th>high.sensitivity.troponin</th>\n",
       "      <th>myoglobin</th>\n",
       "      <th>carbon.dioxide.binding.capacity</th>\n",
       "      <th>calcium</th>\n",
       "      <th>potassium</th>\n",
       "      <th>chloride</th>\n",
       "      <th>sodium</th>\n",
       "      <th>Inorganic.Phosphorus</th>\n",
       "      <th>serum.magnesium</th>\n",
       "      <th>creatine.kinase.isoenzyme.to.creatine.kinase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase</th>\n",
       "      <th>glutamic.oxaloacetic.transaminase</th>\n",
       "      <th>creatine.kinase</th>\n",
       "      <th>creatine.kinase.isoenzyme</th>\n",
       "      <th>lactate.dehydrogenase</th>\n",
       "      <th>brain.natriuretic.peptide</th>\n",
       "      <th>high.sensitivity.protein</th>\n",
       "      <th>nucleotidase</th>\n",
       "      <th>fucosidase</th>\n",
       "      <th>albumin</th>\n",
       "      <th>white.globulin.ratio</th>\n",
       "      <th>cholinesterase</th>\n",
       "      <th>glutamyltranspeptidase</th>\n",
       "      <th>glutamic.pyruvic.transaminase</th>\n",
       "      <th>glutamic.oxaliplatin</th>\n",
       "      <th>indirect.bilirubin</th>\n",
       "      <th>alkaline.phosphatase</th>\n",
       "      <th>globulin</th>\n",
       "      <th>direct.bilirubin</th>\n",
       "      <th>total.bilirubin</th>\n",
       "      <th>total.bile.acid</th>\n",
       "      <th>total.protein</th>\n",
       "      <th>erythrocyte.sedimentation.rate</th>\n",
       "      <th>cholesterol</th>\n",
       "      <th>low.density.lipoprotein.cholesterol</th>\n",
       "      <th>triglyceride</th>\n",
       "      <th>high.density.lipoprotein.cholesterol</th>\n",
       "      <th>homocysteine</th>\n",
       "      <th>apolipoprotein.A</th>\n",
       "      <th>apolipoprotein.B</th>\n",
       "      <th>lipoprotein</th>\n",
       "      <th>pH</th>\n",
       "      <th>standard.residual.base</th>\n",
       "      <th>standard.bicarbonate</th>\n",
       "      <th>partial.pressure.of.carbon.dioxide</th>\n",
       "      <th>total.carbon.dioxide</th>\n",
       "      <th>methemoglobin</th>\n",
       "      <th>hematocrit.blood.gas</th>\n",
       "      <th>reduced.hemoglobin</th>\n",
       "      <th>potassium.ion</th>\n",
       "      <th>chloride.ion</th>\n",
       "      <th>sodium.ion</th>\n",
       "      <th>glucose.blood.gas</th>\n",
       "      <th>lactate</th>\n",
       "      <th>measured.residual.base</th>\n",
       "      <th>measured.bicarbonate</th>\n",
       "      <th>carboxyhemoglobin</th>\n",
       "      <th>body.temperature.blood.gas</th>\n",
       "      <th>oxygen.saturation</th>\n",
       "      <th>partial.oxygen.pressure</th>\n",
       "      <th>oxyhemoglobin</th>\n",
       "      <th>anion.gap</th>\n",
       "      <th>free.calcium</th>\n",
       "      <th>total.hemoglobin</th>\n",
       "      <th>GCS</th>\n",
       "      <th>dischargeDay</th>\n",
       "      <th>ageCat</th>\n",
       "      <th>update</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>III</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.3</td>\n",
       "      <td>12.55</td>\n",
       "      <td>685.0</td>\n",
       "      <td>58.57</td>\n",
       "      <td>1.32</td>\n",
       "      <td>9.43</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4.09</td>\n",
       "      <td>15.0</td>\n",
       "      <td>50.3</td>\n",
       "      <td>94.5</td>\n",
       "      <td>0.387</td>\n",
       "      <td>1.51</td>\n",
       "      <td>32.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.02</td>\n",
       "      <td>131.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.142</td>\n",
       "      <td>0.746</td>\n",
       "      <td>7.05</td>\n",
       "      <td>1.19</td>\n",
       "      <td>1.39</td>\n",
       "      <td>33.4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.3</td>\n",
       "      <td>1.37</td>\n",
       "      <td>3.84</td>\n",
       "      <td>0.094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.6</td>\n",
       "      <td>2.28</td>\n",
       "      <td>5.59</td>\n",
       "      <td>101.9</td>\n",
       "      <td>134.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.63</td>\n",
       "      <td>185.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>294.0</td>\n",
       "      <td>1500.17</td>\n",
       "      <td>7.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>20.5</td>\n",
       "      <td>38.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1.02</td>\n",
       "      <td>11.4</td>\n",
       "      <td>61.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>6.9</td>\n",
       "      <td>18.3</td>\n",
       "      <td>4.9</td>\n",
       "      <td>61.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.44</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.63</td>\n",
       "      <td>103.0</td>\n",
       "      <td>136.4</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.5</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>21.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>37.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.14</td>\n",
       "      <td>125.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>I</td>\n",
       "      <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>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.29</td>\n",
       "      <td>170.0</td>\n",
       "      <td>85.43</td>\n",
       "      <td>1.25</td>\n",
       "      <td>5.32</td>\n",
       "      <td>0.066</td>\n",
       "      <td>0.35</td>\n",
       "      <td>3.93</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40.7</td>\n",
       "      <td>88.6</td>\n",
       "      <td>0.349</td>\n",
       "      <td>1.18</td>\n",
       "      <td>28.9</td>\n",
       "      <td>326.0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.05</td>\n",
       "      <td>114.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>16.1</td>\n",
       "      <td>0.139</td>\n",
       "      <td>0.702</td>\n",
       "      <td>3.73</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.16</td>\n",
       "      <td>35.9</td>\n",
       "      <td>18.4</td>\n",
       "      <td>65.1</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2.62</td>\n",
       "      <td>0.017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.5</td>\n",
       "      <td>2.28</td>\n",
       "      <td>3.62</td>\n",
       "      <td>105.6</td>\n",
       "      <td>144.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.84</td>\n",
       "      <td>170.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>17.2</td>\n",
       "      <td>203.0</td>\n",
       "      <td>361.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>21.9</td>\n",
       "      <td>40.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.1</td>\n",
       "      <td>69.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>5.2</td>\n",
       "      <td>18.3</td>\n",
       "      <td>2.4</td>\n",
       "      <td>66.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.15</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>none</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Both</td>\n",
       "      <td>II</td>\n",
       "      <td>II</td>\n",
       "      <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>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.12</td>\n",
       "      <td>7.00</td>\n",
       "      <td>2.80</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185.1</td>\n",
       "      <td>15.99</td>\n",
       "      <td>567.0</td>\n",
       "      <td>31.51</td>\n",
       "      <td>2.43</td>\n",
       "      <td>13.01</td>\n",
       "      <td>0.051</td>\n",
       "      <td>0.67</td>\n",
       "      <td>4.43</td>\n",
       "      <td>12.9</td>\n",
       "      <td>44.5</td>\n",
       "      <td>96.4</td>\n",
       "      <td>0.427</td>\n",
       "      <td>0.75</td>\n",
       "      <td>32.6</td>\n",
       "      <td>339.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.02</td>\n",
       "      <td>144.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>0.203</td>\n",
       "      <td>0.887</td>\n",
       "      <td>11.54</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.10</td>\n",
       "      <td>36.2</td>\n",
       "      <td>14.9</td>\n",
       "      <td>85.7</td>\n",
       "      <td>1.09</td>\n",
       "      <td>5.74</td>\n",
       "      <td>0.010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.6</td>\n",
       "      <td>2.56</td>\n",
       "      <td>4.15</td>\n",
       "      <td>107.0</td>\n",
       "      <td>142.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.77</td>\n",
       "      <td>105.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>137.0</td>\n",
       "      <td>293.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.3</td>\n",
       "      <td>12.3</td>\n",
       "      <td>33.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>7.5</td>\n",
       "      <td>76.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>11.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>60.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.79</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(59,69]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>low</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>II</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>104.8</td>\n",
       "      <td>8.16</td>\n",
       "      <td>635.0</td>\n",
       "      <td>58.01</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.087</td>\n",
       "      <td>0.19</td>\n",
       "      <td>2.71</td>\n",
       "      <td>18.8</td>\n",
       "      <td>69.0</td>\n",
       "      <td>102.2</td>\n",
       "      <td>0.277</td>\n",
       "      <td>0.71</td>\n",
       "      <td>34.7</td>\n",
       "      <td>339.0</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.028</td>\n",
       "      <td>0.06</td>\n",
       "      <td>94.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>19.4</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.559</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.37</td>\n",
       "      <td>38.3</td>\n",
       "      <td>18.3</td>\n",
       "      <td>60.9</td>\n",
       "      <td>1.36</td>\n",
       "      <td>2.63</td>\n",
       "      <td>0.349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>3.76</td>\n",
       "      <td>101.6</td>\n",
       "      <td>136.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1071.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.2</td>\n",
       "      <td>19.4</td>\n",
       "      <td>40.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.2</td>\n",
       "      <td>191.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>51.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>67.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Both</td>\n",
       "      <td>III</td>\n",
       "      <td>II</td>\n",
       "      <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>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.9</td>\n",
       "      <td>6.86</td>\n",
       "      <td>432.0</td>\n",
       "      <td>60.52</td>\n",
       "      <td>1.35</td>\n",
       "      <td>6.14</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.53</td>\n",
       "      <td>4.20</td>\n",
       "      <td>14.7</td>\n",
       "      <td>47.7</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.378</td>\n",
       "      <td>1.27</td>\n",
       "      <td>28.6</td>\n",
       "      <td>317.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.008</td>\n",
       "      <td>0.05</td>\n",
       "      <td>120.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.697</td>\n",
       "      <td>4.28</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.19</td>\n",
       "      <td>34.6</td>\n",
       "      <td>16.4</td>\n",
       "      <td>74.9</td>\n",
       "      <td>1.19</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0.115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.8</td>\n",
       "      <td>2.42</td>\n",
       "      <td>3.94</td>\n",
       "      <td>104.3</td>\n",
       "      <td>136.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.92</td>\n",
       "      <td>270.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>295.0</td>\n",
       "      <td>372.87</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.9</td>\n",
       "      <td>12.3</td>\n",
       "      <td>42.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.9</td>\n",
       "      <td>61.0</td>\n",
       "      <td>29.6</td>\n",
       "      <td>4.9</td>\n",
       "      <td>11.8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>71.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  inpatient.number DestinationDischarge  admission.ward  \\\n",
       "0           0                 0                    0               1   \n",
       "1           0                 0                    0               1   \n",
       "2           0                 0                    0               1   \n",
       "3           0                 0                    0               1   \n",
       "4           0                 0                    0               1   \n",
       "\n",
       "  LatencyTolerance affordability discharge.department  visit.times  gender  \\\n",
       "0             high          some                    1            1       1   \n",
       "1             high          some                    1            1       1   \n",
       "2             high          none                    1            1       1   \n",
       "3              low          some                    1            1       1   \n",
       "4             high          some                    1            1       1   \n",
       "\n",
       "   body.temperature  pulse  respiration  systolic.blood.pressure  \\\n",
       "0               1.0      1            1                        1   \n",
       "1               1.0      1            1                        1   \n",
       "2               1.0      1            1                        1   \n",
       "3               1.0      1            1                        1   \n",
       "4               1.0      1            1                        1   \n",
       "\n",
       "   diastolic.blood.pressure  map  weight  height  BMI type.of.heart.failure  \\\n",
       "0                         1    0       1       1  3.0                  Both   \n",
       "1                         1    0       1       1  3.0                  Both   \n",
       "2                         1    0       1       1  1.0                  Both   \n",
       "3                         1    0       1       1  2.0                  Both   \n",
       "4                         1    0       1       1  3.0                  Both   \n",
       "\n",
       "  NYHA.cardiac.function.classification Killip.grade  myocardial.infarction  \\\n",
       "0                                  III          III                      0   \n",
       "1                                  III            I                      0   \n",
       "2                                   II           II                      0   \n",
       "3                                  III           II                      0   \n",
       "4                                  III           II                      0   \n",
       "\n",
       "   congestive.heart.failure  peripheral.vascular.disease  \\\n",
       "0                         0                            0   \n",
       "1                         0                            0   \n",
       "2                         0                            0   \n",
       "3                         0                            0   \n",
       "4                         0                            0   \n",
       "\n",
       "   cerebrovascular.disease  dementia  Chronic.obstructive.pulmonary.disease  \\\n",
       "0                        0         0                                      1   \n",
       "1                        0         0                                      0   \n",
       "2                        0         0                                      0   \n",
       "3                        0         0                                      1   \n",
       "4                        0         0                                      0   \n",
       "\n",
       "   connective.tissue.disease  peptic.ulcer.disease  diabetes  \\\n",
       "0                          0                   0.0         1   \n",
       "1                          0                   0.0         0   \n",
       "2                          0                   0.0         0   \n",
       "3                          0                   0.0         0   \n",
       "4                          0                   0.0         0   \n",
       "\n",
       "   moderate.to.severe.chronic.kidney.disease  hemiplegia  leukemia  \\\n",
       "0                                        0.0           0         0   \n",
       "1                                        0.0           0         0   \n",
       "2                                        0.0           0         0   \n",
       "3                                        1.0           0         0   \n",
       "4                                        0.0           0         0   \n",
       "\n",
       "   malignant.lymphoma  solid.tumor  liver.disease  AIDS  CCI.score  \\\n",
       "0                   0            0            0.0     0        2.0   \n",
       "1                   0            0            0.0     0        0.0   \n",
       "2                   0            0            0.0     0        0.0   \n",
       "3                   0            0            0.0     0        2.0   \n",
       "4                   0            0            0.0     0        0.0   \n",
       "\n",
       "  type.II.respiratory.failure consciousness  eye.opening  verbal.response  \\\n",
       "0                   NonTypeII         Clear            4                5   \n",
       "1                   NonTypeII         Clear            4                5   \n",
       "2                   NonTypeII         Clear            4                5   \n",
       "3                   NonTypeII         Clear            4                5   \n",
       "4                   NonTypeII         Clear            4                5   \n",
       "\n",
       "   movement respiratory.support. oxygen.inhalation  fio2  acute.renal.failure  \\\n",
       "0         6                 None     OxygenTherapy    33                    0   \n",
       "1         6                 None     OxygenTherapy    33                    0   \n",
       "2         6                 None     OxygenTherapy    33                    0   \n",
       "3         6                 None     OxygenTherapy    33                    0   \n",
       "4         6                 None     OxygenTherapy    33                    0   \n",
       "\n",
       "   LVEF  left.ventricular.end.diastolic.diameter.LV  mitral.valve.EMS  \\\n",
       "0   NaN                                         NaN               NaN   \n",
       "1   NaN                                        40.0              1.16   \n",
       "2   NaN                                        46.0              0.84   \n",
       "3   NaN                                         NaN               NaN   \n",
       "4   NaN                                        64.0              1.20   \n",
       "\n",
       "   mitral.valve.AMS    EA  tricuspid.valve.return.velocity  \\\n",
       "0               NaN   NaN                              NaN   \n",
       "1              1.52   NaN                             3.34   \n",
       "2              0.12  7.00                             2.80   \n",
       "3               NaN   NaN                              NaN   \n",
       "4              0.90  1.33                              NaN   \n",
       "\n",
       "   tricuspid.valve.return.pressure outcome.during.hospitalization  \\\n",
       "0                              NaN                          Alive   \n",
       "1                             47.0                          Alive   \n",
       "2                             32.0                          Alive   \n",
       "3                              NaN                          Alive   \n",
       "4                              NaN                          Alive   \n",
       "\n",
       "   death.within.28.days  re.admission.within.28.days  death.within.3.months  \\\n",
       "0                     0                            0                      0   \n",
       "1                     0                            0                      0   \n",
       "2                     0                            0                      0   \n",
       "3                     0                            1                      0   \n",
       "4                     0                            0                      0   \n",
       "\n",
       "   re.admission.within.3.months  death.within.6.months  \\\n",
       "0                             0                      0   \n",
       "1                             0                      0   \n",
       "2                             0                      0   \n",
       "3                             1                      0   \n",
       "4                             0                      0   \n",
       "\n",
       "   re.admission.within.6.months  time.of.death..days.from.admission.  \\\n",
       "0                             0                                  NaN   \n",
       "1                             0                                  NaN   \n",
       "2                             0                                  NaN   \n",
       "3                             1                                  NaN   \n",
       "4                             0                                  NaN   \n",
       "\n",
       "   re.admission.time..days.from.admission.  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                     19.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   return.to.emergency.department.within.6.months  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             1.0   \n",
       "4                                             0.0   \n",
       "\n",
       "   time.to.emergency.department.within.6.months  creatinine.enzymatic.method  \\\n",
       "0                                           NaN                        108.3   \n",
       "1                                           NaN                         62.0   \n",
       "2                                           NaN                        185.1   \n",
       "3                                          19.0                        104.8   \n",
       "4                                           NaN                         83.9   \n",
       "\n",
       "    urea  uric.acid  glomerular.filtration.rate  cystatin  white.blood.cell  \\\n",
       "0  12.55      685.0                       58.57      1.32              9.43   \n",
       "1   4.29      170.0                       85.43      1.25              5.32   \n",
       "2  15.99      567.0                       31.51      2.43             13.01   \n",
       "3   8.16      635.0                       58.01      2.32              2.18   \n",
       "4   6.86      432.0                       60.52      1.35              6.14   \n",
       "\n",
       "   monocyte.ratio  monocyte.count  red.blood.cell  \\\n",
       "0           0.085            0.80            4.09   \n",
       "1           0.066            0.35            3.93   \n",
       "2           0.051            0.67            4.43   \n",
       "3           0.087            0.19            2.71   \n",
       "4           0.086            0.53            4.20   \n",
       "\n",
       "   coefficient.of.variation.of.red.blood.cell.distribution.width  \\\n",
       "0                                               15.0               \n",
       "1                                               13.0               \n",
       "2                                               12.9               \n",
       "3                                               18.8               \n",
       "4                                               14.7               \n",
       "\n",
       "   standard.deviation.of.red.blood.cell.distribution.width  \\\n",
       "0                                               50.3         \n",
       "1                                               40.7         \n",
       "2                                               44.5         \n",
       "3                                               69.0         \n",
       "4                                               47.7         \n",
       "\n",
       "   mean.corpuscular.volume  hematocrit  lymphocyte.count  \\\n",
       "0                     94.5       0.387              1.51   \n",
       "1                     88.6       0.349              1.18   \n",
       "2                     96.4       0.427              0.75   \n",
       "3                    102.2       0.277              0.71   \n",
       "4                     90.0       0.378              1.27   \n",
       "\n",
       "   mean.hemoglobin.volume  mean.hemoglobin.concentration  \\\n",
       "0                    32.0                          338.0   \n",
       "1                    28.9                          326.0   \n",
       "2                    32.6                          339.0   \n",
       "3                    34.7                          339.0   \n",
       "4                    28.6                          317.0   \n",
       "\n",
       "   mean.platelet.volume  basophil.ratio  basophil.count  eosinophil.ratio  \\\n",
       "0                  14.0           0.006            0.05             0.002   \n",
       "1                  11.3           0.002            0.01             0.009   \n",
       "2                  12.0           0.002            0.03             0.002   \n",
       "3                  12.4           0.000            0.00             0.028   \n",
       "4                  12.6           0.002            0.01             0.008   \n",
       "\n",
       "   eosinophil.count  hemoglobin  platelet  platelet.distribution.width  \\\n",
       "0              0.02       131.0     102.0                         16.6   \n",
       "1              0.05       114.0     123.0                         16.1   \n",
       "2              0.02       144.0     169.0                         16.5   \n",
       "3              0.06        94.0      35.0                         19.4   \n",
       "4              0.05       120.0     104.0                         16.4   \n",
       "\n",
       "   platelet.hematocrit  neutrophil.ratio  neutrophil.count  D.dimer  \\\n",
       "0                0.142             0.746              7.05     1.19   \n",
       "1                0.139             0.702              3.73     1.06   \n",
       "2                0.203             0.887             11.54     0.83   \n",
       "3                0.032             0.559              1.22     1.39   \n",
       "4                0.131             0.697              4.28     0.57   \n",
       "\n",
       "   international.normalized.ratio  activated.partial.thromboplastin.time  \\\n",
       "0                            1.39                                   33.4   \n",
       "1                            1.16                                   35.9   \n",
       "2                            1.10                                   36.2   \n",
