Statistics PLIC Milano.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_rows = 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/valerio/anaconda3/envs/webvalley19/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3049: DtypeWarning: Columns (11,12,19,41,42,43,50,51,133,137) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('./Data/Milano_with_score.csv', header=0, index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ana:age</th>\n",
       "      <th>ana:education</th>\n",
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       "      <th>ana:standardised_visits</th>\n",
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       "      <th>...</th>\n",
       "      <th>patient_id</th>\n",
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       "      <th>ult_tsa:imt_cc_average_right</th>\n",
       "      <th>ult_tsa:imt_cc_max_left</th>\n",
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       "<p>5 rows × 230 columns</p>\n",
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      "text/plain": [
       "   ana:age  ana:education  ana:gender  ana:standardised_visits  \\\n",
       "0       72              3           0                        2   \n",
       "1       68              5           1                        2   \n",
       "2       53              4           0                        2   \n",
       "3       50              6           0                        2   \n",
       "4       59              6           0                        2   \n",
       "\n",
       "   ana:visits_carried_out  ana_far:antiaggregants  ana_far:antidiabetics  \\\n",
       "0                       2                       1                      0   \n",
       "1                       2                       0                      0   \n",
       "2                       2                       1                      0   \n",
       "3                       2                       0                      0   \n",
       "4                       2                       0                      0   \n",
       "\n",
       "   ana_far:antihypertensive ana_far:att_atc1 ana_far:att_atc2  ... patient_id  \\\n",
       "0                         1          B01AC05               -1  ...         86   \n",
       "1                         1               -1               -1  ...         33   \n",
       "2                         1          B01AC06               -1  ...        270   \n",
       "3                         1               -1               -1  ...         10   \n",
       "4                         1               -1               -1  ...         31   \n",
       "\n",
       "       score ult_tsa:imt_cc_average_left  ult_tsa:imt_cc_average_right  \\\n",
       "0  18.261460                       707.0                         641.0   \n",
       "1   3.306981                       835.0                         592.0   \n",
       "2   3.875747                       573.0                         957.0   \n",
       "3   2.872045                       656.0                         489.0   \n",
       "4   6.301846                       526.0                         609.0   \n",
       "\n",
       "   ult_tsa:imt_cc_max_left ult_tsa:imt_cc_max_right ult_tsa:left_plaque_yn  \\\n",
       "0                   887.00                    721.0                      0   \n",
       "1                   964.00                    722.0                      0   \n",
       "2                     0.63                   1026.0                      0   \n",
       "3                   712.00                    556.0                      0   \n",
       "4                   587.00                    644.0                      0   \n",
       "\n",
       "  ult_tsa:right_plaque_yn visit:visit ScoreClass  \n",
       "0                       0           0          3  \n",
       "1                       0           0          2  \n",
       "2                       0           0          2  \n",
       "3                       0           0          2  \n",
       "4                       0           0          3  \n",
       "\n",
       "[5 rows x 230 columns]"
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "genetics = pd.read_excel('./Data/DBPLIC1_wScoreCLass.xlsx', header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
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       "   Unnamed: 0  cod_pz  BPIFB4 rs2070325  ST6GAL1_rs11710456  SLC2A2_rs5400  \\\n",
       "0           0       1               2.0                 2.0            1.0   \n",
       "1           1       2               NaN                 NaN            3.0   \n",
       "2           2       3               3.0                 1.0            1.0   \n",
       "3           3       4               1.0                 1.0            1.0   \n",
       "4           4       5               2.0                 3.0            2.0   \n",
       "\n",
       "   CD36_rs1761667  CD36_rs1049673  ZC3H10_rs61732294  HDAC1_rs1741981  \\\n",
       "0             2.0             2.0                1.0              1.0   \n",
       "1             2.0             2.0                1.0              1.0   \n",
       "2             2.0             2.0                2.0              1.0   \n",
       "3             1.0             1.0                2.0              1.0   \n",
       "4             2.0             2.0                2.0              1.0   \n",
       "\n",
       "   HDAC1_rs1741981_CCeCTvsTT  ...  rs_9420907_1e2vs3  rs_8105767  \\\n",
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       "3                        1.0  ...                1.0         1.0   \n",
       "4                        1.0  ...                NaN         NaN   \n",
       "\n",
       "   rs_8105767_1vs2e3  rs_8105767_1e2vs3  rs_755017  rs_755017_1vs2e3  \\\n",
       "0                1.0                1.0        NaN               NaN   \n",