       "3                            1.37                                   38.3   \n",
       "4                            1.19                                   34.6   \n",
       "\n",
       "   thrombin.time  prothrombin.activity  prothrombin.time.ratio  fibrinogen  \\\n",
       "0           17.0                  60.3                    1.37        3.84   \n",
       "1           18.4                  65.1                    1.18        2.62   \n",
       "2           14.9                  85.7                    1.09        5.74   \n",
       "3           18.3                  60.9                    1.36        2.63   \n",
       "4           16.4                  74.9                    1.19        3.50   \n",
       "\n",
       "   high.sensitivity.troponin  myoglobin  carbon.dioxide.binding.capacity  \\\n",
       "0                      0.094        NaN                             21.6   \n",
       "1                      0.017        NaN                             26.5   \n",
       "2                      0.010        NaN                             21.6   \n",
       "3                      0.349        NaN                             21.1   \n",
       "4                      0.115        NaN                             22.8   \n",
       "\n",
       "   calcium  potassium  chloride  sodium  Inorganic.Phosphorus  \\\n",
       "0     2.28       5.59     101.9   134.6                   NaN   \n",
       "1     2.28       3.62     105.6   144.0                   NaN   \n",
       "2     2.56       4.15     107.0   142.2                   NaN   \n",
       "3     2.35       3.76     101.6   136.3                   NaN   \n",
       "4     2.42       3.94     104.3   136.6                   NaN   \n",
       "\n",
       "   serum.magnesium  creatine.kinase.isoenzyme.to.creatine.kinase  \\\n",
       "0              NaN                                          0.22   \n",
       "1              NaN                                          0.16   \n",
       "2              NaN                                          0.38   \n",
       "3              NaN                                           NaN   \n",
       "4              NaN                                          0.11   \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase  \\\n",
       "0                                               0.63        \n",
       "1                                               0.84        \n",
       "2                                               0.77        \n",
       "3                                                NaN        \n",
       "4                                               0.92        \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase  glutamic.oxaloacetic.transaminase  \\\n",
       "0                          185.0                               81.0   \n",
       "1                          170.0                               21.0   \n",
       "2                          105.0                                9.0   \n",
       "3                            NaN                                NaN   \n",
       "4                          270.0                               30.0   \n",
       "\n",
       "   creatine.kinase  creatine.kinase.isoenzyme  lactate.dehydrogenase  \\\n",
       "0             43.0                        9.6                  294.0   \n",
       "1            107.0                       17.2                  203.0   \n",
       "2             38.0                       14.6                  137.0   \n",
       "3              NaN                        NaN                    NaN   \n",
       "4            122.0                       13.6                  295.0   \n",
       "\n",
       "   brain.natriuretic.peptide  high.sensitivity.protein  nucleotidase  \\\n",
       "0                    1500.17                       7.6           3.5   \n",
       "1                     361.70                       NaN           2.2   \n",
       "2                     293.95                       NaN           2.3   \n",
       "3                    1071.40                       NaN          11.2   \n",
       "4                     372.87                       5.9           2.9   \n",
       "\n",
       "   fucosidase  albumin  white.globulin.ratio  cholinesterase  \\\n",
       "0        20.5     38.1                   1.6             NaN   \n",
       "1        21.9     40.7                   1.6             NaN   \n",
       "2        12.3     33.1                   1.2             NaN   \n",
       "3        19.4     40.1                   1.5             NaN   \n",
       "4        12.3     42.3                   1.4             NaN   \n",
       "\n",
       "   glutamyltranspeptidase  glutamic.pyruvic.transaminase  \\\n",
       "0                    83.0                           65.0   \n",
       "1                    17.0                           19.0   \n",
       "2                    27.0                           10.0   \n",
       "3                   134.0                            9.0   \n",
       "4                    17.0                           19.0   \n",
       "\n",
       "   glutamic.oxaliplatin  indirect.bilirubin  alkaline.phosphatase  globulin  \\\n",
       "0                  1.02                11.4                  61.0      23.8   \n",
       "1                   NaN                13.1                  69.0      25.4   \n",
       "2                  1.10                 7.5                  76.0      27.7   \n",
       "3                   NaN                26.2                 191.0      27.0   \n",
       "4                   NaN                 6.9                  61.0      29.6   \n",
       "\n",
       "   direct.bilirubin  total.bilirubin  total.bile.acid  total.protein  \\\n",
       "0               6.9             18.3              4.9           61.9   \n",
       "1               5.2             18.3              2.4           66.1   \n",
       "2               4.4             11.9              2.4           60.8   \n",
       "3              25.4             51.6              9.4           67.1   \n",
       "4               4.9             11.8              3.3           71.9   \n",
       "\n",
       "   erythrocyte.sedimentation.rate  cholesterol  \\\n",
       "0                             NaN         3.46   \n",
       "1                             NaN         3.15   \n",
       "2                             NaN         3.79   \n",
       "3                             NaN         2.92   \n",
       "4                             NaN         2.68   \n",
       "\n",
       "   low.density.lipoprotein.cholesterol  triglyceride  \\\n",
       "0                                 1.90          2.69   \n",
       "1                                 1.26          0.84   \n",
       "2                                 2.13          1.53   \n",
       "3                                 1.31          0.92   \n",
       "4                                 1.21          0.62   \n",
       "\n",
       "   high.density.lipoprotein.cholesterol  homocysteine  apolipoprotein.A  \\\n",
       "0                                  0.84           NaN               NaN   \n",
       "1                                  1.30           NaN               NaN   \n",
       "2                                  0.94           NaN               NaN   \n",
       "3                                  0.98           NaN               NaN   \n",
       "4                                  0.91           NaN               NaN   \n",
       "\n",
       "   apolipoprotein.B  lipoprotein    pH  standard.residual.base  \\\n",
       "0               NaN          NaN  7.44                    -3.0   \n",
       "1               NaN          NaN   NaN                     NaN   \n",
       "2               NaN          NaN   NaN                     NaN   \n",
       "3               NaN          NaN   NaN                     NaN   \n",
       "4               NaN          NaN   NaN                     NaN   \n",
       "\n",
       "   standard.bicarbonate  partial.pressure.of.carbon.dioxide  \\\n",
       "0                  22.7                                32.0   \n",
       "1                   NaN                                 NaN   \n",
       "2                   NaN                                 NaN   \n",
       "3                   NaN                                 NaN   \n",
       "4                   NaN                                 NaN   \n",
       "\n",
       "   total.carbon.dioxide  methemoglobin  hematocrit.blood.gas  \\\n",
       "0                  22.2            0.3                  37.0   \n",
       "1                   NaN            NaN                   NaN   \n",
       "2                   NaN            NaN                   NaN   \n",
       "3                   NaN            NaN                   NaN   \n",
       "4                   NaN            NaN                   NaN   \n",
       "\n",
       "   reduced.hemoglobin  potassium.ion  chloride.ion  sodium.ion  \\\n",
       "0                 3.4           5.63         103.0       136.4   \n",
       "1                 NaN            NaN           NaN         NaN   \n",
       "2                 NaN            NaN           NaN         NaN   \n",
       "3                 NaN            NaN           NaN         NaN   \n",
       "4                 NaN            NaN           NaN         NaN   \n",
       "\n",
       "   glucose.blood.gas  lactate  measured.residual.base  measured.bicarbonate  \\\n",
       "0                5.8      2.5                    -2.1                  21.2   \n",
       "1                NaN      NaN                     NaN                   NaN   \n",
       "2                NaN      NaN                     NaN                   NaN   \n",
       "3                NaN      NaN                     NaN                   NaN   \n",
       "4                NaN      NaN                     NaN                   NaN   \n",
       "\n",
       "   carboxyhemoglobin  body.temperature.blood.gas  oxygen.saturation  \\\n",
       "0                0.4                        37.0               97.0   \n",
       "1                NaN                         NaN                NaN   \n",
       "2                NaN                         NaN                NaN   \n",
       "3                NaN                         NaN                NaN   \n",
       "4                NaN                         NaN                NaN   \n",
       "\n",
       "   partial.oxygen.pressure  oxyhemoglobin  anion.gap  free.calcium  \\\n",
       "0                     93.0           95.9       17.8          1.14   \n",
       "1                      NaN            NaN        NaN           NaN   \n",
       "2                      NaN            NaN        NaN           NaN   \n",
       "3                      NaN            NaN        NaN           NaN   \n",
       "4                      NaN            NaN        NaN           NaN   \n",
       "\n",
       "   total.hemoglobin  GCS  dischargeDay   ageCat update  \n",
       "0             125.0   15            11  (69,79]    yes  \n",
       "1               NaN   15             8  (69,79]    yes  \n",
       "2               NaN   15             5  (59,69]    yes  \n",
       "3               NaN   15            11  (69,79]    yes  \n",
       "4               NaN   15             5  (69,79]    yes  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADI.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    ADI.at[r,'type.of.heart.failure']=decision_tree('yes', \"high\" ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    ADI.at[r,'NYHA.cardiac.function.classification']=decision_tree('yes', \"high\" ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")\n",
    "    ADI.at[r,'Killip.grade']=decision_tree('yes', \"high\" ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>inpatient.number</th>\n",
       "      <th>DestinationDischarge</th>\n",
       "      <th>admission.ward</th>\n",
       "      <th>LatencyTolerance</th>\n",
       "      <th>affordability</th>\n",
       "      <th>discharge.department</th>\n",
       "      <th>visit.times</th>\n",
       "      <th>gender</th>\n",
       "      <th>body.temperature</th>\n",
       "      <th>pulse</th>\n",
       "      <th>respiration</th>\n",
       "      <th>systolic.blood.pressure</th>\n",
       "      <th>diastolic.blood.pressure</th>\n",
       "      <th>map</th>\n",
       "      <th>weight</th>\n",
       "      <th>height</th>\n",
       "      <th>BMI</th>\n",
       "      <th>type.of.heart.failure</th>\n",
       "      <th>NYHA.cardiac.function.classification</th>\n",
       "      <th>Killip.grade</th>\n",
       "      <th>myocardial.infarction</th>\n",
       "      <th>congestive.heart.failure</th>\n",
       "      <th>peripheral.vascular.disease</th>\n",
       "      <th>cerebrovascular.disease</th>\n",
       "      <th>dementia</th>\n",
       "      <th>Chronic.obstructive.pulmonary.disease</th>\n",
       "      <th>connective.tissue.disease</th>\n",
       "      <th>peptic.ulcer.disease</th>\n",
       "      <th>diabetes</th>\n",
       "      <th>moderate.to.severe.chronic.kidney.disease</th>\n",
       "      <th>hemiplegia</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>malignant.lymphoma</th>\n",
       "      <th>solid.tumor</th>\n",
       "      <th>liver.disease</th>\n",
       "      <th>AIDS</th>\n",
       "      <th>CCI.score</th>\n",
       "      <th>type.II.respiratory.failure</th>\n",
       "      <th>consciousness</th>\n",
       "      <th>eye.opening</th>\n",
       "      <th>verbal.response</th>\n",
       "      <th>movement</th>\n",
       "      <th>respiratory.support.</th>\n",
       "      <th>oxygen.inhalation</th>\n",
       "      <th>fio2</th>\n",
       "      <th>acute.renal.failure</th>\n",
       "      <th>LVEF</th>\n",
       "      <th>left.ventricular.end.diastolic.diameter.LV</th>\n",
       "      <th>mitral.valve.EMS</th>\n",
       "      <th>mitral.valve.AMS</th>\n",
       "      <th>EA</th>\n",
       "      <th>tricuspid.valve.return.velocity</th>\n",
       "      <th>tricuspid.valve.return.pressure</th>\n",
       "      <th>outcome.during.hospitalization</th>\n",
       "      <th>death.within.28.days</th>\n",
       "      <th>re.admission.within.28.days</th>\n",
       "      <th>death.within.3.months</th>\n",
       "      <th>re.admission.within.3.months</th>\n",
       "      <th>death.within.6.months</th>\n",
       "      <th>re.admission.within.6.months</th>\n",
       "      <th>time.of.death..days.from.admission.</th>\n",
       "      <th>re.admission.time..days.from.admission.</th>\n",
       "      <th>return.to.emergency.department.within.6.months</th>\n",
       "      <th>time.to.emergency.department.within.6.months</th>\n",
       "      <th>creatinine.enzymatic.method</th>\n",
       "      <th>urea</th>\n",
       "      <th>uric.acid</th>\n",
       "      <th>glomerular.filtration.rate</th>\n",
       "      <th>cystatin</th>\n",
       "      <th>white.blood.cell</th>\n",
       "      <th>monocyte.ratio</th>\n",
       "      <th>monocyte.count</th>\n",
       "      <th>red.blood.cell</th>\n",
       "      <th>coefficient.of.variation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>standard.deviation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>mean.corpuscular.volume</th>\n",
       "      <th>hematocrit</th>\n",
       "      <th>lymphocyte.count</th>\n",
       "      <th>mean.hemoglobin.volume</th>\n",
       "      <th>mean.hemoglobin.concentration</th>\n",
       "      <th>mean.platelet.volume</th>\n",
       "      <th>basophil.ratio</th>\n",
       "      <th>basophil.count</th>\n",
       "      <th>eosinophil.ratio</th>\n",
       "      <th>eosinophil.count</th>\n",
       "      <th>hemoglobin</th>\n",
       "      <th>platelet</th>\n",
       "      <th>platelet.distribution.width</th>\n",
       "      <th>platelet.hematocrit</th>\n",
       "      <th>neutrophil.ratio</th>\n",
       "      <th>neutrophil.count</th>\n",
       "      <th>D.dimer</th>\n",
       "      <th>international.normalized.ratio</th>\n",
       "      <th>activated.partial.thromboplastin.time</th>\n",
       "      <th>thrombin.time</th>\n",
       "      <th>prothrombin.activity</th>\n",
       "      <th>prothrombin.time.ratio</th>\n",
       "      <th>fibrinogen</th>\n",
       "      <th>high.sensitivity.troponin</th>\n",
       "      <th>myoglobin</th>\n",
       "      <th>carbon.dioxide.binding.capacity</th>\n",
       "      <th>calcium</th>\n",
       "      <th>potassium</th>\n",
       "      <th>chloride</th>\n",
       "      <th>sodium</th>\n",
       "      <th>Inorganic.Phosphorus</th>\n",
       "      <th>serum.magnesium</th>\n",
       "      <th>creatine.kinase.isoenzyme.to.creatine.kinase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase</th>\n",
       "      <th>glutamic.oxaloacetic.transaminase</th>\n",
       "      <th>creatine.kinase</th>\n",
       "      <th>creatine.kinase.isoenzyme</th>\n",
       "      <th>lactate.dehydrogenase</th>\n",
       "      <th>brain.natriuretic.peptide</th>\n",
       "      <th>high.sensitivity.protein</th>\n",
       "      <th>nucleotidase</th>\n",
       "      <th>fucosidase</th>\n",
       "      <th>albumin</th>\n",
       "      <th>white.globulin.ratio</th>\n",
       "      <th>cholinesterase</th>\n",
       "      <th>glutamyltranspeptidase</th>\n",
       "      <th>glutamic.pyruvic.transaminase</th>\n",
       "      <th>glutamic.oxaliplatin</th>\n",
       "      <th>indirect.bilirubin</th>\n",
       "      <th>alkaline.phosphatase</th>\n",
       "      <th>globulin</th>\n",
       "      <th>direct.bilirubin</th>\n",
       "      <th>total.bilirubin</th>\n",
       "      <th>total.bile.acid</th>\n",
       "      <th>total.protein</th>\n",
       "      <th>erythrocyte.sedimentation.rate</th>\n",
       "      <th>cholesterol</th>\n",
       "      <th>low.density.lipoprotein.cholesterol</th>\n",
       "      <th>triglyceride</th>\n",
       "      <th>high.density.lipoprotein.cholesterol</th>\n",
       "      <th>homocysteine</th>\n",
       "      <th>apolipoprotein.A</th>\n",
       "      <th>apolipoprotein.B</th>\n",
       "      <th>lipoprotein</th>\n",
       "      <th>pH</th>\n",
       "      <th>standard.residual.base</th>\n",
       "      <th>standard.bicarbonate</th>\n",
       "      <th>partial.pressure.of.carbon.dioxide</th>\n",
       "      <th>total.carbon.dioxide</th>\n",
       "      <th>methemoglobin</th>\n",
       "      <th>hematocrit.blood.gas</th>\n",
       "      <th>reduced.hemoglobin</th>\n",
       "      <th>potassium.ion</th>\n",
       "      <th>chloride.ion</th>\n",
       "      <th>sodium.ion</th>\n",
       "      <th>glucose.blood.gas</th>\n",
       "      <th>lactate</th>\n",
       "      <th>measured.residual.base</th>\n",
       "      <th>measured.bicarbonate</th>\n",
       "      <th>carboxyhemoglobin</th>\n",
       "      <th>body.temperature.blood.gas</th>\n",
       "      <th>oxygen.saturation</th>\n",
       "      <th>partial.oxygen.pressure</th>\n",
       "      <th>oxyhemoglobin</th>\n",
       "      <th>anion.gap</th>\n",
       "      <th>free.calcium</th>\n",
       "      <th>total.hemoglobin</th>\n",
       "      <th>GCS</th>\n",
       "      <th>dischargeDay</th>\n",
       "      <th>ageCat</th>\n",
       "      <th>update</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108.3</td>\n",
       "      <td>12.55</td>\n",
       "      <td>685.0</td>\n",
       "      <td>58.57</td>\n",
       "      <td>1.32</td>\n",
       "      <td>9.43</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4.09</td>\n",
       "      <td>15.0</td>\n",
       "      <td>50.3</td>\n",
       "      <td>94.5</td>\n",
       "      <td>0.387</td>\n",
       "      <td>1.51</td>\n",
       "      <td>32.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.02</td>\n",
       "      <td>131.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.142</td>\n",
       "      <td>0.746</td>\n",
       "      <td>7.05</td>\n",
       "      <td>1.19</td>\n",
       "      <td>1.39</td>\n",
       "      <td>33.4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.3</td>\n",
       "      <td>1.37</td>\n",
       "      <td>3.84</td>\n",
       "      <td>0.094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.6</td>\n",
       "      <td>2.28</td>\n",
       "      <td>5.59</td>\n",
       "      <td>101.9</td>\n",
       "      <td>134.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.63</td>\n",
       "      <td>185.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>294.0</td>\n",
       "      <td>1500.17</td>\n",
       "      <td>7.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>20.5</td>\n",
       "      <td>38.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1.02</td>\n",
       "      <td>11.4</td>\n",
       "      <td>61.0</td>\n",
       "      <td>23.8</td>\n",
       "      <td>6.9</td>\n",
       "      <td>18.3</td>\n",
       "      <td>4.9</td>\n",
       "      <td>61.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.44</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>32.0</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.63</td>\n",
       "      <td>103.0</td>\n",
       "      <td>136.4</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.5</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>21.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>37.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>17.8</td>\n",
       "      <td>1.14</td>\n",
       "      <td>125.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.29</td>\n",
       "      <td>170.0</td>\n",
       "      <td>85.43</td>\n",
       "      <td>1.25</td>\n",
       "      <td>5.32</td>\n",
       "      <td>0.066</td>\n",
       "      <td>0.35</td>\n",
       "      <td>3.93</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40.7</td>\n",
       "      <td>88.6</td>\n",
       "      <td>0.349</td>\n",
       "      <td>1.18</td>\n",
       "      <td>28.9</td>\n",
       "      <td>326.0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.05</td>\n",
       "      <td>114.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>16.1</td>\n",
       "      <td>0.139</td>\n",
       "      <td>0.702</td>\n",
       "      <td>3.73</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.16</td>\n",
       "      <td>35.9</td>\n",
       "      <td>18.4</td>\n",
       "      <td>65.1</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2.62</td>\n",
       "      <td>0.017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.5</td>\n",
       "      <td>2.28</td>\n",
       "      <td>3.62</td>\n",
       "      <td>105.6</td>\n",
       "      <td>144.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.84</td>\n",
       "      <td>170.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>17.2</td>\n",
       "      <td>203.0</td>\n",
       "      <td>361.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>21.9</td>\n",
       "      <td>40.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.1</td>\n",
       "      <td>69.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>5.2</td>\n",
       "      <td>18.3</td>\n",
       "      <td>2.4</td>\n",
       "      <td>66.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.15</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>none</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.12</td>\n",
       "      <td>7.00</td>\n",
       "      <td>2.80</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185.1</td>\n",
       "      <td>15.99</td>\n",
       "      <td>567.0</td>\n",
       "      <td>31.51</td>\n",
       "      <td>2.43</td>\n",
       "      <td>13.01</td>\n",
       "      <td>0.051</td>\n",
       "      <td>0.67</td>\n",
       "      <td>4.43</td>\n",
       "      <td>12.9</td>\n",
       "      <td>44.5</td>\n",
       "      <td>96.4</td>\n",
       "      <td>0.427</td>\n",
       "      <td>0.75</td>\n",
       "      <td>32.6</td>\n",
       "      <td>339.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.02</td>\n",
       "      <td>144.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>0.203</td>\n",
       "      <td>0.887</td>\n",
       "      <td>11.54</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.10</td>\n",
       "      <td>36.2</td>\n",
       "      <td>14.9</td>\n",
       "      <td>85.7</td>\n",
       "      <td>1.09</td>\n",
       "      <td>5.74</td>\n",
       "      <td>0.010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.6</td>\n",
       "      <td>2.56</td>\n",
       "      <td>4.15</td>\n",
       "      <td>107.0</td>\n",
       "      <td>142.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.77</td>\n",
       "      <td>105.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>137.0</td>\n",
       "      <td>293.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.3</td>\n",
       "      <td>12.3</td>\n",
       "      <td>33.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>7.5</td>\n",
       "      <td>76.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>11.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>60.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.79</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(59,69]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>low</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>104.8</td>\n",
       "      <td>8.16</td>\n",
       "      <td>635.0</td>\n",
       "      <td>58.01</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.087</td>\n",
       "      <td>0.19</td>\n",
       "      <td>2.71</td>\n",
       "      <td>18.8</td>\n",
       "      <td>69.0</td>\n",
       "      <td>102.2</td>\n",
       "      <td>0.277</td>\n",
       "      <td>0.71</td>\n",
       "      <td>34.7</td>\n",
       "      <td>339.0</td>\n",
       "      <td>12.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.028</td>\n",
       "      <td>0.06</td>\n",
       "      <td>94.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>19.4</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.559</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.37</td>\n",
       "      <td>38.3</td>\n",
       "      <td>18.3</td>\n",
       "      <td>60.9</td>\n",
       "      <td>1.36</td>\n",
       "      <td>2.63</td>\n",
       "      <td>0.349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>3.76</td>\n",
       "      <td>101.6</td>\n",
       "      <td>136.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1071.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.2</td>\n",
       "      <td>19.4</td>\n",
       "      <td>40.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.2</td>\n",
       "      <td>191.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>51.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>67.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NonTypeII</td>\n",
       "      <td>Clear</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>None</td>\n",
       "      <td>OxygenTherapy</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.9</td>\n",
       "      <td>6.86</td>\n",
       "      <td>432.0</td>\n",
       "      <td>60.52</td>\n",
       "      <td>1.35</td>\n",
       "      <td>6.14</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.53</td>\n",
       "      <td>4.20</td>\n",
       "      <td>14.7</td>\n",
       "      <td>47.7</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.378</td>\n",
       "      <td>1.27</td>\n",
       "      <td>28.6</td>\n",
       "      <td>317.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.008</td>\n",
       "      <td>0.05</td>\n",
       "      <td>120.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.697</td>\n",
       "      <td>4.28</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.19</td>\n",
       "      <td>34.6</td>\n",
       "      <td>16.4</td>\n",
       "      <td>74.9</td>\n",
       "      <td>1.19</td>\n",
       "      <td>3.50</td>\n",
       "      <td>0.115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.8</td>\n",
       "      <td>2.42</td>\n",
       "      <td>3.94</td>\n",
       "      <td>104.3</td>\n",
       "      <td>136.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.92</td>\n",
       "      <td>270.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>295.0</td>\n",
       "      <td>372.87</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.9</td>\n",
       "      <td>12.3</td>\n",
       "      <td>42.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.9</td>\n",
       "      <td>61.0</td>\n",
       "      <td>29.6</td>\n",
       "      <td>4.9</td>\n",
       "      <td>11.8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>71.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  inpatient.number DestinationDischarge  admission.ward  \\\n",
       "0           0                 0                    0               1   \n",
       "1           0                 0                    0               1   \n",
       "2           0                 0                    0               1   \n",
       "3           0                 0                    0               1   \n",
       "4           0                 0                    0               1   \n",
       "\n",
       "  LatencyTolerance affordability discharge.department  visit.times  gender  \\\n",
       "0             high          some                    1            1       1   \n",
       "1             high          some                    1            1       1   \n",
       "2             high          none                    1            1       1   \n",
       "3              low          some                    1            1       1   \n",
       "4             high          some                    1            1       1   \n",
       "\n",
       "   body.temperature  pulse  respiration  systolic.blood.pressure  \\\n",
       "0               1.0      1            1                        1   \n",
       "1               1.0      1            1                        1   \n",
       "2               1.0      1            1                        1   \n",
       "3               1.0      1            1                        1   \n",
       "4               1.0      1            1                        1   \n",
       "\n",
       "   diastolic.blood.pressure  map  weight  height  BMI type.of.heart.failure  \\\n",
       "0                         1    0       1       1  3.0                     3   \n",
       "1                         1    0       1       1  3.0                     3   \n",
       "2                         1    0       1       1  1.0                     1   \n",
       "3                         1    0       1       1  2.0                     3   \n",
       "4                         1    0       1       1  3.0                     3   \n",
       "\n",
       "  NYHA.cardiac.function.classification Killip.grade  myocardial.infarction  \\\n",
       "0                                    3            3                      3   \n",
       "1                                    3            3                      3   \n",
       "2                                    1            1                      1   \n",
       "3                                    3            3                      2   \n",
       "4                                    3            3                      3   \n",
       "\n",
       "   congestive.heart.failure  peripheral.vascular.disease  \\\n",
       "0                         3                            3   \n",
       "1                         3                            3   \n",
       "2                         1                            1   \n",
       "3                         2                            2   \n",
       "4                         3                            3   \n",
       "\n",
       "   cerebrovascular.disease  dementia  Chronic.obstructive.pulmonary.disease  \\\n",
       "0                        3         3                                      3   \n",
       "1                        3         3                                      3   \n",
       "2                        1         1                                      1   \n",
       "3                        2         2                                      3   \n",
       "4                        3         3                                      3   \n",
       "\n",
       "   connective.tissue.disease  peptic.ulcer.disease  diabetes  \\\n",
       "0                          3                   3.0         3   \n",
       "1                          3                   3.0         3   \n",
       "2                          1                   1.0         1   \n",
       "3                          2                   2.0         2   \n",
       "4                          3                   3.0         3   \n",
       "\n",
       "   moderate.to.severe.chronic.kidney.disease  hemiplegia  leukemia  \\\n",
       "0                                        3.0           3         3   \n",
       "1                                        3.0           3         3   \n",
       "2                                        1.0           1         1   \n",
       "3                                        3.0           2         2   \n",
       "4                                        3.0           3         3   \n",
       "\n",
       "   malignant.lymphoma  solid.tumor  liver.disease  AIDS  CCI.score  \\\n",
       "0                   3            3            3.0     3        2.0   \n",
       "1                   3            3            3.0     3        0.0   \n",
       "2                   1            1            1.0     1        0.0   \n",
       "3                   2            2            2.0     2        2.0   \n",
       "4                   3            3            3.0     3        0.0   \n",
       "\n",
       "  type.II.respiratory.failure consciousness  eye.opening  verbal.response  \\\n",
       "0                   NonTypeII         Clear            4                5   \n",
       "1                   NonTypeII         Clear            4                5   \n",
       "2                   NonTypeII         Clear            4                5   \n",
       "3                   NonTypeII         Clear            4                5   \n",
       "4                   NonTypeII         Clear            4                5   \n",
       "\n",
       "   movement respiratory.support. oxygen.inhalation  fio2  acute.renal.failure  \\\n",
       "0         6                 None     OxygenTherapy    33                    0   \n",
       "1         6                 None     OxygenTherapy    33                    0   \n",
       "2         6                 None     OxygenTherapy    33                    0   \n",
       "3         6                 None     OxygenTherapy    33                    0   \n",
       "4         6                 None     OxygenTherapy    33                    0   \n",
       "\n",
       "   LVEF  left.ventricular.end.diastolic.diameter.LV  mitral.valve.EMS  \\\n",
       "0   NaN                                         NaN               NaN   \n",
       "1   NaN                                        40.0              1.16   \n",
       "2   NaN                                        46.0              0.84   \n",
       "3   NaN                                         NaN               NaN   \n",
       "4   NaN                                        64.0              1.20   \n",
       "\n",
       "   mitral.valve.AMS    EA  tricuspid.valve.return.velocity  \\\n",
       "0               NaN   NaN                              NaN   \n",
       "1              1.52   NaN                             3.34   \n",
       "2              0.12  7.00                             2.80   \n",
       "3               NaN   NaN                              NaN   \n",
       "4              0.90  1.33                              NaN   \n",
       "\n",
       "   tricuspid.valve.return.pressure outcome.during.hospitalization  \\\n",
       "0                              NaN                          Alive   \n",
       "1                             47.0                          Alive   \n",
       "2                             32.0                          Alive   \n",
       "3                              NaN                          Alive   \n",
       "4                              NaN                          Alive   \n",
       "\n",
       "   death.within.28.days  re.admission.within.28.days  death.within.3.months  \\\n",
       "0                     0                            0                      0   \n",
       "1                     0                            0                      0   \n",
       "2                     0                            0                      0   \n",
       "3                     0                            1                      0   \n",
       "4                     0                            0                      0   \n",
       "\n",
       "   re.admission.within.3.months  death.within.6.months  \\\n",
       "0                             0                      0   \n",
       "1                             0                      0   \n",
       "2                             0                      0   \n",
       "3                             1                      0   \n",
       "4                             0                      0   \n",
       "\n",
       "   re.admission.within.6.months  time.of.death..days.from.admission.  \\\n",
       "0                             0                                  NaN   \n",
       "1                             0                                  NaN   \n",
       "2                             0                                  NaN   \n",
       "3                             1                                  NaN   \n",
       "4                             0                                  NaN   \n",
       "\n",
       "   re.admission.time..days.from.admission.  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                     19.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   return.to.emergency.department.within.6.months  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             1.0   \n",
       "4                                             0.0   \n",
       "\n",
       "   time.to.emergency.department.within.6.months  creatinine.enzymatic.method  \\\n",
       "0                                           NaN                        108.3   \n",
       "1                                           NaN                         62.0   \n",
       "2                                           NaN                        185.1   \n",
       "3                                          19.0                        104.8   \n",
       "4                                           NaN                         83.9   \n",
       "\n",
       "    urea  uric.acid  glomerular.filtration.rate  cystatin  white.blood.cell  \\\n",
       "0  12.55      685.0                       58.57      1.32              9.43   \n",
       "1   4.29      170.0                       85.43      1.25              5.32   \n",
       "2  15.99      567.0                       31.51      2.43             13.01   \n",
       "3   8.16      635.0                       58.01      2.32              2.18   \n",
       "4   6.86      432.0                       60.52      1.35              6.14   \n",
       "\n",
       "   monocyte.ratio  monocyte.count  red.blood.cell  \\\n",
       "0           0.085            0.80            4.09   \n",
       "1           0.066            0.35            3.93   \n",
       "2           0.051            0.67            4.43   \n",
       "3           0.087            0.19            2.71   \n",
       "4           0.086            0.53            4.20   \n",
       "\n",
       "   coefficient.of.variation.of.red.blood.cell.distribution.width  \\\n",
       "0                                               15.0               \n",
       "1                                               13.0               \n",
       "2                                               12.9               \n",
       "3                                               18.8               \n",
       "4                                               14.7               \n",
       "\n",
       "   standard.deviation.of.red.blood.cell.distribution.width  \\\n",
       "0                                               50.3         \n",
       "1                                               40.7         \n",
       "2                                               44.5         \n",
       "3                                               69.0         \n",
       "4                                               47.7         \n",
       "\n",
       "   mean.corpuscular.volume  hematocrit  lymphocyte.count  \\\n",
       "0                     94.5       0.387              1.51   \n",
       "1                     88.6       0.349              1.18   \n",
       "2                     96.4       0.427              0.75   \n",
       "3                    102.2       0.277              0.71   \n",
       "4                     90.0       0.378              1.27   \n",
       "\n",
       "   mean.hemoglobin.volume  mean.hemoglobin.concentration  \\\n",
       "0                    32.0                          338.0   \n",
       "1                    28.9                          326.0   \n",
       "2                    32.6                          339.0   \n",
       "3                    34.7                          339.0   \n",
       "4                    28.6                          317.0   \n",
       "\n",
       "   mean.platelet.volume  basophil.ratio  basophil.count  eosinophil.ratio  \\\n",
       "0                  14.0           0.006            0.05             0.002   \n",
       "1                  11.3           0.002            0.01             0.009   \n",
       "2                  12.0           0.002            0.03             0.002   \n",
       "3                  12.4           0.000            0.00             0.028   \n",
       "4                  12.6           0.002            0.01             0.008   \n",
       "\n",
       "   eosinophil.count  hemoglobin  platelet  platelet.distribution.width  \\\n",
       "0              0.02       131.0     102.0                         16.6   \n",
       "1              0.05       114.0     123.0                         16.1   \n",
       "2              0.02       144.0     169.0                         16.5   \n",
       "3              0.06        94.0      35.0                         19.4   \n",
       "4              0.05       120.0     104.0                         16.4   \n",
       "\n",
       "   platelet.hematocrit  neutrophil.ratio  neutrophil.count  D.dimer  \\\n",
       "0                0.142             0.746              7.05     1.19   \n",
       "1                0.139             0.702              3.73     1.06   \n",
       "2                0.203             0.887             11.54     0.83   \n",
       "3                0.032             0.559              1.22     1.39   \n",
       "4                0.131             0.697              4.28     0.57   \n",
       "\n",
       "   international.normalized.ratio  activated.partial.thromboplastin.time  \\\n",
       "0                            1.39                                   33.4   \n",
       "1                            1.16                                   35.9   \n",
       "2                            1.10                                   36.2   \n",
       "3                            1.37                                   38.3   \n",
       "4                            1.19                                   34.6   \n",
       "\n",
       "   thrombin.time  prothrombin.activity  prothrombin.time.ratio  fibrinogen  \\\n",
       "0           17.0                  60.3                    1.37        3.84   \n",
       "1           18.4                  65.1                    1.18        2.62   \n",
       "2           14.9                  85.7                    1.09        5.74   \n",
       "3           18.3                  60.9                    1.36        2.63   \n",
       "4           16.4                  74.9                    1.19        3.50   \n",
       "\n",
       "   high.sensitivity.troponin  myoglobin  carbon.dioxide.binding.capacity  \\\n",
       "0                      0.094        NaN                             21.6   \n",
       "1                      0.017        NaN                             26.5   \n",
       "2                      0.010        NaN                             21.6   \n",
       "3                      0.349        NaN                             21.1   \n",
       "4                      0.115        NaN                             22.8   \n",
       "\n",
       "   calcium  potassium  chloride  sodium  Inorganic.Phosphorus  \\\n",
       "0     2.28       5.59     101.9   134.6                   NaN   \n",
       "1     2.28       3.62     105.6   144.0                   NaN   \n",
       "2     2.56       4.15     107.0   142.2                   NaN   \n",
       "3     2.35       3.76     101.6   136.3                   NaN   \n",
       "4     2.42       3.94     104.3   136.6                   NaN   \n",
       "\n",
       "   serum.magnesium  creatine.kinase.isoenzyme.to.creatine.kinase  \\\n",
       "0              NaN                                          0.22   \n",
       "1              NaN                                          0.16   \n",
       "2              NaN                                          0.38   \n",
       "3              NaN                                           NaN   \n",
       "4              NaN                                          0.11   \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase  \\\n",
       "0                                               0.63        \n",
       "1                                               0.84        \n",
       "2                                               0.77        \n",
       "3                                                NaN        \n",
       "4                                               0.92        \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase  glutamic.oxaloacetic.transaminase  \\\n",
       "0                          185.0                               81.0   \n",
       "1                          170.0                               21.0   \n",
       "2                          105.0                                9.0   \n",
       "3                            NaN                                NaN   \n",
       "4                          270.0                               30.0   \n",
       "\n",
       "   creatine.kinase  creatine.kinase.isoenzyme  lactate.dehydrogenase  \\\n",
       "0             43.0                        9.6                  294.0   \n",
       "1            107.0                       17.2                  203.0   \n",
       "2             38.0                       14.6                  137.0   \n",
       "3              NaN                        NaN                    NaN   \n",
       "4            122.0                       13.6                  295.0   \n",
       "\n",
       "   brain.natriuretic.peptide  high.sensitivity.protein  nucleotidase  \\\n",
       "0                    1500.17                       7.6           3.5   \n",
       "1                     361.70                       NaN           2.2   \n",
       "2                     293.95                       NaN           2.3   \n",
       "3                    1071.40                       NaN          11.2   \n",
       "4                     372.87                       5.9           2.9   \n",
       "\n",
       "   fucosidase  albumin  white.globulin.ratio  cholinesterase  \\\n",
       "0        20.5     38.1                   1.6             NaN   \n",
       "1        21.9     40.7                   1.6             NaN   \n",
       "2        12.3     33.1                   1.2             NaN   \n",
       "3        19.4     40.1                   1.5             NaN   \n",
       "4        12.3     42.3                   1.4             NaN   \n",
       "\n",
       "   glutamyltranspeptidase  glutamic.pyruvic.transaminase  \\\n",
       "0                    83.0                           65.0   \n",
       "1                    17.0                           19.0   \n",
       "2                    27.0                           10.0   \n",
       "3                   134.0                            9.0   \n",
       "4                    17.0                           19.0   \n",
       "\n",
       "   glutamic.oxaliplatin  indirect.bilirubin  alkaline.phosphatase  globulin  \\\n",
       "0                  1.02                11.4                  61.0      23.8   \n",
       "1                   NaN                13.1                  69.0      25.4   \n",
       "2                  1.10                 7.5                  76.0      27.7   \n",
       "3                   NaN                26.2                 191.0      27.0   \n",
       "4                   NaN                 6.9                  61.0      29.6   \n",
       "\n",
       "   direct.bilirubin  total.bilirubin  total.bile.acid  total.protein  \\\n",
       "0               6.9             18.3              4.9           61.9   \n",
       "1               5.2             18.3              2.4           66.1   \n",
       "2               4.4             11.9              2.4           60.8   \n",
       "3              25.4             51.6              9.4           67.1   \n",
       "4               4.9             11.8              3.3           71.9   \n",
       "\n",
       "   erythrocyte.sedimentation.rate  cholesterol  \\\n",
       "0                             NaN         3.46   \n",
       "1                             NaN         3.15   \n",
       "2                             NaN         3.79   \n",
       "3                             NaN         2.92   \n",
       "4                             NaN         2.68   \n",
       "\n",
       "   low.density.lipoprotein.cholesterol  triglyceride  \\\n",
       "0                                 1.90          2.69   \n",
       "1                                 1.26          0.84   \n",
       "2                                 2.13          1.53   \n",
       "3                                 1.31          0.92   \n",
       "4                                 1.21          0.62   \n",
       "\n",
       "   high.density.lipoprotein.cholesterol  homocysteine  apolipoprotein.A  \\\n",
       "0                                  0.84           NaN               NaN   \n",
       "1                                  1.30           NaN               NaN   \n",
       "2                                  0.94           NaN               NaN   \n",
       "3                                  0.98           NaN               NaN   \n",
       "4                                  0.91           NaN               NaN   \n",
       "\n",
       "   apolipoprotein.B  lipoprotein    pH  standard.residual.base  \\\n",
       "0               NaN          NaN  7.44                    -3.0   \n",
       "1               NaN          NaN   NaN                     NaN   \n",
       "2               NaN          NaN   NaN                     NaN   \n",
       "3               NaN          NaN   NaN                     NaN   \n",
       "4               NaN          NaN   NaN                     NaN   \n",
       "\n",
       "   standard.bicarbonate  partial.pressure.of.carbon.dioxide  \\\n",
       "0                  22.7                                32.0   \n",
       "1                   NaN                                 NaN   \n",
       "2                   NaN                                 NaN   \n",
       "3                   NaN                                 NaN   \n",
       "4                   NaN                                 NaN   \n",
       "\n",
       "   total.carbon.dioxide  methemoglobin  hematocrit.blood.gas  \\\n",
       "0                  22.2            0.3                  37.0   \n",
       "1                   NaN            NaN                   NaN   \n",
       "2                   NaN            NaN                   NaN   \n",
       "3                   NaN            NaN                   NaN   \n",
       "4                   NaN            NaN                   NaN   \n",
       "\n",
       "   reduced.hemoglobin  potassium.ion  chloride.ion  sodium.ion  \\\n",
       "0                 3.4           5.63         103.0       136.4   \n",
       "1                 NaN            NaN           NaN         NaN   \n",
       "2                 NaN            NaN           NaN         NaN   \n",
       "3                 NaN            NaN           NaN         NaN   \n",
       "4                 NaN            NaN           NaN         NaN   \n",
       "\n",
       "   glucose.blood.gas  lactate  measured.residual.base  measured.bicarbonate  \\\n",
       "0                5.8      2.5                    -2.1                  21.2   \n",
       "1                NaN      NaN                     NaN                   NaN   \n",
       "2                NaN      NaN                     NaN                   NaN   \n",
       "3                NaN      NaN                     NaN                   NaN   \n",
       "4                NaN      NaN                     NaN                   NaN   \n",
       "\n",
       "   carboxyhemoglobin  body.temperature.blood.gas  oxygen.saturation  \\\n",
       "0                0.4                        37.0               97.0   \n",
       "1                NaN                         NaN                NaN   \n",
       "2                NaN                         NaN                NaN   \n",
       "3                NaN                         NaN                NaN   \n",
       "4                NaN                         NaN                NaN   \n",
       "\n",
       "   partial.oxygen.pressure  oxyhemoglobin  anion.gap  free.calcium  \\\n",
       "0                     93.0           95.9       17.8          1.14   \n",
       "1                      NaN            NaN        NaN           NaN   \n",
       "2                      NaN            NaN        NaN           NaN   \n",
       "3                      NaN            NaN        NaN           NaN   \n",
       "4                      NaN            NaN        NaN           NaN   \n",
       "\n",
       "   total.hemoglobin  GCS  dischargeDay   ageCat update  \n",
       "0             125.0   15            11  (69,79]    yes  \n",
       "1               NaN   15             8  (69,79]    yes  \n",
       "2               NaN   15             5  (59,69]    yes  \n",
       "3               NaN   15            11  (69,79]    yes  \n",
       "4               NaN   15             5  (69,79]    yes  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols={'myocardial.infarction','congestive.heart.failure','peripheral.vascular.disease',\n",