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       "3                1.0                1.0        1.0               1.0   \n",
       "4                NaN                NaN        NaN               NaN   \n",
       "\n",
       "   rs_755017_1e2vs3     SCORE  Score  ScoreClass  \n",
       "0               NaN  2.276228    NaN         3.0  \n",
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       "\n",
       "[5 rows x 109 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genetics.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "genetics.drop('Unnamed: 0', inplace=True, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Score', 'ScoreClass'], dtype='object')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genetics.columns[genetics.columns.str.startswith('Score')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "genetics.drop(['Score', 'SCORE', 'ScoreClass'], inplace=True, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "visit_0 = df[df['visit:visit'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1445, 230)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visit_0.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['patient_id'], dtype='object')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visit_0.columns[visit_0.columns.str.startswith('patient')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
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       "    .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>ana:age</th>\n",
       "      <th>ana:education</th>\n",
       "      <th>ana:gender</th>\n",
       "      <th>ana:standardised_visits</th>\n",
       "      <th>ana:visits_carried_out</th>\n",
       "      <th>ana_far:antiaggregants</th>\n",
       "      <th>ana_far:antidiabetics</th>\n",
       "      <th>ana_far:antihypertensive</th>\n",
       "      <th>ana_far:att_atc1</th>\n",
       "      <th>ana_far:att_atc2</th>\n",
       "      <th>...</th>\n",
       "      <th>patient_id</th>\n",
       "      <th>score</th>\n",
       "      <th>ult_tsa:imt_cc_average_left</th>\n",
       "      <th>ult_tsa:imt_cc_average_right</th>\n",
       "      <th>ult_tsa:imt_cc_max_left</th>\n",
       "      <th>ult_tsa:imt_cc_max_right</th>\n",
       "      <th>ult_tsa:left_plaque_yn</th>\n",
       "      <th>ult_tsa:right_plaque_yn</th>\n",
       "      <th>visit:visit</th>\n",
       "      <th>ScoreClass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>72</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>B01AC05</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>18.261460</td>\n",
       "      <td>707.0</td>\n",
       "      <td>641.0</td>\n",
       "      <td>887.00</td>\n",
       "      <td>721.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>33</td>\n",
       "      <td>3.306981</td>\n",
       "      <td>835.0</td>\n",
       "      <td>592.0</td>\n",
       "      <td>964.00</td>\n",
       "      <td>722.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>B01AC06</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>270</td>\n",
       "      <td>3.875747</td>\n",
       "      <td>573.0</td>\n",
       "      <td>957.0</td>\n",
       "      <td>0.63</td>\n",
       "      <td>1026.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2.872045</td>\n",
       "      <td>656.0</td>\n",
       "      <td>489.0</td>\n",
       "      <td>712.00</td>\n",
       "      <td>556.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>59</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>6.301846</td>\n",
       "      <td>526.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>587.00</td>\n",
       "      <td>644.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 230 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ana:age  ana:education  ana:gender  ana:standardised_visits  \\\n",
       "0       72              3           0                        2   \n",
       "1       68              5           1                        2   \n",
       "2       53              4           0                        2   \n",
       "3       50              6           0                        2   \n",
       "4       59              6           0                        2   \n",
       "\n",
       "   ana:visits_carried_out  ana_far:antiaggregants  ana_far:antidiabetics  \\\n",
       "0                       2                       1                      0   \n",
       "1                       2                       0                      0   \n",
       "2                       2                       1                      0   \n",
       "3                       2                       0                      0   \n",
       "4                       2                       0                      0   \n",
       "\n",
       "   ana_far:antihypertensive ana_far:att_atc1 ana_far:att_atc2  ... patient_id  \\\n",
       "0                         1          B01AC05               -1  ...         86   \n",
       "1                         1               -1               -1  ...         33   \n",
       "2                         1          B01AC06               -1  ...        270   \n",
       "3                         1               -1               -1  ...         10   \n",
       "4                         1               -1               -1  ...         31   \n",
       "\n",
       "       score ult_tsa:imt_cc_average_left  ult_tsa:imt_cc_average_right  \\\n",
       "0  18.261460                       707.0                         641.0   \n",
       "1   3.306981                       835.0                         592.0   \n",
       "2   3.875747                       573.0                         957.0   \n",
       "3   2.872045                       656.0                         489.0   \n",
       "4   6.301846                       526.0                         609.0   \n",
       "\n",