    "      'cerebrovascular.disease','dementia','Chronic.obstructive.pulmonary.disease','connective.tissue.disease',\n",
    "      'peptic.ulcer.disease','diabetes','moderate.to.severe.chronic.kidney.disease','hemiplegia','leukemia',\n",
    "      'malignant.lymphoma','solid.tumor','liver.disease','AIDS'}\n",
    "\n",
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    ds_for_high_merit=decision_tree('yes', \"high\" ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")\n",
    "    ds_for_low_merit=decision_tree('yes', \"low\" ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")\n",
    "    for c in cols:\n",
    "        if(ADI.at[r,c]==1):\n",
    "            ADI.at[r,c]= ds_for_high_merit\n",
    "        else:\n",
    "            ADI.at[r,c]= ds_for_low_merit  \n",
    "        \n",
    "ADI.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>inpatient.number</th>\n",
       "      <th>DestinationDischarge</th>\n",
       "      <th>admission.ward</th>\n",
       "      <th>LatencyTolerance</th>\n",
       "      <th>affordability</th>\n",
       "      <th>discharge.department</th>\n",
       "      <th>visit.times</th>\n",
       "      <th>gender</th>\n",
       "      <th>body.temperature</th>\n",
       "      <th>pulse</th>\n",
       "      <th>respiration</th>\n",
       "      <th>systolic.blood.pressure</th>\n",
       "      <th>diastolic.blood.pressure</th>\n",
       "      <th>map</th>\n",
       "      <th>weight</th>\n",
       "      <th>height</th>\n",
       "      <th>BMI</th>\n",
       "      <th>type.of.heart.failure</th>\n",
       "      <th>NYHA.cardiac.function.classification</th>\n",
       "      <th>Killip.grade</th>\n",
       "      <th>myocardial.infarction</th>\n",
       "      <th>congestive.heart.failure</th>\n",
       "      <th>peripheral.vascular.disease</th>\n",
       "      <th>cerebrovascular.disease</th>\n",
       "      <th>dementia</th>\n",
       "      <th>Chronic.obstructive.pulmonary.disease</th>\n",
       "      <th>connective.tissue.disease</th>\n",
       "      <th>peptic.ulcer.disease</th>\n",
       "      <th>diabetes</th>\n",
       "      <th>moderate.to.severe.chronic.kidney.disease</th>\n",
       "      <th>hemiplegia</th>\n",
       "      <th>leukemia</th>\n",
       "      <th>malignant.lymphoma</th>\n",
       "      <th>solid.tumor</th>\n",
       "      <th>liver.disease</th>\n",
       "      <th>AIDS</th>\n",
       "      <th>CCI.score</th>\n",
       "      <th>type.II.respiratory.failure</th>\n",
       "      <th>consciousness</th>\n",
       "      <th>eye.opening</th>\n",
       "      <th>verbal.response</th>\n",
       "      <th>movement</th>\n",
       "      <th>respiratory.support.</th>\n",
       "      <th>oxygen.inhalation</th>\n",
       "      <th>fio2</th>\n",
       "      <th>acute.renal.failure</th>\n",
       "      <th>LVEF</th>\n",
       "      <th>left.ventricular.end.diastolic.diameter.LV</th>\n",
       "      <th>mitral.valve.EMS</th>\n",
       "      <th>mitral.valve.AMS</th>\n",
       "      <th>EA</th>\n",
       "      <th>tricuspid.valve.return.velocity</th>\n",
       "      <th>tricuspid.valve.return.pressure</th>\n",
       "      <th>outcome.during.hospitalization</th>\n",
       "      <th>death.within.28.days</th>\n",
       "      <th>re.admission.within.28.days</th>\n",
       "      <th>death.within.3.months</th>\n",
       "      <th>re.admission.within.3.months</th>\n",
       "      <th>death.within.6.months</th>\n",
       "      <th>re.admission.within.6.months</th>\n",
       "      <th>time.of.death..days.from.admission.</th>\n",
       "      <th>re.admission.time..days.from.admission.</th>\n",
       "      <th>return.to.emergency.department.within.6.months</th>\n",
       "      <th>time.to.emergency.department.within.6.months</th>\n",
       "      <th>creatinine.enzymatic.method</th>\n",
       "      <th>urea</th>\n",
       "      <th>uric.acid</th>\n",
       "      <th>glomerular.filtration.rate</th>\n",
       "      <th>cystatin</th>\n",
       "      <th>white.blood.cell</th>\n",
       "      <th>monocyte.ratio</th>\n",
       "      <th>monocyte.count</th>\n",
       "      <th>red.blood.cell</th>\n",
       "      <th>coefficient.of.variation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>standard.deviation.of.red.blood.cell.distribution.width</th>\n",
       "      <th>mean.corpuscular.volume</th>\n",
       "      <th>hematocrit</th>\n",
       "      <th>lymphocyte.count</th>\n",
       "      <th>mean.hemoglobin.volume</th>\n",
       "      <th>mean.hemoglobin.concentration</th>\n",
       "      <th>mean.platelet.volume</th>\n",
       "      <th>basophil.ratio</th>\n",
       "      <th>basophil.count</th>\n",
       "      <th>eosinophil.ratio</th>\n",
       "      <th>eosinophil.count</th>\n",
       "      <th>hemoglobin</th>\n",
       "      <th>platelet</th>\n",
       "      <th>platelet.distribution.width</th>\n",
       "      <th>platelet.hematocrit</th>\n",
       "      <th>neutrophil.ratio</th>\n",
       "      <th>neutrophil.count</th>\n",
       "      <th>D.dimer</th>\n",
       "      <th>international.normalized.ratio</th>\n",
       "      <th>activated.partial.thromboplastin.time</th>\n",
       "      <th>thrombin.time</th>\n",
       "      <th>prothrombin.activity</th>\n",
       "      <th>prothrombin.time.ratio</th>\n",
       "      <th>fibrinogen</th>\n",
       "      <th>high.sensitivity.troponin</th>\n",
       "      <th>myoglobin</th>\n",
       "      <th>carbon.dioxide.binding.capacity</th>\n",
       "      <th>calcium</th>\n",
       "      <th>potassium</th>\n",
       "      <th>chloride</th>\n",
       "      <th>sodium</th>\n",
       "      <th>Inorganic.Phosphorus</th>\n",
       "      <th>serum.magnesium</th>\n",
       "      <th>creatine.kinase.isoenzyme.to.creatine.kinase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase</th>\n",
       "      <th>hydroxybutyrate.dehydrogenase</th>\n",
       "      <th>glutamic.oxaloacetic.transaminase</th>\n",
       "      <th>creatine.kinase</th>\n",
       "      <th>creatine.kinase.isoenzyme</th>\n",
       "      <th>lactate.dehydrogenase</th>\n",
       "      <th>brain.natriuretic.peptide</th>\n",
       "      <th>high.sensitivity.protein</th>\n",
       "      <th>nucleotidase</th>\n",
       "      <th>fucosidase</th>\n",
       "      <th>albumin</th>\n",
       "      <th>white.globulin.ratio</th>\n",
       "      <th>cholinesterase</th>\n",
       "      <th>glutamyltranspeptidase</th>\n",
       "      <th>glutamic.pyruvic.transaminase</th>\n",
       "      <th>glutamic.oxaliplatin</th>\n",
       "      <th>indirect.bilirubin</th>\n",
       "      <th>alkaline.phosphatase</th>\n",
       "      <th>globulin</th>\n",
       "      <th>direct.bilirubin</th>\n",
       "      <th>total.bilirubin</th>\n",
       "      <th>total.bile.acid</th>\n",
       "      <th>total.protein</th>\n",
       "      <th>erythrocyte.sedimentation.rate</th>\n",
       "      <th>cholesterol</th>\n",
       "      <th>low.density.lipoprotein.cholesterol</th>\n",
       "      <th>triglyceride</th>\n",
       "      <th>high.density.lipoprotein.cholesterol</th>\n",
       "      <th>homocysteine</th>\n",
       "      <th>apolipoprotein.A</th>\n",
       "      <th>apolipoprotein.B</th>\n",
       "      <th>lipoprotein</th>\n",
       "      <th>pH</th>\n",
       "      <th>standard.residual.base</th>\n",
       "      <th>standard.bicarbonate</th>\n",
       "      <th>partial.pressure.of.carbon.dioxide</th>\n",
       "      <th>total.carbon.dioxide</th>\n",
       "      <th>methemoglobin</th>\n",
       "      <th>hematocrit.blood.gas</th>\n",
       "      <th>reduced.hemoglobin</th>\n",
       "      <th>potassium.ion</th>\n",
       "      <th>chloride.ion</th>\n",
       "      <th>sodium.ion</th>\n",
       "      <th>glucose.blood.gas</th>\n",
       "      <th>lactate</th>\n",
       "      <th>measured.residual.base</th>\n",
       "      <th>measured.bicarbonate</th>\n",
       "      <th>carboxyhemoglobin</th>\n",
       "      <th>body.temperature.blood.gas</th>\n",
       "      <th>oxygen.saturation</th>\n",
       "      <th>partial.oxygen.pressure</th>\n",
       "      <th>oxyhemoglobin</th>\n",
       "      <th>anion.gap</th>\n",
       "      <th>free.calcium</th>\n",
       "      <th>total.hemoglobin</th>\n",
       "      <th>GCS</th>\n",
       "      <th>dischargeDay</th>\n",
       "      <th>ageCat</th>\n",
       "      <th>update</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>none</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(59,69]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>low</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>high</td>\n",
       "      <td>some</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alive</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>(69,79]</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  inpatient.number DestinationDischarge  admission.ward  \\\n",
       "0           0                 0                    0               1   \n",
       "1           0                 0                    0               1   \n",
       "2           0                 0                    0               1   \n",
       "3           0                 0                    0               1   \n",
       "4           0                 0                    0               1   \n",
       "\n",
       "  LatencyTolerance affordability discharge.department  visit.times  gender  \\\n",
       "0             high          some                    1            1       1   \n",
       "1             high          some                    1            1       1   \n",
       "2             high          none                    1            1       1   \n",
       "3              low          some                    1            1       1   \n",
       "4             high          some                    1            1       1   \n",
       "\n",
       "   body.temperature  pulse  respiration  systolic.blood.pressure  \\\n",
       "0               1.0      1            1                        1   \n",
       "1               1.0      1            1                        1   \n",
       "2               1.0      1            1                        1   \n",
       "3               1.0      1            1                        1   \n",
       "4               1.0      1            1                        1   \n",
       "\n",
       "   diastolic.blood.pressure  map  weight  height  BMI type.of.heart.failure  \\\n",
       "0                         1    0       1       1  3.0                     3   \n",
       "1                         1    0       1       1  3.0                     3   \n",
       "2                         1    0       1       1  1.0                     1   \n",
       "3                         1    0       1       1  2.0                     3   \n",
       "4                         1    0       1       1  3.0                     3   \n",
       "\n",
       "  NYHA.cardiac.function.classification Killip.grade  myocardial.infarction  \\\n",
       "0                                    3            3                      3   \n",
       "1                                    3            3                      3   \n",
       "2                                    1            1                      1   \n",
       "3                                    3            3                      2   \n",
       "4                                    3            3                      3   \n",
       "\n",
       "   congestive.heart.failure  peripheral.vascular.disease  \\\n",
       "0                         3                            3   \n",
       "1                         3                            3   \n",
       "2                         1                            1   \n",
       "3                         2                            2   \n",
       "4                         3                            3   \n",
       "\n",
       "   cerebrovascular.disease  dementia  Chronic.obstructive.pulmonary.disease  \\\n",
       "0                        3         3                                      3   \n",
       "1                        3         3                                      3   \n",
       "2                        1         1                                      1   \n",
       "3                        2         2                                      3   \n",
       "4                        3         3                                      3   \n",
       "\n",
       "   connective.tissue.disease  peptic.ulcer.disease  diabetes  \\\n",
       "0                          3                   3.0         3   \n",
       "1                          3                   3.0         3   \n",
       "2                          1                   1.0         1   \n",
       "3                          2                   2.0         2   \n",
       "4                          3                   3.0         3   \n",
       "\n",
       "   moderate.to.severe.chronic.kidney.disease  hemiplegia  leukemia  \\\n",
       "0                                        3.0           3         3   \n",
       "1                                        3.0           3         3   \n",
       "2                                        1.0           1         1   \n",
       "3                                        3.0           2         2   \n",
       "4                                        3.0           3         3   \n",
       "\n",
       "   malignant.lymphoma  solid.tumor  liver.disease  AIDS  CCI.score  \\\n",
       "0                   3            3            3.0     3        3.0   \n",
       "1                   3            3            3.0     3        0.0   \n",
       "2                   1            1            1.0     1        0.0   \n",
       "3                   2            2            2.0     2        3.0   \n",
       "4                   3            3            3.0     3        0.0   \n",
       "\n",
       "  type.II.respiratory.failure consciousness  eye.opening  verbal.response  \\\n",
       "0                           3             3            3                3   \n",
       "1                           3             3            3                3   \n",
       "2                           1             1            1                1   \n",
       "3                           3             3            3                3   \n",
       "4                           3             3            3                3   \n",
       "\n",
       "   movement respiratory.support. oxygen.inhalation  fio2  acute.renal.failure  \\\n",
       "0         3                    3                 3     3                    0   \n",
       "1         3                    3                 3     3                    0   \n",
       "2         1                    1                 1     1                    0   \n",
       "3         3                    3                 3     3                    0   \n",
       "4         3                    3                 3     3                    0   \n",
       "\n",
       "   LVEF  left.ventricular.end.diastolic.diameter.LV  mitral.valve.EMS  \\\n",
       "0   NaN                                         NaN               NaN   \n",
       "1   NaN                                         3.0               3.0   \n",
       "2   NaN                                         1.0               1.0   \n",
       "3   NaN                                         NaN               NaN   \n",
       "4   NaN                                         3.0               3.0   \n",
       "\n",
       "   mitral.valve.AMS   EA  tricuspid.valve.return.velocity  \\\n",
       "0               NaN  NaN                              NaN   \n",
       "1               3.0  NaN                              3.0   \n",
       "2               1.0  1.0                              1.0   \n",
       "3               NaN  NaN                              NaN   \n",
       "4               3.0  3.0                              NaN   \n",
       "\n",
       "   tricuspid.valve.return.pressure outcome.during.hospitalization  \\\n",
       "0                              NaN                          Alive   \n",
       "1                              3.0                          Alive   \n",
       "2                              1.0                          Alive   \n",
       "3                              NaN                          Alive   \n",
       "4                              NaN                          Alive   \n",
       "\n",
       "   death.within.28.days  re.admission.within.28.days  death.within.3.months  \\\n",
       "0                     0                            0                      0   \n",
       "1                     0                            0                      0   \n",
       "2                     0                            0                      0   \n",
       "3                     0                            3                      0   \n",
       "4                     0                            0                      0   \n",
       "\n",
       "   re.admission.within.3.months  death.within.6.months  \\\n",
       "0                             0                      0   \n",
       "1                             0                      0   \n",
       "2                             0                      0   \n",
       "3                             3                      0   \n",
       "4                             0                      0   \n",
       "\n",
       "   re.admission.within.6.months  time.of.death..days.from.admission.  \\\n",
       "0                             0                                  NaN   \n",
       "1                             0                                  NaN   \n",
       "2                             0                                  NaN   \n",
       "3                             3                                  NaN   \n",
       "4                             0                                  NaN   \n",
       "\n",
       "   re.admission.time..days.from.admission.  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      3.0   \n",
       "4                                      NaN   \n",
       "\n",
       "   return.to.emergency.department.within.6.months  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             3.0   \n",
       "4                                             0.0   \n",
       "\n",
       "   time.to.emergency.department.within.6.months  creatinine.enzymatic.method  \\\n",
       "0                                           NaN                          3.0   \n",
       "1                                           NaN                          3.0   \n",
       "2                                           NaN                          1.0   \n",
       "3                                           3.0                          3.0   \n",
       "4                                           NaN                          3.0   \n",
       "\n",
       "   urea  uric.acid  glomerular.filtration.rate  cystatin  white.blood.cell  \\\n",
       "0   3.0        3.0                         3.0       3.0               3.0   \n",
       "1   3.0        3.0                         3.0       3.0               3.0   \n",
       "2   1.0        1.0                         1.0       1.0               1.0   \n",
       "3   3.0        3.0                         3.0       3.0               3.0   \n",
       "4   3.0        3.0                         3.0       3.0               3.0   \n",
       "\n",
       "   monocyte.ratio  monocyte.count  red.blood.cell  \\\n",
       "0             3.0             3.0             3.0   \n",
       "1             3.0             3.0             3.0   \n",
       "2             1.0             1.0             1.0   \n",
       "3             3.0             3.0             3.0   \n",
       "4             3.0             3.0             3.0   \n",
       "\n",
       "   coefficient.of.variation.of.red.blood.cell.distribution.width  \\\n",
       "0                                                3.0               \n",
       "1                                                3.0               \n",
       "2                                                1.0               \n",
       "3                                                3.0               \n",
       "4                                                3.0               \n",
       "\n",
       "   standard.deviation.of.red.blood.cell.distribution.width  \\\n",
       "0                                                3.0         \n",
       "1                                                3.0         \n",
       "2                                                1.0         \n",
       "3                                                3.0         \n",
       "4                                                3.0         \n",
       "\n",
       "   mean.corpuscular.volume  hematocrit  lymphocyte.count  \\\n",
       "0                      3.0         3.0               3.0   \n",
       "1                      3.0         3.0               3.0   \n",
       "2                      1.0         1.0               1.0   \n",
       "3                      3.0         3.0               3.0   \n",
       "4                      3.0         3.0               3.0   \n",
       "\n",
       "   mean.hemoglobin.volume  mean.hemoglobin.concentration  \\\n",
       "0                     3.0                            3.0   \n",
       "1                     3.0                            3.0   \n",
       "2                     1.0                            1.0   \n",
       "3                     3.0                            3.0   \n",
       "4                     3.0                            3.0   \n",
       "\n",
       "   mean.platelet.volume  basophil.ratio  basophil.count  eosinophil.ratio  \\\n",
       "0                   3.0             3.0             3.0               3.0   \n",
       "1                   3.0             3.0             3.0               3.0   \n",
       "2                   1.0             1.0             1.0               1.0   \n",
       "3                   3.0             0.0             0.0               3.0   \n",
       "4                   3.0             3.0             3.0               3.0   \n",
       "\n",
       "   eosinophil.count  hemoglobin  platelet  platelet.distribution.width  \\\n",
       "0               3.0         3.0       3.0                          3.0   \n",
       "1               3.0         3.0       3.0                          3.0   \n",
       "2               1.0         1.0       1.0                          1.0   \n",
       "3               3.0         3.0       3.0                          3.0   \n",
       "4               3.0         3.0       3.0                          3.0   \n",
       "\n",
       "   platelet.hematocrit  neutrophil.ratio  neutrophil.count  D.dimer  \\\n",
       "0                  3.0               3.0               3.0      3.0   \n",
       "1                  3.0               3.0               3.0      3.0   \n",
       "2                  1.0               1.0               1.0      1.0   \n",
       "3                  3.0               3.0               3.0      3.0   \n",
       "4                  3.0               3.0               3.0      3.0   \n",
       "\n",
       "   international.normalized.ratio  activated.partial.thromboplastin.time  \\\n",
       "0                             3.0                                    3.0   \n",
       "1                             3.0                                    3.0   \n",
       "2                             1.0                                    1.0   \n",
       "3                             3.0                                    3.0   \n",
       "4                             3.0                                    3.0   \n",
       "\n",
       "   thrombin.time  prothrombin.activity  prothrombin.time.ratio  fibrinogen  \\\n",
       "0            3.0                   3.0                     3.0         3.0   \n",
       "1            3.0                   3.0                     3.0         3.0   \n",
       "2            1.0                   1.0                     1.0         1.0   \n",
       "3            3.0                   3.0                     3.0         3.0   \n",
       "4            3.0                   3.0                     3.0         3.0   \n",
       "\n",
       "   high.sensitivity.troponin  myoglobin  carbon.dioxide.binding.capacity  \\\n",
       "0                        3.0        NaN                              3.0   \n",
       "1                        3.0        NaN                              3.0   \n",
       "2                        1.0        NaN                              1.0   \n",
       "3                        3.0        NaN                              3.0   \n",
       "4                        3.0        NaN                              3.0   \n",
       "\n",
       "   calcium  potassium  chloride  sodium  Inorganic.Phosphorus  \\\n",
       "0      3.0        3.0       3.0     3.0                   NaN   \n",
       "1      3.0        3.0       3.0     3.0                   NaN   \n",
       "2      1.0        1.0       1.0     1.0                   NaN   \n",
       "3      3.0        3.0       3.0     3.0                   NaN   \n",
       "4      3.0        3.0       3.0     3.0                   NaN   \n",
       "\n",
       "   serum.magnesium  creatine.kinase.isoenzyme.to.creatine.kinase  \\\n",
       "0              NaN                                           3.0   \n",
       "1              NaN                                           3.0   \n",
       "2              NaN                                           1.0   \n",
       "3              NaN                                           NaN   \n",
       "4              NaN                                           3.0   \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase  \\\n",
       "0                                                3.0        \n",
       "1                                                3.0        \n",
       "2                                                1.0        \n",
       "3                                                NaN        \n",
       "4                                                3.0        \n",
       "\n",
       "   hydroxybutyrate.dehydrogenase  glutamic.oxaloacetic.transaminase  \\\n",
       "0                            3.0                                3.0   \n",
       "1                            3.0                                3.0   \n",
       "2                            1.0                                1.0   \n",
       "3                            NaN                                NaN   \n",
       "4                            3.0                                3.0   \n",
       "\n",
       "   creatine.kinase  creatine.kinase.isoenzyme  lactate.dehydrogenase  \\\n",
       "0              3.0                        3.0                    3.0   \n",
       "1              3.0                        3.0                    3.0   \n",
       "2              1.0                        1.0                    1.0   \n",
       "3              NaN                        NaN                    NaN   \n",
       "4              3.0                        3.0                    3.0   \n",
       "\n",
       "   brain.natriuretic.peptide  high.sensitivity.protein  nucleotidase  \\\n",
       "0                        3.0                       3.0           3.0   \n",
       "1                        3.0                       NaN           3.0   \n",
       "2                        1.0                       NaN           1.0   \n",
       "3                        3.0                       NaN           3.0   \n",
       "4                        3.0                       3.0           3.0   \n",
       "\n",
       "   fucosidase  albumin  white.globulin.ratio  cholinesterase  \\\n",
       "0         3.0      3.0                   3.0             NaN   \n",
       "1         3.0      3.0                   3.0             NaN   \n",
       "2         1.0      1.0                   1.0             NaN   \n",
       "3         3.0      3.0                   3.0             NaN   \n",
       "4         3.0      3.0                   3.0             NaN   \n",
       "\n",
       "   glutamyltranspeptidase  glutamic.pyruvic.transaminase  \\\n",
       "0                     3.0                            3.0   \n",
       "1                     3.0                            3.0   \n",
       "2                     1.0                            1.0   \n",
       "3                     3.0                            3.0   \n",
       "4                     3.0                            3.0   \n",
       "\n",
       "   glutamic.oxaliplatin  indirect.bilirubin  alkaline.phosphatase  globulin  \\\n",
       "0                   3.0                 3.0                   3.0       3.0   \n",
       "1                   NaN                 3.0                   3.0       3.0   \n",
       "2                   1.0                 1.0                   1.0       1.0   \n",
       "3                   NaN                 3.0                   3.0       3.0   \n",
       "4                   NaN                 3.0                   3.0       3.0   \n",
       "\n",
       "   direct.bilirubin  total.bilirubin  total.bile.acid  total.protein  \\\n",
       "0               3.0              3.0              3.0            3.0   \n",
       "1               3.0              3.0              3.0            3.0   \n",
       "2               1.0              1.0              1.0            1.0   \n",
       "3               3.0              3.0              3.0            3.0   \n",
       "4               3.0              3.0              3.0            3.0   \n",
       "\n",
       "   erythrocyte.sedimentation.rate  cholesterol  \\\n",
       "0                             NaN          3.0   \n",
       "1                             NaN          3.0   \n",
       "2                             NaN          1.0   \n",
       "3                             NaN          3.0   \n",
       "4                             NaN          3.0   \n",
       "\n",
       "   low.density.lipoprotein.cholesterol  triglyceride  \\\n",
       "0                                  3.0           3.0   \n",
       "1                                  3.0           3.0   \n",
       "2                                  1.0           1.0   \n",
       "3                                  3.0           3.0   \n",
       "4                                  3.0           3.0   \n",
       "\n",
       "   high.density.lipoprotein.cholesterol  homocysteine  apolipoprotein.A  \\\n",
       "0                                   3.0           NaN               NaN   \n",
       "1                                   3.0           NaN               NaN   \n",
       "2                                   1.0           NaN               NaN   \n",
       "3                                   3.0           NaN               NaN   \n",
       "4                                   3.0           NaN               NaN   \n",
       "\n",
       "   apolipoprotein.B  lipoprotein   pH  standard.residual.base  \\\n",
       "0               NaN          NaN  3.0                    -3.0   \n",
       "1               NaN          NaN  NaN                     NaN   \n",
       "2               NaN          NaN  NaN                     NaN   \n",
       "3               NaN          NaN  NaN                     NaN   \n",
       "4               NaN          NaN  NaN                     NaN   \n",
       "\n",
       "   standard.bicarbonate  partial.pressure.of.carbon.dioxide  \\\n",
       "0                   3.0                                 3.0   \n",
       "1                   NaN                                 NaN   \n",
       "2                   NaN                                 NaN   \n",
       "3                   NaN                                 NaN   \n",
       "4                   NaN                                 NaN   \n",
       "\n",
       "   total.carbon.dioxide  methemoglobin  hematocrit.blood.gas  \\\n",
       "0                   3.0            3.0                   3.0   \n",
       "1                   NaN            NaN                   NaN   \n",
       "2                   NaN            NaN                   NaN   \n",
       "3                   NaN            NaN                   NaN   \n",
       "4                   NaN            NaN                   NaN   \n",
       "\n",
       "   reduced.hemoglobin  potassium.ion  chloride.ion  sodium.ion  \\\n",
       "0                 3.0            3.0           3.0         3.0   \n",
       "1                 NaN            NaN           NaN         NaN   \n",
       "2                 NaN            NaN           NaN         NaN   \n",
       "3                 NaN            NaN           NaN         NaN   \n",
       "4                 NaN            NaN           NaN         NaN   \n",
       "\n",
       "   glucose.blood.gas  lactate  measured.residual.base  measured.bicarbonate  \\\n",
       "0                3.0      3.0                    -2.1                   3.0   \n",
       "1                NaN      NaN                     NaN                   NaN   \n",
       "2                NaN      NaN                     NaN                   NaN   \n",
       "3                NaN      NaN                     NaN                   NaN   \n",
       "4                NaN      NaN                     NaN                   NaN   \n",
       "\n",
       "   carboxyhemoglobin  body.temperature.blood.gas  oxygen.saturation  \\\n",
       "0                3.0                         3.0                3.0   \n",
       "1                NaN                         NaN                NaN   \n",
       "2                NaN                         NaN                NaN   \n",
       "3                NaN                         NaN                NaN   \n",
       "4                NaN                         NaN                NaN   \n",
       "\n",
       "   partial.oxygen.pressure  oxyhemoglobin  anion.gap  free.calcium  \\\n",
       "0                      3.0            3.0        3.0           3.0   \n",
       "1                      NaN            NaN        NaN           NaN   \n",
       "2                      NaN            NaN        NaN           NaN   \n",
       "3                      NaN            NaN        NaN           NaN   \n",
       "4                      NaN            NaN        NaN           NaN   \n",
       "\n",
       "   total.hemoglobin  GCS  dischargeDay   ageCat update  \n",
       "0               3.0    3             3  (69,79]    yes  \n",
       "1               NaN    3             3  (69,79]    yes  \n",
       "2               NaN    1             1  (59,69]    yes  \n",
       "3               NaN    3             3  (69,79]    yes  \n",
       "4               NaN    3             3  (69,79]    yes  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols={'CCI.score','type.II.respiratory.failure','consciousness','eye.opening','verbal.response','movement',\n",
    "'respiratory.support.','oxygen.inhalation','fio2','acute.renal.failure','LVEF',\n",
    "'left.ventricular.end.diastolic.diameter.LV','mitral.valve.EMS','mitral.valve.AMS','EA',\n",
    "'tricuspid.valve.return.velocity','tricuspid.valve.return.pressure','death.within.28.days',\n",
    "'re.admission.within.28.days','death.within.3.months','re.admission.within.3.months','death.within.6.months',\n",
    "'re.admission.within.6.months','time.of.death..days.from.admission.','re.admission.time..days.from.admission.',\n",
    "'return.to.emergency.department.within.6.months','time.to.emergency.department.within.6.months',\n",
    "'creatinine.enzymatic.method','urea','uric.acid','glomerular.filtration.rate','cystatin','white.blood.cell',\n",
    "'monocyte.ratio','monocyte.count','red.blood.cell','coefficient.of.variation.of.red.blood.cell.distribution.width',\n",
    "'standard.deviation.of.red.blood.cell.distribution.width','mean.corpuscular.volume','hematocrit','lymphocyte.count',\n",
    "'mean.hemoglobin.volume','mean.hemoglobin.concentration','mean.platelet.volume','basophil.ratio','basophil.count',\n",
    "'eosinophil.ratio','eosinophil.count','hemoglobin','platelet','platelet.distribution.width','platelet.hematocrit',\n",
    "'neutrophil.ratio','neutrophil.count','D.dimer','international.normalized.ratio',\n",
    "'activated.partial.thromboplastin.time','thrombin.time','prothrombin.activity','prothrombin.time.ratio','fibrinogen',\n",
    "'high.sensitivity.troponin','myoglobin','carbon.dioxide.binding.capacity','calcium','potassium','chloride','sodium',\n",
    "'Inorganic.Phosphorus','serum.magnesium','creatine.kinase.isoenzyme.to.creatine.kinase',\n",
    "'hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase','hydroxybutyrate.dehydrogenase',\n",
    "'glutamic.oxaloacetic.transaminase','creatine.kinase','creatine.kinase.isoenzyme','lactate.dehydrogenase',\n",
    "'brain.natriuretic.peptide','high.sensitivity.protein','nucleotidase','fucosidase','albumin','white.globulin.ratio',\n",
    "'cholinesterase','glutamyltranspeptidase','glutamic.pyruvic.transaminase','glutamic.oxaliplatin','indirect.bilirubin',\n",
    "'alkaline.phosphatase','globulin','direct.bilirubin','total.bilirubin','total.bile.acid','total.protein',\n",
    "'erythrocyte.sedimentation.rate','cholesterol','low.density.lipoprotein.cholesterol',\n",
    "'triglyceride','high.density.lipoprotein.cholesterol','homocysteine','apolipoprotein.A','apolipoprotein.B',\n",
    "'lipoprotein','pH','standard.residual.base','standard.bicarbonate','partial.pressure.of.carbon.dioxide',\n",
    "'total.carbon.dioxide','methemoglobin','hematocrit.blood.gas','reduced.hemoglobin','potassium.ion','chloride.ion',\n",
    "'sodium.ion','glucose.blood.gas','lactate','measured.residual.base','measured.bicarbonate','carboxyhemoglobin',\n",
    "'body.temperature.blood.gas','oxygen.saturation','partial.oxygen.pressure','oxyhemoglobin','anion.gap','free.calcium',\n",
    "'total.hemoglobin','GCS','dischargeDay'}\n",
    "\n",
    "for r,row in ADI.iterrows():#permission, merit, afford, lifetime, update, late, trust, redund\n",
    "    ds_for_high_merit=decision_tree('yes', \"high\" ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")\n",
    "    ds_for_low_merit=decision_tree('yes', \"low\" ,ADI.at[r,'affordability'], \"long\", \"no\", ADI.at[r,'LatencyTolerance'], \"yes\", \"no\")\n",
    "    for c in cols:\n",
    "        ADI[c].fillna(0)\n",
    "        if(isinstance(ADI.at[r,c],str) or ADI.at[r,c]>0):\n",
    "            ADI.at[r,c]= ds_for_high_merit\n",
    "ADI.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ADI.to_csv('out.csv', index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unnamed: 0 :\n",
      " 0    2008\n",
      "Name: Unnamed: 0, dtype: int64\n",
      "inpatient.number :\n",
      " 0    2008\n",
      "Name: inpatient.number, dtype: int64\n",
      "DestinationDischarge :\n",
      " 0    1556\n",
      "3     401\n",
      "1      51\n",
      "Name: DestinationDischarge, dtype: int64\n",
      "admission.ward :\n",
      " 1    2008\n",
      "Name: admission.ward, dtype: int64\n",
      "LatencyTolerance :\n",
      " high    1052\n",
      "low      956\n",
      "Name: LatencyTolerance, dtype: int64\n",
      "affordability :\n",
      " some     1670\n",
      "none      304\n",
      "extra       7\n",
      "Name: affordability, dtype: int64\n",
      "discharge.department :\n",
      " 1    2008\n",
      "Name: discharge.department, dtype: int64\n",
      "visit.times :\n",
      " 1    2008\n",
      "Name: visit.times, dtype: int64\n",
      "gender :\n",
      " 1    2008\n",
      "Name: gender, dtype: int64\n",
      "body.temperature :\n",
      " 1.0    2006\n",
      "3.0       2\n",
      "Name: body.temperature, dtype: int64\n",
      "pulse :\n",
      " 1    1669\n",
      "3     331\n",
      "4       8\n",
      "Name: pulse, dtype: int64\n",
      "respiration :\n",
      " 1    1817\n",
      "3     187\n",
      "4       4\n",
      "Name: respiration, dtype: int64\n",
      "systolic.blood.pressure :\n",
      " 1    1963\n",
      "3      45\n",
      "Name: systolic.blood.pressure, dtype: int64\n",
      "diastolic.blood.pressure :\n",
      " 1    1984\n",
      "3      23\n",
      "4       1\n",
      "Name: diastolic.blood.pressure, dtype: int64\n",
      "map :\n",
      " 0    2008\n",
      "Name: map, dtype: int64\n",
      "weight :\n",
      " 1    2008\n",
      "Name: weight, dtype: int64\n",
      "height :\n",
      " 1    2008\n",
      "Name: height, dtype: int64\n",
      "BMI :\n",
      " 3.0    1028\n",
      "2.0     672\n",
      "1.0     304\n",
      "4.0       4\n",
      "Name: BMI, dtype: int64\n",
      "type.of.heart.failure :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: type.of.heart.failure, dtype: int64\n",
      "NYHA.cardiac.function.classification :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: NYHA.cardiac.function.classification, dtype: int64\n",
      "Killip.grade :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: Killip.grade, dtype: int64\n",
      "myocardial.infarction :\n",
      " 3    958\n",
      "2    745\n",
      "1    304\n",
      "4      1\n",
      "Name: myocardial.infarction, dtype: int64\n",
      "congestive.heart.failure :\n",
      " 3    1619\n",
      "1     304\n",
      "2      51\n",
      "4      34\n",
      "Name: congestive.heart.failure, dtype: int64\n",
      "peripheral.vascular.disease :\n",
      " 3    940\n",
      "2    762\n",
      "1    304\n",
      "4      2\n",
      "Name: peripheral.vascular.disease, dtype: int64\n",
      "cerebrovascular.disease :\n",
      " 3    956\n",
      "2    746\n",
      "1    304\n",
      "4      2\n",
      "Name: cerebrovascular.disease, dtype: int64\n",
      "dementia :\n",
      " 3    943\n",
      "2    760\n",
      "1    304\n",
      "4      1\n",
      "Name: dementia, dtype: int64\n",
      "Chronic.obstructive.pulmonary.disease :\n",
      " 3    997\n",
      "2    703\n",
      "1    304\n",
      "4      4\n",
      "Name: Chronic.obstructive.pulmonary.disease, dtype: int64\n",
      "connective.tissue.disease :\n",
      " 3    902\n",
      "2    802\n",
      "1    304\n",
      "Name: connective.tissue.disease, dtype: int64\n",
      "peptic.ulcer.disease :\n",
      " 3.0    910\n",
      "2.0    792\n",
      "1.0    304\n",
      "4.0      2\n",
      "Name: peptic.ulcer.disease, dtype: int64\n",
      "diabetes :\n",
      " 3    1087\n",
      "2     611\n",
      "1     304\n",
      "4       6\n",
      "Name: diabetes, dtype: int64\n",
      "moderate.to.severe.chronic.kidney.disease :\n",
      " 3.0    1087\n",
      "2.0     612\n",
      "1.0     304\n",
      "4.0       5\n",
      "Name: moderate.to.severe.chronic.kidney.disease, dtype: int64\n",
      "hemiplegia :\n",
      " 3    905\n",
      "2    799\n",
      "1    304\n",
      "Name: hemiplegia, dtype: int64\n",
      "leukemia :\n",
      " 3    900\n",
      "2    804\n",
      "1    304\n",
      "Name: leukemia, dtype: int64\n",
      "malignant.lymphoma :\n",
      " 3    901\n",
      "2    803\n",
      "1    304\n",
      "Name: malignant.lymphoma, dtype: int64\n",
      "solid.tumor :\n",
      " 3    917\n",
      "2    787\n",
      "1    304\n",
      "Name: solid.tumor, dtype: int64\n",
      "liver.disease :\n",
      " 3.0    928\n",
      "2.0    776\n",
      "1.0    304\n",
      "Name: liver.disease, dtype: int64\n",
      "AIDS :\n",
      " 3    902\n",
      "2    802\n",
      "1    304\n",
      "Name: AIDS, dtype: int64\n",
      "CCI.score :\n",
      " 3.0    1614\n",
      "1.0     299\n",
      "0.0      56\n",
      "4.0      34\n",
      "Name: CCI.score, dtype: int64\n",
      "type.II.respiratory.failure :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: type.II.respiratory.failure, dtype: int64\n",
      "consciousness :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: consciousness, dtype: int64\n",
      "eye.opening :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: eye.opening, dtype: int64\n",
      "verbal.response :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: verbal.response, dtype: int64\n",
      "movement :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: movement, dtype: int64\n",
      "respiratory.support. :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: respiratory.support., dtype: int64\n",
      "oxygen.inhalation :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: oxygen.inhalation, dtype: int64\n",
      "fio2 :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: fio2, dtype: int64\n",
      "acute.renal.failure :\n",
      " 0    2001\n",
      "3       7\n",
      "Name: acute.renal.failure, dtype: int64\n",
      "LVEF :\n",
      " 3.0    538\n",
      "1.0     91\n",
      "4.0      6\n",
      "Name: LVEF, dtype: int64\n",
      "left.ventricular.end.diastolic.diameter.LV :\n",
      " 3.0    1082\n",
      "1.0     217\n",
      "4.0      12\n",
      "Name: left.ventricular.end.diastolic.diameter.LV, dtype: int64\n",
      "mitral.valve.EMS :\n",
      " 3.0    810\n",
      "1.0    159\n",
      "4.0     11\n",
      "Name: mitral.valve.EMS, dtype: int64\n",
      "mitral.valve.AMS :\n",
      " 3.0    457\n",
      "1.0     87\n",
      "4.0      6\n",
      "Name: mitral.valve.AMS, dtype: int64\n",
      "EA :\n",
      " 3.0    322\n",
      "1.0     65\n",
      "4.0      6\n",
      "Name: EA, dtype: int64\n",
      "tricuspid.valve.return.velocity :\n",
      " 3.0    652\n",
      "1.0    132\n",
      "4.0      6\n",
      "Name: tricuspid.valve.return.velocity, dtype: int64\n",
      "tricuspid.valve.return.pressure :\n",
      " 3.0    145\n",
      "1.0     37\n",
      "Name: tricuspid.valve.return.pressure, dtype: int64\n",
      "outcome.during.hospitalization :\n",
      " Alive                    1890\n",
      "DischargeAgainstOrder     107\n",
      "Dead                       11\n",
      "Name: outcome.during.hospitalization, dtype: int64\n",
      "death.within.28.days :\n",
      " 0    1971\n",
      "3      30\n",
      "1       6\n",
      "4       1\n",
      "Name: death.within.28.days, dtype: int64\n",
      "re.admission.within.28.days :\n",
      " 0    1868\n",
      "3     128\n",
      "1       8\n",
      "4       4\n",
      "Name: re.admission.within.28.days, dtype: int64\n",
      "death.within.3.months :\n",
      " 0    1966\n",
      "3      35\n",
      "1       6\n",
      "4       1\n",
      "Name: death.within.3.months, dtype: int64\n",
      "re.admission.within.3.months :\n",
      " 0    1510\n",
      "3     430\n",
      "1      53\n",
      "4      15\n",
      "Name: re.admission.within.3.months, dtype: int64\n",
      "death.within.6.months :\n",
      " 0    1951\n",
      "3      46\n",
      "1      10\n",
      "4       1\n",
      "Name: death.within.6.months, dtype: int64\n",
      "re.admission.within.6.months :\n",
      " 0    1235\n",
      "3     665\n",
      "1      89\n",
      "4      19\n",
      "Name: re.admission.within.6.months, dtype: int64\n",
      "time.of.death..days.from.admission. :\n",
      " 3.0    35\n",
      "1.0     6\n",
      "4.0     3\n",
      "Name: time.of.death..days.from.admission., dtype: int64\n",
      "re.admission.time..days.from.admission. :\n",
      " 3.0    780\n",
      "1.0    101\n",
      "4.0     20\n",
      "Name: re.admission.time..days.from.admission., dtype: int64\n",
      "return.to.emergency.department.within.6.months :\n",
      " 0.0    1232\n",
      "3.0     668\n",
      "1.0      87\n",
      "4.0      20\n",
      "Name: return.to.emergency.department.within.6.months, dtype: int64\n",
      "time.to.emergency.department.within.6.months :\n",
      " 3.0    775\n",
      "1.0    102\n",
      "4.0     20\n",
      "Name: time.to.emergency.department.within.6.months, dtype: int64\n",
      "creatinine.enzymatic.method :\n",
      " 3.0    1651\n",
      "1.0     300\n",
      "4.0      34\n",
      "Name: creatinine.enzymatic.method, dtype: int64\n",
      "urea :\n",
      " 3.0    1651\n",
      "1.0     300\n",
      "4.0      34\n",
      "Name: urea, dtype: int64\n",
      "uric.acid :\n",
      " 3.0    1651\n",
      "1.0     300\n",
      "4.0      34\n",
      "Name: uric.acid, dtype: int64\n",
      "glomerular.filtration.rate :\n",
      " 3.0    1622\n",
      "1.0     289\n",
      "4.0      34\n",
      "Name: glomerular.filtration.rate, dtype: int64\n",
      "cystatin :\n",
      " 3.0    1635\n",
      "1.0     298\n",
      "4.0      34\n",
      "Name: cystatin, dtype: int64\n",
      "white.blood.cell :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: white.blood.cell, dtype: int64\n",
      "monocyte.ratio :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: monocyte.ratio, dtype: int64\n",
      "monocyte.count :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: monocyte.count, dtype: int64\n",
      "red.blood.cell :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: red.blood.cell, dtype: int64\n",
      "coefficient.of.variation.of.red.blood.cell.distribution.width :\n",
      " 3.0    1648\n",
      "1.0     298\n",
      "4.0      32\n",
      "Name: coefficient.of.variation.of.red.blood.cell.distribution.width, dtype: int64\n",
      "standard.deviation.of.red.blood.cell.distribution.width :\n",
      " 3.0    1648\n",
      "1.0     298\n",
      "4.0      32\n",
      "Name: standard.deviation.of.red.blood.cell.distribution.width, dtype: int64\n",
      "mean.corpuscular.volume :\n",
      " 3.0    1649\n",
      "1.0     299\n",
      "4.0      32\n",
      "Name: mean.corpuscular.volume, dtype: int64\n",
      "hematocrit :\n",
      " 3.0    1649\n",
      "1.0     299\n",
      "4.0      32\n",
      "Name: hematocrit, dtype: int64\n",
      "lymphocyte.count :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: lymphocyte.count, dtype: int64\n",
      "mean.hemoglobin.volume :\n",
      " 3.0    1649\n",
      "1.0     299\n",
      "4.0      32\n",
      "Name: mean.hemoglobin.volume, dtype: int64\n",
      "mean.hemoglobin.concentration :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: mean.hemoglobin.concentration, dtype: int64\n",
      "mean.platelet.volume :\n",
      " 3.0    1593\n",
      "1.0     280\n",
      "4.0      32\n",
      "Name: mean.platelet.volume, dtype: int64\n",
      "basophil.ratio :\n",
      " 3.0    1627\n",
      "1.0     293\n",
      "4.0      32\n",
      "0.0      29\n",
      "Name: basophil.ratio, dtype: int64\n",
      "basophil.count :\n",
      " 3.0    1605\n",
      "1.0     291\n",
      "0.0      54\n",
      "4.0      31\n",
      "Name: basophil.count, dtype: int64\n",
      "eosinophil.ratio :\n",
      " 3.0    1482\n",
      "1.0     270\n",
      "0.0     198\n",
      "4.0      31\n",
      "Name: eosinophil.ratio, dtype: int64\n",
      "eosinophil.count :\n",
      " 3.0    1479\n",
      "1.0     269\n",
      "0.0     202\n",
      "4.0      31\n",
      "Name: eosinophil.count, dtype: int64\n",
      "hemoglobin :\n",
      " 3.0    1649\n",
      "1.0     299\n",
      "4.0      32\n",
      "Name: hemoglobin, dtype: int64\n",
      "platelet :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: platelet, dtype: int64\n",
      "platelet.distribution.width :\n",
      " 3.0    1593\n",
      "1.0     280\n",
      "4.0      32\n",
      "Name: platelet.distribution.width, dtype: int64\n",
      "platelet.hematocrit :\n",
      " 3.0    1593\n",
      "1.0     280\n",
      "4.0      32\n",
      "Name: platelet.hematocrit, dtype: int64\n",
      "neutrophil.ratio :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: neutrophil.ratio, dtype: int64\n",
      "neutrophil.count :\n",
      " 3.0    1649\n",
      "1.0     300\n",
      "4.0      32\n",
      "Name: neutrophil.count, dtype: int64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D.dimer :\n",
      " 3.0    1522\n",
      "1.0     284\n",
      "4.0      30\n",
      "0.0       4\n",
      "Name: D.dimer, dtype: int64\n",
      "international.normalized.ratio :\n",
      " 3.0    1641\n",
      "1.0     298\n",
      "4.0      34\n",
      "Name: international.normalized.ratio, dtype: int64\n",
      "activated.partial.thromboplastin.time :\n",
      " 3.0    1642\n",
      "1.0     298\n",
      "4.0      34\n",
      "Name: activated.partial.thromboplastin.time, dtype: int64\n",
      "thrombin.time :\n",
      " 3.0    1642\n",
      "1.0     298\n",
      "4.0      34\n",
      "Name: thrombin.time, dtype: int64\n",
      "prothrombin.activity :\n",
      " 3.0    1633\n",
      "1.0     295\n",
      "4.0      34\n",
      "Name: prothrombin.activity, dtype: int64\n",
      "prothrombin.time.ratio :\n",
      " 3.0    1641\n",
      "1.0     298\n",
      "4.0      34\n",
      "Name: prothrombin.time.ratio, dtype: int64\n",
      "fibrinogen :\n",
      " 3.0    1642\n",
      "1.0     298\n",
      "4.0      34\n",
      "Name: fibrinogen, dtype: int64\n",
      "high.sensitivity.troponin :\n",
      " 3.0    1571\n",
      "1.0     276\n",
      "0.0      51\n",
      "4.0      31\n",
      "Name: high.sensitivity.troponin, dtype: int64\n",
      "myoglobin :\n",
      " 3.0    354\n",
      "1.0     35\n",
      "4.0      9\n",
      "Name: myoglobin, dtype: int64\n",
      "carbon.dioxide.binding.capacity :\n",
      " 3.0    1660\n",
      "1.0     303\n",
      "4.0      34\n",
      "Name: carbon.dioxide.binding.capacity, dtype: int64\n",
      "calcium :\n",
      " 3.0    1660\n",
      "1.0     303\n",
      "4.0      34\n",
      "Name: calcium, dtype: int64\n",
      "potassium :\n",
      " 3.0    1660\n",
      "1.0     303\n",
      "4.0      34\n",
      "Name: potassium, dtype: int64\n",
      "chloride :\n",
      " 3.0    1660\n",
      "1.0     303\n",
      "4.0      34\n",
      "Name: chloride, dtype: int64\n",
      "sodium :\n",
      " 3.0    1660\n",
      "1.0     303\n",
      "4.0      34\n",
      "Name: sodium, dtype: int64\n",
      "Inorganic.Phosphorus :\n",
      " 3.0    349\n",
      "1.0     52\n",
      "4.0      6\n",
      "Name: Inorganic.Phosphorus, dtype: int64\n",
      "serum.magnesium :\n",
      " 3.0    349\n",
      "1.0     52\n",
      "4.0      6\n",
      "Name: serum.magnesium, dtype: int64\n",
      "creatine.kinase.isoenzyme.to.creatine.kinase :\n",
      " 3.0    1480\n",
      "1.0     257\n",
      "4.0      30\n",
      "Name: creatine.kinase.isoenzyme.to.creatine.kinase, dtype: int64\n",
      "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase :\n",
      " 3.0    1480\n",
      "1.0     257\n",
      "4.0      30\n",
      "Name: hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase, dtype: int64\n",
      "hydroxybutyrate.dehydrogenase :\n",
      " 3.0    1480\n",
      "1.0     257\n",
      "4.0      30\n",
      "Name: hydroxybutyrate.dehydrogenase, dtype: int64\n",
      "glutamic.oxaloacetic.transaminase :\n",
      " 3.0    1471\n",
      "1.0     254\n",
      "4.0      30\n",
      "Name: glutamic.oxaloacetic.transaminase, dtype: int64\n",
      "creatine.kinase :\n",
      " 3.0    1480\n",
      "1.0     257\n",
      "4.0      30\n",
      "Name: creatine.kinase, dtype: int64\n",
      "creatine.kinase.isoenzyme :\n",
      " 3.0    1480\n",
      "1.0     257\n",
      "4.0      30\n",
      "Name: creatine.kinase.isoenzyme, dtype: int64\n",
      "lactate.dehydrogenase :\n",
      " 3.0    1480\n",
      "1.0     257\n",
      "4.0      30\n",
      "Name: lactate.dehydrogenase, dtype: int64\n",
      "brain.natriuretic.peptide :\n",
      " 3.0    1640\n",
      "1.0     300\n",
      "4.0      33\n",
      "Name: brain.natriuretic.peptide, dtype: int64\n",
      "high.sensitivity.protein :\n",
      " 3.0    769\n",
      "1.0    156\n",
      "4.0     16\n",
      "Name: high.sensitivity.protein, dtype: int64\n",
      "nucleotidase :\n",
      " 3.0    1231\n",
      "1.0     224\n",
      "4.0      24\n",
      "Name: nucleotidase, dtype: int64\n",
      "fucosidase :\n",
      " 3.0    1231\n",
      "1.0     224\n",
      "4.0      24\n",
      "Name: fucosidase, dtype: int64\n",
      "albumin :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: albumin, dtype: int64\n",
      "white.globulin.ratio :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: white.globulin.ratio, dtype: int64\n",
      "cholinesterase :\n",
      " Series([], Name: cholinesterase, dtype: int64)\n",
      "glutamyltranspeptidase :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: glutamyltranspeptidase, dtype: int64\n",
      "glutamic.pyruvic.transaminase :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: glutamic.pyruvic.transaminase, dtype: int64\n",
      "glutamic.oxaliplatin :\n",
      " 3.0    511\n",
      "1.0     65\n",
      "4.0     16\n",
      "Name: glutamic.oxaliplatin, dtype: int64\n",
      "indirect.bilirubin :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: indirect.bilirubin, dtype: int64\n",
      "alkaline.phosphatase :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: alkaline.phosphatase, dtype: int64\n",
      "globulin :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: globulin, dtype: int64\n",
      "direct.bilirubin :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: direct.bilirubin, dtype: int64\n",
      "total.bilirubin :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: total.bilirubin, dtype: int64\n",
      "total.bile.acid :\n",
      " 3.0    1247\n",
      "1.0     226\n",
      "4.0      24\n",
      "0.0       1\n",
      "Name: total.bile.acid, dtype: int64\n",
      "total.protein :\n",
      " 3.0    1583\n",
      "1.0     291\n",
      "4.0      32\n",
      "Name: total.protein, dtype: int64\n",
      "erythrocyte.sedimentation.rate :\n",
      " 3.0    235\n",
      "1.0     63\n",
      "4.0      9\n",
      "Name: erythrocyte.sedimentation.rate, dtype: int64\n",
      "cholesterol :\n",
      " 3.0    1500\n",
      "1.0     278\n",
      "4.0      32\n",
      "Name: cholesterol, dtype: int64\n",
      "low.density.lipoprotein.cholesterol :\n",
      " 3.0    1500\n",
      "1.0     278\n",
      "4.0      32\n",
      "Name: low.density.lipoprotein.cholesterol, dtype: int64\n",
      "triglyceride :\n",
      " 3.0    1500\n",
      "1.0     278\n",
      "4.0      32\n",
      "Name: triglyceride, dtype: int64\n",
      "high.density.lipoprotein.cholesterol :\n",
      " 3.0    1500\n",
      "1.0     278\n",
      "4.0      32\n",
      "Name: high.density.lipoprotein.cholesterol, dtype: int64\n",
      "homocysteine :\n",
      " 3.0    124\n",
      "1.0     20\n",
      "4.0      2\n",
      "Name: homocysteine, dtype: int64\n",
      "apolipoprotein.A :\n",
      " 3.0    149\n",
      "1.0     24\n",
      "4.0      3\n",
      "Name: apolipoprotein.A, dtype: int64\n",
      "apolipoprotein.B :\n",
      " 3.0    149\n",
      "1.0     24\n",
      "4.0      3\n",
      "Name: apolipoprotein.B, dtype: int64\n",
      "lipoprotein :\n",
      " 3.0    149\n",
      "1.0     24\n",
      "4.0      3\n",
      "Name: lipoprotein, dtype: int64\n",
      "pH :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: pH, dtype: int64\n",
      "standard.residual.base :\n",
      "  3.0     237\n",
      " 1.0      34\n",
      "-1.7      18\n",
      "-4.7      16\n",
      "-2.0      16\n",
      "-1.9      16\n",
      "-3.4      15\n",
      "-0.1      14\n",
      "-1.1      13\n",
      "-2.8      13\n",
      "-2.4      12\n",
      "-4.5      12\n",
      "-3.1      11\n",
      "-2.5      11\n",
      "-3.8      11\n",
      "-1.2      11\n",
      "-1.5      11\n",
      "-1.6      10\n",
      "-3.6      10\n",
      "-1.0      10\n",
      "-6.6       9\n",
      "-2.3       9\n",
      "-4.8       9\n",
      "-4.1       9\n",
      "-2.2       9\n",
      "-0.8       8\n",
      "-0.6       8\n",
      "-1.4       8\n",
      "-4.6       8\n",
      "-3.3       8\n",
      "-6.1       8\n",
      "-2.1       8\n",
      "-6.7       8\n",
      "-1.8       8\n",
      " 0.0       8\n",
      "-4.4       8\n",
      "-2.6       8\n",
      "-0.7       7\n",
      "-7.3       7\n",
      "-5.2       7\n",
      "-3.2       7\n",
      "-5.3       7\n",
      "-4.3       7\n",
      "-0.3       7\n",
      "-5.8       7\n",
      "-3.5       7\n",
      "-4.0       7\n",
      "-7.8       7\n",
      "-4.9       7\n",
      "-0.9       7\n",
      "-5.7       6\n",
      "-8.7       6\n",
      "-3.7       6\n",
      "-2.7       6\n",
      "-0.4       6\n",
      "-3.0       6\n",
      " 4.0       6\n",
      "-5.0       6\n",
      "-1.3       6\n",
      "-4.2       6\n",
      "-0.5       6\n",
      "-5.5       6\n",
      "-0.2       6\n",
      "-9.5       5\n",
      "-6.3       5\n",
      "-6.5       5\n",
      "-7.1       5\n",
      "-7.5       5\n",
      "-6.0       5\n",
      "-6.8       5\n",
      "-5.1       5\n",
      "-3.9       5\n",
      "-9.7       5\n",
      "-7.6       4\n",
      "-6.4       4\n",
      "-5.9       4\n",
      "-8.0       4\n",
      "-8.8       4\n",
      "-5.4       4\n",
      "-8.2       4\n",
      "-9.2       3\n",
      "-8.1       3\n",
      "-7.0       3\n",
      "-8.3       3\n",
      "-5.6       3\n",
      "-7.7       3\n",
      "-2.9       3\n",
      "-11.0      3\n",
      "-11.4      3\n",
      "-7.2       3\n",
      "-9.4       3\n",
      "-13.7      2\n",
      "-6.9       2\n",
      "-11.5      2\n",
      "-17.5      2\n",
      "-8.5       2\n",
      "-10.1      2\n",
      "-6.2       2\n",
      "-7.9       2\n",
      "-11.9      2\n",
      "-7.4       2\n",
      "-14.9      2\n",
      "-10.3      2\n",
      "-11.1      2\n",
      "-9.6       2\n",
      "-12.4      2\n",
      "-12.2      2\n",
      "-12.8      2\n",
      "-10.0      2\n",
      "-8.6       2\n",
      "-13.6      2\n",
      "-20.3      1\n",
      "-13.0      1\n",
      "-15.1      1\n",
      "-22.8      1\n",
      "-22.4      1\n",
      "-11.7      1\n",
      "-9.3       1\n",
      "-10.4      1\n",
      "-19.2      1\n",
      "-19.0      1\n",
      "-8.9       1\n",
      "-19.7      1\n",
      "-9.1       1\n",
      "-17.1      1\n",
      "-10.6      1\n",
      "-32.6      1\n",
      "-13.4      1\n",
      "-14.3      1\n",
      "-10.2      1\n",
      "-16.6      1\n",
      "-19.8      1\n",
      "-15.0      1\n",
      "-15.3      1\n",
      "-10.9      1\n",
      "-17.2      1\n",
      "-10.8      1\n",
      "-32.7      1\n",
      "-15.5      1\n",
      "-16.2      1\n",
      "-12.0      1\n",
      "-12.1      1\n",
      "Name: standard.residual.base, dtype: int64\n",
      "standard.bicarbonate :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: standard.bicarbonate, dtype: int64\n",
      "partial.pressure.of.carbon.dioxide :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: partial.pressure.of.carbon.dioxide, dtype: int64\n",
      "total.carbon.dioxide :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: total.carbon.dioxide, dtype: int64\n",
      "methemoglobin :\n",
      " 3.0    736\n",
      "1.0    152\n",
      "0.0     87\n",
      "4.0     17\n",
      "Name: methemoglobin, dtype: int64\n",
      "hematocrit.blood.gas :\n",
      " 3.0    799\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: hematocrit.blood.gas, dtype: int64\n",
      "reduced.hemoglobin :\n",
      " 3.0    799\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: reduced.hemoglobin, dtype: int64\n",
      "potassium.ion :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: potassium.ion, dtype: int64\n",
      "chloride.ion :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: chloride.ion, dtype: int64\n",
      "sodium.ion :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: sodium.ion, dtype: int64\n",
      "glucose.blood.gas :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: glucose.blood.gas, dtype: int64\n",
      "lactate :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: lactate, dtype: int64\n",
      "measured.residual.base :\n",
      "  3.0     258\n",
      " 1.0      38\n",
      "-1.2      18\n",
      "-1.3      18\n",
      "-1.5      18\n",
      "-2.8      17\n",
      "-1.4      17\n",
      "-1.1      16\n",
      "-2.5      14\n",
      "-1.8      14\n",
      "-2.6      13\n",
      " 0.0      13\n",
      "-1.7      13\n",
      "-3.5      12\n",
      "-2.4      12\n",
      "-0.2      12\n",
      "-3.6      12\n",
      "-4.7      12\n",
      "-3.9      12\n",
      "-2.1      11\n",
      "-4.0      11\n",
      "-3.0      11\n",
      "-3.7      11\n",
      "-2.9      11\n",
      "-1.6      10\n",
      "-0.5      10\n",
      "-4.2      10\n",
      "-4.3      10\n",
      "-0.4      10\n",
      "-0.6      10\n",
      "-0.7      10\n",
      "-2.2       9\n",
      "-2.0       9\n",
      "-0.3       9\n",
      "-3.3       9\n",
      "-8.2       8\n",
      "-2.7       8\n",
      "-5.0       8\n",
      "-0.9       8\n",
      "-3.4       7\n",
      "-3.1       7\n",
      "-4.6       7\n",
      "-4.5       7\n",
      "-2.3       6\n",
      " 4.0       6\n",
      "-1.9       6\n",
      "-5.9       6\n",
      "-4.8       6\n",
      "-5.8       6\n",
      "-6.4       6\n",
      "-7.9       5\n",
      "-7.8       5\n",
      "-5.4       5\n",
      "-6.7       5\n",
      "-5.5       5\n",
      "-6.3       5\n",
      "-5.1       5\n",
      "-4.4       5\n",
      "-3.8       5\n",
      "-0.8       5\n",
      "-1.0       5\n",
      "-6.2       4\n",
      "-5.2       4\n",
      "-4.1       4\n",
      "-6.6       4\n",
      "-6.0       4\n",
      "-8.1       4\n",
      "-8.0       4\n",
      "-7.0       4\n",
      "-7.1       4\n",
      "-5.3       4\n",
      "-6.9       4\n",
      "-6.1       4\n",
      "-10.5      3\n",
      "-10.4      3\n",
      "-6.5       3\n",
      "-3.2       3\n",
      "-5.7       3\n",
      "-9.9       3\n",
      "-0.1       3\n",
      "-7.6       2\n",
      "-8.4       2\n",
      "-7.4       2\n",
      "-18.3      2\n",
      "-8.6       2\n",
      "-14.9      2\n",
      "-11.4      2\n",
      "-10.2      2\n",
      "-9.4       2\n",
      "-4.9       2\n",
      "-7.2       2\n",
      "-6.8       2\n",
      "-9.0       1\n",
      "-10.8      1\n",
      "-7.5       1\n",
      "-10.0      1\n",
      "-9.5       1\n",
      "-17.5      1\n",
      "-9.3       1\n",
      "-13.6      1\n",
      "-8.9       1\n",
      "-30.5      1\n",
      "-9.2       1\n",
      "-5.6       1\n",
      "-12.4      1\n",
      "-16.0      1\n",
      "-8.5       1\n",
      "-11.0      1\n",
      "-13.0      1\n",
      "-8.8       1\n",
      "-16.6      1\n",
      "-14.1      1\n",
      "-11.3      1\n",
      "-10.3      1\n",
      "-13.1      1\n",
      "-8.7       1\n",
      "-21.4      1\n",
      "-9.8       1\n",
      "-11.7      1\n",
      "-10.7      1\n",
      "-17.9      1\n",
      "-18.6      1\n",
      "-11.5      1\n",
      "-12.3      1\n",
      "-13.4      1\n",
      "-9.1       1\n",
      "-31.6      1\n",
      "-20.8      1\n",
      "-17.1      1\n",
      "-11.9      1\n",
      "-12.5      1\n",
      "-7.7       1\n",
      "-13.3      1\n",
      "-15.5      1\n",
      "-7.3       1\n",
      "Name: measured.residual.base, dtype: int64\n",
      "measured.bicarbonate :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: measured.bicarbonate, dtype: int64\n",
      "carboxyhemoglobin :\n",
      " 3.0    766\n",
      "1.0    172\n",
      "0.0     36\n",
      "4.0     18\n",
      "Name: carboxyhemoglobin, dtype: int64\n",
      "body.temperature.blood.gas :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: body.temperature.blood.gas, dtype: int64\n",
      "oxygen.saturation :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: oxygen.saturation, dtype: int64\n",
      "partial.oxygen.pressure :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: partial.oxygen.pressure, dtype: int64\n",
      "oxyhemoglobin :\n",
      " 3.0    799\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: oxyhemoglobin, dtype: int64\n",
      "anion.gap :\n",
      "  3.0    799\n",
      " 1.0    175\n",
      " 4.0     17\n",
      "-0.8      1\n",
      "-1.2      1\n",
      "Name: anion.gap, dtype: int64\n",
      "free.calcium :\n",
      " 3.0    800\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: free.calcium, dtype: int64\n",
      "total.hemoglobin :\n",
      " 3.0    799\n",
      "1.0    175\n",
      "4.0     18\n",
      "Name: total.hemoglobin, dtype: int64\n",
      "GCS :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: GCS, dtype: int64\n",
      "dischargeDay :\n",
      " 3    1670\n",
      "1     304\n",
      "4      34\n",
      "Name: dischargeDay, dtype: int64\n",
      "ageCat :\n",
      " (69,79]     715\n",
      "(79,89]     646\n",
      "(59,69]     368\n",
      "(49,59]     106\n",
      "(89,110]    101\n",
      "(39,49]      56\n",
      "(29,39]      12\n",
      "(21,29]       4\n",
      "Name: ageCat, dtype: int64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "update :\n",
      " yes    1994\n",
      "no       14\n",
      "Name: update, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for col in ADI:\n",
    "    print(col,\":\\n\",ADI[col].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                                                        0\n",
       "inpatient.number                                                  0\n",
       "DestinationDischarge                                              0\n",
       "admission.ward                                                    0\n",
       "LatencyTolerance                                                  0\n",
       "affordability                                                     0\n",
       "discharge.department                                              0\n",
       "visit.times                                                       0\n",
       "gender                                                            0\n",
       "body.temperature                                                  0\n",
       "pulse                                                             8\n",
       "respiration                                                       4\n",
       "systolic.blood.pressure                                           0\n",
       "diastolic.blood.pressure                                          1\n",
       "map                                                               0\n",
       "weight                                                            0\n",
       "height                                                            0\n",
       "BMI                                                               4\n",
       "type.of.heart.failure                                            34\n",
       "NYHA.cardiac.function.classification                             34\n",
       "Killip.grade                                                     34\n",
       "myocardial.infarction                                             1\n",
       "congestive.heart.failure                                         34\n",
       "peripheral.vascular.disease                                       2\n",
       "cerebrovascular.disease                                           2\n",
       "dementia                                                          1\n",
       "Chronic.obstructive.pulmonary.disease                             4\n",
       "connective.tissue.disease                                         0\n",
       "peptic.ulcer.disease                                              2\n",
       "diabetes                                                          6\n",
       "moderate.to.severe.chronic.kidney.disease                         5\n",
       "hemiplegia                                                        0\n",
       "leukemia                                                          0\n",
       "malignant.lymphoma                                                0\n",
       "solid.tumor                                                       0\n",
       "liver.disease                                                     0\n",
       "AIDS                                                              0\n",
       "CCI.score                                                        34\n",
       "type.II.respiratory.failure                                      34\n",
       "consciousness                                                    34\n",
       "eye.opening                                                      34\n",
       "verbal.response                                                  34\n",
       "movement                                                         34\n",
       "respiratory.support.                                             34\n",
       "oxygen.inhalation                                                34\n",
       "fio2                                                             34\n",
       "acute.renal.failure                                               0\n",
       "LVEF                                                              6\n",
       "left.ventricular.end.diastolic.diameter.LV                       12\n",
       "mitral.valve.EMS                                                 11\n",
       "mitral.valve.AMS                                                  6\n",
       "EA                                                                6\n",
       "tricuspid.valve.return.velocity                                   6\n",
       "tricuspid.valve.return.pressure                                   0\n",
       "outcome.during.hospitalization                                    0\n",
       "death.within.28.days                                              1\n",
       "re.admission.within.28.days                                       4\n",
       "death.within.3.months                                             1\n",
       "re.admission.within.3.months                                     15\n",
       "death.within.6.months                                             1\n",
       "re.admission.within.6.months                                     19\n",
       "time.of.death..days.from.admission.                               3\n",
       "re.admission.time..days.from.admission.                          20\n",
       "return.to.emergency.department.within.6.months                   20\n",
       "time.to.emergency.department.within.6.months                     20\n",
       "creatinine.enzymatic.method                                      34\n",
       "urea                                                             34\n",
       "uric.acid                                                        34\n",
       "glomerular.filtration.rate                                       34\n",
       "cystatin                                                         34\n",
       "white.blood.cell                                                 32\n",
       "monocyte.ratio                                                   32\n",
       "monocyte.count                                                   32\n",
       "red.blood.cell                                                   32\n",
       "coefficient.of.variation.of.red.blood.cell.distribution.width    32\n",
       "standard.deviation.of.red.blood.cell.distribution.width          32\n",
       "mean.corpuscular.volume                                          32\n",
       "hematocrit                                                       32\n",
       "lymphocyte.count                                                 32\n",
       "mean.hemoglobin.volume                                           32\n",
       "mean.hemoglobin.concentration                                    32\n",
       "mean.platelet.volume                                             32\n",
       "basophil.ratio                                                   32\n",
       "basophil.count                                                   31\n",
       "eosinophil.ratio                                                 31\n",
       "eosinophil.count                                                 31\n",
       "hemoglobin                                                       32\n",
       "platelet                                                         32\n",
       "platelet.distribution.width                                      32\n",
       "platelet.hematocrit                                              32\n",
       "neutrophil.ratio                                                 32\n",
       "neutrophil.count                                                 32\n",
       "D.dimer                                                          30\n",
       "international.normalized.ratio                                   34\n",
       "activated.partial.thromboplastin.time                            34\n",
       "thrombin.time                                                    34\n",
       "prothrombin.activity                                             34\n",
       "prothrombin.time.ratio                                           34\n",
       "fibrinogen                                                       34\n",
       "high.sensitivity.troponin                                        31\n",
       "myoglobin                                                         9\n",
       "carbon.dioxide.binding.capacity                                  34\n",
       "calcium                                                          34\n",
       "potassium                                                        34\n",
       "chloride                                                         34\n",
       "sodium                                                           34\n",
       "Inorganic.Phosphorus                                              6\n",
       "serum.magnesium                                                   6\n",
       "creatine.kinase.isoenzyme.to.creatine.kinase                     30\n",
       "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase           30\n",
       "hydroxybutyrate.dehydrogenase                                    30\n",
       "glutamic.oxaloacetic.transaminase                                30\n",
       "creatine.kinase                                                  30\n",
       "creatine.kinase.isoenzyme                                        30\n",
       "lactate.dehydrogenase                                            30\n",
       "brain.natriuretic.peptide                                        33\n",
       "high.sensitivity.protein                                         16\n",
       "nucleotidase                                                     24\n",
       "fucosidase                                                       24\n",
       "albumin                                                          32\n",
       "white.globulin.ratio                                             32\n",
       "cholinesterase                                                    0\n",
       "glutamyltranspeptidase                                           32\n",
       "glutamic.pyruvic.transaminase                                    32\n",
       "glutamic.oxaliplatin                                             16\n",
       "indirect.bilirubin                                               32\n",
       "alkaline.phosphatase                                             32\n",
       "globulin                                                         32\n",
       "direct.bilirubin                                                 32\n",
       "total.bilirubin                                                  32\n",
       "total.bile.acid                                                  24\n",
       "total.protein                                                    32\n",
       "erythrocyte.sedimentation.rate                                    9\n",
       "cholesterol                                                      32\n",
       "low.density.lipoprotein.cholesterol                              32\n",
       "triglyceride                                                     32\n",
       "high.density.lipoprotein.cholesterol                             32\n",
       "homocysteine                                                      2\n",
       "apolipoprotein.A                                                  3\n",
       "apolipoprotein.B                                                  3\n",
       "lipoprotein                                                       3\n",
       "pH                                                               18\n",
       "standard.residual.base                                            6\n",
       "standard.bicarbonate                                             18\n",
       "partial.pressure.of.carbon.dioxide                               18\n",
       "total.carbon.dioxide                                             18\n",
       "methemoglobin                                                    17\n",
       "hematocrit.blood.gas                                             18\n",
       "reduced.hemoglobin                                               18\n",
       "potassium.ion                                                    18\n",
       "chloride.ion                                                     18\n",
       "sodium.ion                                                       18\n",
       "glucose.blood.gas                                                18\n",
       "lactate                                                          18\n",
       "measured.residual.base                                            6\n",
       "measured.bicarbonate                                             18\n",
       "carboxyhemoglobin                                                18\n",
       "body.temperature.blood.gas                                       18\n",
       "oxygen.saturation                                                18\n",
       "partial.oxygen.pressure                                          18\n",
       "oxyhemoglobin                                                    18\n",
       "anion.gap                                                        17\n",
       "free.calcium                                                     18\n",
       "total.hemoglobin                                                 18\n",
       "GCS                                                              34\n",
       "dischargeDay                                                     34\n",
       "ageCat                                                            0\n",
       "update                                                            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADI[ADI == 4].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                                                          0\n",
       "inpatient.number                                                    0\n",
       "DestinationDischarge                                              401\n",
       "admission.ward                                                      0\n",
       "LatencyTolerance                                                    0\n",
       "affordability                                                       0\n",
       "discharge.department                                                0\n",
       "visit.times                                                         0\n",
       "gender                                                              0\n",
       "body.temperature                                                    2\n",
       "pulse                                                             331\n",
       "respiration                                                       187\n",
       "systolic.blood.pressure                                            45\n",
       "diastolic.blood.pressure                                           23\n",
       "map                                                                 0\n",
       "weight                                                              0\n",
       "height                                                              0\n",
       "BMI                                                              1028\n",
       "type.of.heart.failure                                            1670\n",
       "NYHA.cardiac.function.classification                             1670\n",
       "Killip.grade                                                     1670\n",
       "myocardial.infarction                                             958\n",
       "congestive.heart.failure                                         1619\n",
       "peripheral.vascular.disease                                       940\n",
       "cerebrovascular.disease                                           956\n",
       "dementia                                                          943\n",
       "Chronic.obstructive.pulmonary.disease                             997\n",
       "connective.tissue.disease                                         902\n",
       "peptic.ulcer.disease                                              910\n",
       "diabetes                                                         1087\n",
       "moderate.to.severe.chronic.kidney.disease                        1087\n",
       "hemiplegia                                                        905\n",
       "leukemia                                                          900\n",
       "malignant.lymphoma                                                901\n",
       "solid.tumor                                                       917\n",
       "liver.disease                                                     928\n",
       "AIDS                                                              902\n",
       "CCI.score                                                        1614\n",
       "type.II.respiratory.failure                                      1670\n",
       "consciousness                                                    1670\n",
       "eye.opening                                                      1670\n",
       "verbal.response                                                  1670\n",
       "movement                                                         1670\n",
       "respiratory.support.                                             1670\n",
       "oxygen.inhalation                                                1670\n",
       "fio2                                                             1670\n",
       "acute.renal.failure                                                 7\n",
       "LVEF                                                              538\n",
       "left.ventricular.end.diastolic.diameter.LV                       1082\n",
       "mitral.valve.EMS                                                  810\n",
       "mitral.valve.AMS                                                  457\n",
       "EA                                                                322\n",
       "tricuspid.valve.return.velocity                                   652\n",
       "tricuspid.valve.return.pressure                                   145\n",
       "outcome.during.hospitalization                                      0\n",
       "death.within.28.days                                               30\n",
       "re.admission.within.28.days                                       128\n",
       "death.within.3.months                                              35\n",
       "re.admission.within.3.months                                      430\n",
       "death.within.6.months                                              46\n",
       "re.admission.within.6.months                                      665\n",
       "time.of.death..days.from.admission.                                35\n",
       "re.admission.time..days.from.admission.                           780\n",
       "return.to.emergency.department.within.6.months                    668\n",
       "time.to.emergency.department.within.6.months                      775\n",
       "creatinine.enzymatic.method                                      1651\n",
       "urea                                                             1651\n",
       "uric.acid                                                        1651\n",
       "glomerular.filtration.rate                                       1622\n",
       "cystatin                                                         1635\n",
       "white.blood.cell                                                 1649\n",
       "monocyte.ratio                                                   1649\n",
       "monocyte.count                                                   1649\n",
       "red.blood.cell                                                   1649\n",
       "coefficient.of.variation.of.red.blood.cell.distribution.width    1648\n",
       "standard.deviation.of.red.blood.cell.distribution.width          1648\n",
       "mean.corpuscular.volume                                          1649\n",
       "hematocrit                                                       1649\n",
       "lymphocyte.count                                                 1649\n",
       "mean.hemoglobin.volume                                           1649\n",
       "mean.hemoglobin.concentration                                    1649\n",
       "mean.platelet.volume                                             1593\n",
       "basophil.ratio                                                   1627\n",
       "basophil.count                                                   1605\n",
       "eosinophil.ratio                                                 1482\n",
       "eosinophil.count                                                 1479\n",
       "hemoglobin                                                       1649\n",
       "platelet                                                         1649\n",
       "platelet.distribution.width                                      1593\n",
       "platelet.hematocrit                                              1593\n",
       "neutrophil.ratio                                                 1649\n",
       "neutrophil.count                                                 1649\n",
       "D.dimer                                                          1522\n",
       "international.normalized.ratio                                   1641\n",
       "activated.partial.thromboplastin.time                            1642\n",
       "thrombin.time                                                    1642\n",
       "prothrombin.activity                                             1633\n",
       "prothrombin.time.ratio                                           1641\n",
       "fibrinogen                                                       1642\n",
       "high.sensitivity.troponin                                        1571\n",
       "myoglobin                                                         354\n",
       "carbon.dioxide.binding.capacity                                  1660\n",
       "calcium                                                          1660\n",
       "potassium                                                        1660\n",
       "chloride                                                         1660\n",
       "sodium                                                           1660\n",
       "Inorganic.Phosphorus                                              349\n",
       "serum.magnesium                                                   349\n",
       "creatine.kinase.isoenzyme.to.creatine.kinase                     1480\n",
       "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase           1480\n",
       "hydroxybutyrate.dehydrogenase                                    1480\n",
       "glutamic.oxaloacetic.transaminase                                1471\n",
       "creatine.kinase                                                  1480\n",
       "creatine.kinase.isoenzyme                                        1480\n",
       "lactate.dehydrogenase                                            1480\n",
       "brain.natriuretic.peptide                                        1640\n",
       "high.sensitivity.protein                                          769\n",
       "nucleotidase                                                     1231\n",
       "fucosidase                                                       1231\n",
       "albumin                                                          1583\n",
       "white.globulin.ratio                                             1583\n",
       "cholinesterase                                                      0\n",
       "glutamyltranspeptidase                                           1583\n",
       "glutamic.pyruvic.transaminase                                    1583\n",
       "glutamic.oxaliplatin                                              511\n",
       "indirect.bilirubin                                               1583\n",
       "alkaline.phosphatase                                             1583\n",
       "globulin                                                         1583\n",
       "direct.bilirubin                                                 1583\n",
       "total.bilirubin                                                  1583\n",
       "total.bile.acid                                                  1247\n",
       "total.protein                                                    1583\n",
       "erythrocyte.sedimentation.rate                                    235\n",
       "cholesterol                                                      1500\n",
       "low.density.lipoprotein.cholesterol                              1500\n",
       "triglyceride                                                     1500\n",
       "high.density.lipoprotein.cholesterol                             1500\n",
       "homocysteine                                                      124\n",
       "apolipoprotein.A                                                  149\n",
       "apolipoprotein.B                                                  149\n",
       "lipoprotein                                                       149\n",
       "pH                                                                800\n",
       "standard.residual.base                                            237\n",
       "standard.bicarbonate                                              800\n",
       "partial.pressure.of.carbon.dioxide                                800\n",
       "total.carbon.dioxide                                              800\n",
       "methemoglobin                                                     736\n",
       "hematocrit.blood.gas                                              799\n",
       "reduced.hemoglobin                                                799\n",
       "potassium.ion                                                     800\n",
       "chloride.ion                                                      800\n",
       "sodium.ion                                                        800\n",
       "glucose.blood.gas                                                 800\n",
       "lactate                                                           800\n",
       "measured.residual.base                                            258\n",
       "measured.bicarbonate                                              800\n",
       "carboxyhemoglobin                                                 766\n",
       "body.temperature.blood.gas                                        800\n",
       "oxygen.saturation                                                 800\n",
       "partial.oxygen.pressure                                           800\n",
       "oxyhemoglobin                                                     799\n",
       "anion.gap                                                         799\n",
       "free.calcium                                                      800\n",
       "total.hemoglobin                                                  799\n",
       "GCS                                                              1670\n",
       "dischargeDay                                                     1670\n",
       "ageCat                                                              0\n",
       "update                                                              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADI[ADI == 3].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                                                         0\n",
       "inpatient.number                                                   0\n",
       "DestinationDischarge                                               0\n",
       "admission.ward                                                     0\n",
       "LatencyTolerance                                                   0\n",
       "affordability                                                      0\n",
       "discharge.department                                               0\n",
       "visit.times                                                        0\n",
       "gender                                                             0\n",
       "body.temperature                                                   0\n",
       "pulse                                                              0\n",
       "respiration                                                        0\n",
       "systolic.blood.pressure                                            0\n",
       "diastolic.blood.pressure                                           0\n",
       "map                                                                0\n",
       "weight                                                             0\n",
       "height                                                             0\n",
       "BMI                                                              672\n",
       "type.of.heart.failure                                              0\n",
       "NYHA.cardiac.function.classification                               0\n",
       "Killip.grade                                                       0\n",
       "myocardial.infarction                                            745\n",
       "congestive.heart.failure                                          51\n",
       "peripheral.vascular.disease                                      762\n",
       "cerebrovascular.disease                                          746\n",
       "dementia                                                         760\n",
       "Chronic.obstructive.pulmonary.disease                            703\n",
       "connective.tissue.disease                                        802\n",
       "peptic.ulcer.disease                                             792\n",
       "diabetes                                                         611\n",
       "moderate.to.severe.chronic.kidney.disease                        612\n",
       "hemiplegia                                                       799\n",
       "leukemia                                                         804\n",
       "malignant.lymphoma                                               803\n",
       "solid.tumor                                                      787\n",
       "liver.disease                                                    776\n",
       "AIDS                                                             802\n",
       "CCI.score                                                          0\n",
       "type.II.respiratory.failure                                        0\n",
       "consciousness                                                      0\n",
       "eye.opening                                                        0\n",
       "verbal.response                                                    0\n",
       "movement                                                           0\n",
       "respiratory.support.                                               0\n",
       "oxygen.inhalation                                                  0\n",
       "fio2                                                               0\n",
       "acute.renal.failure                                                0\n",
       "LVEF                                                               0\n",
       "left.ventricular.end.diastolic.diameter.LV                         0\n",
       "mitral.valve.EMS                                                   0\n",
       "mitral.valve.AMS                                                   0\n",
       "EA                                                                 0\n",
       "tricuspid.valve.return.velocity                                    0\n",
       "tricuspid.valve.return.pressure                                    0\n",
       "outcome.during.hospitalization                                     0\n",
       "death.within.28.days                                               0\n",
       "re.admission.within.28.days                                        0\n",
       "death.within.3.months                                              0\n",
       "re.admission.within.3.months                                       0\n",
       "death.within.6.months                                              0\n",
       "re.admission.within.6.months                                       0\n",
       "time.of.death..days.from.admission.                                0\n",
       "re.admission.time..days.from.admission.                            0\n",
       "return.to.emergency.department.within.6.months                     0\n",
       "time.to.emergency.department.within.6.months                       0\n",
       "creatinine.enzymatic.method                                        0\n",
       "urea                                                               0\n",
       "uric.acid                                                          0\n",
       "glomerular.filtration.rate                                         0\n",
       "cystatin                                                           0\n",
       "white.blood.cell                                                   0\n",
       "monocyte.ratio                                                     0\n",
       "monocyte.count                                                     0\n",
       "red.blood.cell                                                     0\n",
       "coefficient.of.variation.of.red.blood.cell.distribution.width      0\n",
       "standard.deviation.of.red.blood.cell.distribution.width            0\n",
       "mean.corpuscular.volume                                            0\n",
       "hematocrit                                                         0\n",
       "lymphocyte.count                                                   0\n",
       "mean.hemoglobin.volume                                             0\n",
       "mean.hemoglobin.concentration                                      0\n",
       "mean.platelet.volume                                               0\n",
       "basophil.ratio                                                     0\n",
       "basophil.count                                                     0\n",
       "eosinophil.ratio                                                   0\n",
       "eosinophil.count                                                   0\n",
       "hemoglobin                                                         0\n",
       "platelet                                                           0\n",
       "platelet.distribution.width                                        0\n",
       "platelet.hematocrit                                                0\n",
       "neutrophil.ratio                                                   0\n",
       "neutrophil.count                                                   0\n",
       "D.dimer                                                            0\n",
       "international.normalized.ratio                                     0\n",
       "activated.partial.thromboplastin.time                              0\n",
       "thrombin.time                                                      0\n",
       "prothrombin.activity                                               0\n",
       "prothrombin.time.ratio                                             0\n",
       "fibrinogen                                                         0\n",
       "high.sensitivity.troponin                                          0\n",
       "myoglobin                                                          0\n",
       "carbon.dioxide.binding.capacity                                    0\n",
       "calcium                                                            0\n",
       "potassium                                                          0\n",
       "chloride                                                           0\n",
       "sodium                                                             0\n",
       "Inorganic.Phosphorus                                               0\n",
       "serum.magnesium                                                    0\n",
       "creatine.kinase.isoenzyme.to.creatine.kinase                       0\n",
       "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase             0\n",
       "hydroxybutyrate.dehydrogenase                                      0\n",
       "glutamic.oxaloacetic.transaminase                                  0\n",
       "creatine.kinase                                                    0\n",
       "creatine.kinase.isoenzyme                                          0\n",
       "lactate.dehydrogenase                                              0\n",
       "brain.natriuretic.peptide                                          0\n",
       "high.sensitivity.protein                                           0\n",
       "nucleotidase                                                       0\n",
       "fucosidase                                                         0\n",
       "albumin                                                            0\n",
       "white.globulin.ratio                                               0\n",
       "cholinesterase                                                     0\n",
       "glutamyltranspeptidase                                             0\n",
       "glutamic.pyruvic.transaminase                                      0\n",
       "glutamic.oxaliplatin                                               0\n",
       "indirect.bilirubin                                                 0\n",
       "alkaline.phosphatase                                               0\n",
       "globulin                                                           0\n",
       "direct.bilirubin                                                   0\n",
       "total.bilirubin                                                    0\n",
       "total.bile.acid                                                    0\n",
       "total.protein                                                      0\n",
       "erythrocyte.sedimentation.rate                                     0\n",
       "cholesterol                                                        0\n",
       "low.density.lipoprotein.cholesterol                                0\n",
       "triglyceride                                                       0\n",
       "high.density.lipoprotein.cholesterol                               0\n",
       "homocysteine                                                       0\n",
       "apolipoprotein.A                                                   0\n",
       "apolipoprotein.B                                                   0\n",
       "lipoprotein                                                        0\n",
       "pH                                                                 0\n",
       "standard.residual.base                                             0\n",
       "standard.bicarbonate                                               0\n",
       "partial.pressure.of.carbon.dioxide                                 0\n",
       "total.carbon.dioxide                                               0\n",
       "methemoglobin                                                      0\n",
       "hematocrit.blood.gas                                               0\n",
       "reduced.hemoglobin                                                 0\n",
       "potassium.ion                                                      0\n",
       "chloride.ion                                                       0\n",
       "sodium.ion                                                         0\n",
       "glucose.blood.gas                                                  0\n",
       "lactate                                                            0\n",
       "measured.residual.base                                             0\n",
       "measured.bicarbonate                                               0\n",
       "carboxyhemoglobin                                                  0\n",
       "body.temperature.blood.gas                                         0\n",
       "oxygen.saturation                                                  0\n",
       "partial.oxygen.pressure                                            0\n",
       "oxyhemoglobin                                                      0\n",
       "anion.gap                                                          0\n",
       "free.calcium                                                       0\n",
       "total.hemoglobin                                                   0\n",
       "GCS                                                                0\n",
       "dischargeDay                                                       0\n",
       "ageCat                                                             0\n",
       "update                                                             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADI[ADI == 2].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                                                          0\n",
       "inpatient.number                                                    0\n",
       "DestinationDischarge                                               51\n",
       "admission.ward                                                   2008\n",
       "LatencyTolerance                                                    0\n",
       "affordability                                                       0\n",
       "discharge.department                                             2008\n",
       "visit.times                                                      2008\n",
       "gender                                                           2008\n",
       "body.temperature                                                 2006\n",
       "pulse                                                            1669\n",
       "respiration                                                      1817\n",
       "systolic.blood.pressure                                          1963\n",
       "diastolic.blood.pressure                                         1984\n",
       "map                                                                 0\n",
       "weight                                                           2008\n",
       "height                                                           2008\n",
       "BMI                                                               304\n",
       "type.of.heart.failure                                             304\n",
       "NYHA.cardiac.function.classification                              304\n",
       "Killip.grade                                                      304\n",
       "myocardial.infarction                                             304\n",
       "congestive.heart.failure                                          304\n",
       "peripheral.vascular.disease                                       304\n",
       "cerebrovascular.disease                                           304\n",
       "dementia                                                          304\n",
       "Chronic.obstructive.pulmonary.disease                             304\n",
       "connective.tissue.disease                                         304\n",
       "peptic.ulcer.disease                                              304\n",
       "diabetes                                                          304\n",
       "moderate.to.severe.chronic.kidney.disease                         304\n",
       "hemiplegia                                                        304\n",
       "leukemia                                                          304\n",
       "malignant.lymphoma                                                304\n",
       "solid.tumor                                                       304\n",
       "liver.disease                                                     304\n",
       "AIDS                                                              304\n",
       "CCI.score                                                         299\n",
       "type.II.respiratory.failure                                       304\n",
       "consciousness                                                     304\n",
       "eye.opening                                                       304\n",
       "verbal.response                                                   304\n",
       "movement                                                          304\n",
       "respiratory.support.                                              304\n",
       "oxygen.inhalation                                                 304\n",
       "fio2                                                              304\n",
       "acute.renal.failure                                                 0\n",
       "LVEF                                                               91\n",
       "left.ventricular.end.diastolic.diameter.LV                        217\n",
       "mitral.valve.EMS                                                  159\n",
       "mitral.valve.AMS                                                   87\n",
       "EA                                                                 65\n",
       "tricuspid.valve.return.velocity                                   132\n",
       "tricuspid.valve.return.pressure                                    37\n",
       "outcome.during.hospitalization                                      0\n",
       "death.within.28.days                                                6\n",
       "re.admission.within.28.days                                         8\n",
       "death.within.3.months                                               6\n",
       "re.admission.within.3.months                                       53\n",
       "death.within.6.months                                              10\n",
       "re.admission.within.6.months                                       89\n",
       "time.of.death..days.from.admission.                                 6\n",
       "re.admission.time..days.from.admission.                           101\n",
       "return.to.emergency.department.within.6.months                     87\n",
       "time.to.emergency.department.within.6.months                      102\n",
       "creatinine.enzymatic.method                                       300\n",
       "urea                                                              300\n",
       "uric.acid                                                         300\n",
       "glomerular.filtration.rate                                        289\n",
       "cystatin                                                          298\n",
       "white.blood.cell                                                  300\n",
       "monocyte.ratio                                                    300\n",
       "monocyte.count                                                    300\n",
       "red.blood.cell                                                    300\n",
       "coefficient.of.variation.of.red.blood.cell.distribution.width     298\n",
       "standard.deviation.of.red.blood.cell.distribution.width           298\n",
       "mean.corpuscular.volume                                           299\n",
       "hematocrit                                                        299\n",
       "lymphocyte.count                                                  300\n",
       "mean.hemoglobin.volume                                            299\n",
       "mean.hemoglobin.concentration                                     300\n",
       "mean.platelet.volume                                              280\n",
       "basophil.ratio                                                    293\n",
       "basophil.count                                                    291\n",
       "eosinophil.ratio                                                  270\n",
       "eosinophil.count                                                  269\n",
       "hemoglobin                                                        299\n",
       "platelet                                                          300\n",
       "platelet.distribution.width                                       280\n",
       "platelet.hematocrit                                               280\n",
       "neutrophil.ratio                                                  300\n",
       "neutrophil.count                                                  300\n",
       "D.dimer                                                           284\n",
       "international.normalized.ratio                                    298\n",
       "activated.partial.thromboplastin.time                             298\n",
       "thrombin.time                                                     298\n",
       "prothrombin.activity                                              295\n",
       "prothrombin.time.ratio                                            298\n",
       "fibrinogen                                                        298\n",
       "high.sensitivity.troponin                                         276\n",
       "myoglobin                                                          35\n",
       "carbon.dioxide.binding.capacity                                   303\n",
       "calcium                                                           303\n",
       "potassium                                                         303\n",
       "chloride                                                          303\n",
       "sodium                                                            303\n",
       "Inorganic.Phosphorus                                               52\n",
       "serum.magnesium                                                    52\n",
       "creatine.kinase.isoenzyme.to.creatine.kinase                      257\n",
       "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase            257\n",
       "hydroxybutyrate.dehydrogenase                                     257\n",
       "glutamic.oxaloacetic.transaminase                                 254\n",
       "creatine.kinase                                                   257\n",
       "creatine.kinase.isoenzyme                                         257\n",
       "lactate.dehydrogenase                                             257\n",
       "brain.natriuretic.peptide                                         300\n",
       "high.sensitivity.protein                                          156\n",
       "nucleotidase                                                      224\n",
       "fucosidase                                                        224\n",
       "albumin                                                           291\n",
       "white.globulin.ratio                                              291\n",
       "cholinesterase                                                      0\n",
       "glutamyltranspeptidase                                            291\n",
       "glutamic.pyruvic.transaminase                                     291\n",
       "glutamic.oxaliplatin                                               65\n",
       "indirect.bilirubin                                                291\n",
       "alkaline.phosphatase                                              291\n",
       "globulin                                                          291\n",
       "direct.bilirubin                                                  291\n",
       "total.bilirubin                                                   291\n",
       "total.bile.acid                                                   226\n",
       "total.protein                                                     291\n",
       "erythrocyte.sedimentation.rate                                     63\n",
       "cholesterol                                                       278\n",
       "low.density.lipoprotein.cholesterol                               278\n",
       "triglyceride                                                      278\n",
       "high.density.lipoprotein.cholesterol                              278\n",
       "homocysteine                                                       20\n",
       "apolipoprotein.A                                                   24\n",
       "apolipoprotein.B                                                   24\n",
       "lipoprotein                                                        24\n",
       "pH                                                                175\n",
       "standard.residual.base                                             34\n",
       "standard.bicarbonate                                              175\n",
       "partial.pressure.of.carbon.dioxide                                175\n",
       "total.carbon.dioxide                                              175\n",
       "methemoglobin                                                     152\n",
       "hematocrit.blood.gas                                              175\n",
       "reduced.hemoglobin                                                175\n",
       "potassium.ion                                                     175\n",
       "chloride.ion                                                      175\n",
       "sodium.ion                                                        175\n",
       "glucose.blood.gas                                                 175\n",
       "lactate                                                           175\n",
       "measured.residual.base                                             38\n",
       "measured.bicarbonate                                              175\n",
       "carboxyhemoglobin                                                 172\n",
       "body.temperature.blood.gas                                        175\n",
       "oxygen.saturation                                                 175\n",
       "partial.oxygen.pressure                                           175\n",
       "oxyhemoglobin                                                     175\n",
       "anion.gap                                                         175\n",
       "free.calcium                                                      175\n",
       "total.hemoglobin                                                  175\n",
       "GCS                                                               304\n",
       "dischargeDay                                                      304\n",
       "ageCat                                                              0\n",
       "update                                                              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADI[ADI == 1].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                                                       2008\n",
       "inpatient.number                                                 2008\n",
       "DestinationDischarge                                             1556\n",
       "admission.ward                                                      0\n",
       "LatencyTolerance                                                    0\n",
       "affordability                                                       0\n",
       "discharge.department                                                0\n",
       "visit.times                                                         0\n",
       "gender                                                              0\n",
       "body.temperature                                                    0\n",
       "pulse                                                               0\n",
       "respiration                                                         0\n",
       "systolic.blood.pressure                                             0\n",
       "diastolic.blood.pressure                                            0\n",
       "map                                                              2008\n",
       "weight                                                              0\n",
       "height                                                              0\n",
       "BMI                                                                 0\n",
       "type.of.heart.failure                                               0\n",
       "NYHA.cardiac.function.classification                                0\n",
       "Killip.grade                                                        0\n",
       "myocardial.infarction                                               0\n",
       "congestive.heart.failure                                            0\n",
       "peripheral.vascular.disease                                         0\n",
       "cerebrovascular.disease                                             0\n",
       "dementia                                                            0\n",
       "Chronic.obstructive.pulmonary.disease                               0\n",
       "connective.tissue.disease                                           0\n",
       "peptic.ulcer.disease                                                0\n",
       "diabetes                                                            0\n",
       "moderate.to.severe.chronic.kidney.disease                           0\n",
       "hemiplegia                                                          0\n",
       "leukemia                                                            0\n",
       "malignant.lymphoma                                                  0\n",
       "solid.tumor                                                         0\n",
       "liver.disease                                                       0\n",
       "AIDS                                                                0\n",
       "CCI.score                                                          56\n",
       "type.II.respiratory.failure                                         0\n",
       "consciousness                                                       0\n",
       "eye.opening                                                         0\n",
       "verbal.response                                                     0\n",
       "movement                                                            0\n",
       "respiratory.support.                                                0\n",
       "oxygen.inhalation                                                   0\n",
       "fio2                                                                0\n",
       "acute.renal.failure                                              2001\n",
       "LVEF                                                                0\n",
       "left.ventricular.end.diastolic.diameter.LV                          0\n",
       "mitral.valve.EMS                                                    0\n",
       "mitral.valve.AMS                                                    0\n",
       "EA                                                                  0\n",
       "tricuspid.valve.return.velocity                                     0\n",
       "tricuspid.valve.return.pressure                                     0\n",
       "outcome.during.hospitalization                                      0\n",
       "death.within.28.days                                             1971\n",
       "re.admission.within.28.days                                      1868\n",
       "death.within.3.months                                            1966\n",
       "re.admission.within.3.months                                     1510\n",
       "death.within.6.months                                            1951\n",
       "re.admission.within.6.months                                     1235\n",
       "time.of.death..days.from.admission.                                 0\n",
       "re.admission.time..days.from.admission.                             0\n",
       "return.to.emergency.department.within.6.months                   1232\n",
       "time.to.emergency.department.within.6.months                        0\n",
       "creatinine.enzymatic.method                                         0\n",
       "urea                                                                0\n",
       "uric.acid                                                           0\n",
       "glomerular.filtration.rate                                          0\n",
       "cystatin                                                            0\n",
       "white.blood.cell                                                    0\n",
       "monocyte.ratio                                                      0\n",
       "monocyte.count                                                      0\n",
       "red.blood.cell                                                      0\n",
       "coefficient.of.variation.of.red.blood.cell.distribution.width       0\n",
       "standard.deviation.of.red.blood.cell.distribution.width             0\n",
       "mean.corpuscular.volume                                             0\n",
       "hematocrit                                                          0\n",
       "lymphocyte.count                                                    0\n",
       "mean.hemoglobin.volume                                              0\n",
       "mean.hemoglobin.concentration                                       0\n",
       "mean.platelet.volume                                                0\n",
       "basophil.ratio                                                     29\n",
       "basophil.count                                                     54\n",
       "eosinophil.ratio                                                  198\n",
       "eosinophil.count                                                  202\n",
       "hemoglobin                                                          0\n",
       "platelet                                                            0\n",
       "platelet.distribution.width                                         0\n",
       "platelet.hematocrit                                                 0\n",
       "neutrophil.ratio                                                    0\n",
       "neutrophil.count                                                    0\n",
       "D.dimer                                                             4\n",
       "international.normalized.ratio                                      0\n",
       "activated.partial.thromboplastin.time                               0\n",
       "thrombin.time                                                       0\n",
       "prothrombin.activity                                                0\n",
       "prothrombin.time.ratio                                              0\n",
       "fibrinogen                                                          0\n",
       "high.sensitivity.troponin                                          51\n",
       "myoglobin                                                           0\n",
       "carbon.dioxide.binding.capacity                                     0\n",
       "calcium                                                             0\n",
       "potassium                                                           0\n",
       "chloride                                                            0\n",
       "sodium                                                              0\n",
       "Inorganic.Phosphorus                                                0\n",
       "serum.magnesium                                                     0\n",
       "creatine.kinase.isoenzyme.to.creatine.kinase                        0\n",
       "hydroxybutyrate.dehydrogenase.to.lactate.dehydrogenase              0\n",
       "hydroxybutyrate.dehydrogenase                                       0\n",
       "glutamic.oxaloacetic.transaminase                                   0\n",
       "creatine.kinase                                                     0\n",
       "creatine.kinase.isoenzyme                                           0\n",
       "lactate.dehydrogenase                                               0\n",
       "brain.natriuretic.peptide                                           0\n",
       "high.sensitivity.protein                                            0\n",
       "nucleotidase                                                        0\n",
       "fucosidase                                                          0\n",
       "albumin                                                             0\n",
       "white.globulin.ratio                                                0\n",
       "cholinesterase                                                      0\n",
       "glutamyltranspeptidase                                              0\n",
       "glutamic.pyruvic.transaminase                                       0\n",
       "glutamic.oxaliplatin                                                0\n",
       "indirect.bilirubin                                                  0\n",
       "alkaline.phosphatase                                                0\n",
       "globulin                                                            0\n",
       "direct.bilirubin                                                    0\n",
       "total.bilirubin                                                     0\n",
       "total.bile.acid                                                     1\n",
       "total.protein                                                       0\n",
       "erythrocyte.sedimentation.rate                                      0\n",
       "cholesterol                                                         0\n",
       "low.density.lipoprotein.cholesterol                                 0\n",
       "triglyceride                                                        0\n",
       "high.density.lipoprotein.cholesterol                                0\n",
       "homocysteine                                                        0\n",
       "apolipoprotein.A                                                    0\n",
       "apolipoprotein.B                                                    0\n",
       "lipoprotein                                                         0\n",
       "pH                                                                  0\n",
       "standard.residual.base                                              8\n",
       "standard.bicarbonate                                                0\n",
       "partial.pressure.of.carbon.dioxide                                  0\n",
       "total.carbon.dioxide                                                0\n",
       "methemoglobin                                                      87\n",
       "hematocrit.blood.gas                                                0\n",
       "reduced.hemoglobin                                                  0\n",
       "potassium.ion                                                       0\n",
       "chloride.ion                                                        0\n",
       "sodium.ion                                                          0\n",
       "glucose.blood.gas                                                   0\n",
       "lactate                                                             0\n",
       "measured.residual.base                                             13\n",
       "measured.bicarbonate                                                0\n",
       "carboxyhemoglobin                                                  36\n",
       "body.temperature.blood.gas                                          0\n",
       "oxygen.saturation                                                   0\n",
       "partial.oxygen.pressure                                             0\n",
       "oxyhemoglobin                                                       0\n",
       "anion.gap                                                           0\n",
       "free.calcium                                                        0\n",
       "total.hemoglobin                                                    0\n",
       "GCS                                                                 0\n",
       "dischargeDay                                                        0\n",
       "ageCat                                                              0\n",
       "update                                                              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ADI[ADI == 0].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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