       "   ult_tsa:imt_cc_max_left ult_tsa:imt_cc_max_right ult_tsa:left_plaque_yn  \\\n",
       "0                   887.00                    721.0                      0   \n",
       "1                   964.00                    722.0                      0   \n",
       "2                     0.63                   1026.0                      0   \n",
       "3                   712.00                    556.0                      0   \n",
       "4                   587.00                    644.0                      0   \n",
       "\n",
       "  ult_tsa:right_plaque_yn visit:visit ScoreClass  \n",
       "0                       0           0          3  \n",
       "1                       0           0          2  \n",
       "2                       0           0          2  \n",
       "3                       0           0          2  \n",
       "4                       0           0          3  \n",
       "\n",
       "[5 rows x 230 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visit_0.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "patients_id = set(visit_0['patient_id'].values)\n",
    "code_pz = set(genetics['cod_pz'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patients_id.difference(code_pz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1161"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(code_pz.difference(patients_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2606, 105)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genetics.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1445, 335)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visit_0.merge(genetics, left_on='patient_id', right_on='cod_pz').shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "genetics.drop(genetics.columns[genetics.columns.str.contains('VS') | \n",
    "                               genetics.columns.str.contains('vs') | \n",
    "                               genetics.columns.str.contains('1_2e3')], inplace=True, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2606, 62)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genetics.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen_filter = genetics[genetics.columns[genetics.var() > 0.05]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cod_pz                       int64\n",
       "BPIFB4 rs2070325           float64\n",
       "ST6GAL1_rs11710456         float64\n",
       "SLC2A2_rs5400              float64\n",
       "CD36_rs1761667             float64\n",
       "CD36_rs1049673             float64\n",
       "ZC3H10_rs61732294          float64\n",
       "HDAC1_rs1741981            float64\n",
       "HDAC3_rs2547547            float64\n",
       "HDAC3_rs2530223            float64\n",
       "SLC16A7_rs995343           float64\n",
       "PCSK9_rs7552841            float64\n",
       "GCK_rs4607517              float64\n",
       "GCK_rs3757840              float64\n",
       "GCKR_rs1260326             float64\n",
       "P2RX7_rs1718119_SNP1       float64\n",
       "P2RX7_rs11065464_SNP2      float64\n",
       "Fractalkine_R_SNP_V249I    float64\n",
       "Fractalkine_R_SNP_T280M    float64\n",
       "Adiponectin_SNP_276        float64\n",
       "Resistin_SNP_420           float64\n",
       "TLR4_SNP_299               float64\n",
       "TLR4_SNP_399               float64\n",
       "VISFATIN_SNP_1001          float64\n",
       "TLR5_SNP_1174              float64\n",
       "RAGE_SNP_374               float64\n",
       "BDNF_SNP_V66M              float64\n",
       "ApoE_Alleli                float64\n",
       "PCSK9_SNP_I474V            float64\n",
       "SHIP2_SNP                  float64\n",
       "LPL_SNP_447X               float64\n",
       "CYP26B1_SNP                float64\n",
       "LOX1_SNP_1                 float64\n",
       "PTX3_SNP_rs2305619         float64\n",
       "PTX3_SNP_rs3816527         float64\n",
       "PTX3_SNP_rs1840680         float64\n",
       "PTX3_Aplotipo              float64\n",
       "SORT1_SNP                  float64\n",
       "eNOS_SNP_Introne18         float64\n",
       "eNOS_SNP_Esone7            float64\n",
       "eNOS_SNP_Introne19         float64\n",
       "eNOS_SNP_Introne20         float64\n",
       "ALOX_5_SNP                 float64\n",
       "TelomereLength             float64\n",
       "rs17845226                 float64\n",
       "rs1035539                  float64\n",
       "CFDP1_SNP                  float64\n",
       "rs2967374                  float64\n",
       "rs1801075                  float64\n",
       "rs11125529                 float64\n",
       "rs_1799945                 float64\n",
       "rs_2736100                 float64\n",
       "rs_10936599                float64\n",
       "rs_7675998                 float64\n",
       "rs_9420907                 float64\n",
       "rs_8105767                 float64\n",
       "rs_755017                  float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gen_filter.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "gen_filter.to_csv('./Data/genetics_clean_near_zero_var_filter.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "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",
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       "    }\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>cod_pz</th>\n",
       "      <th>BPIFB4 rs2070325</th>\n",
       "      <th>ST6GAL1_rs11710456</th>\n",
       "      <th>SLC2A2_rs5400</th>\n",
       "      <th>CD36_rs1761667</th>\n",
       "      <th>CD36_rs1049673</th>\n",
       "      <th>ZC3H10_rs61732294</th>\n",
       "      <th>HDAC1_rs1741981</th>\n",
       "      <th>HDAC3_rs2547547</th>\n",
       "      <th>HDAC3_rs2530223</th>\n",
       "      <th>...</th>\n",
       "      <th>rs2967374</th>\n",
       "      <th>rs1801075</th>\n",
       "      <th>rs11125529</th>\n",
       "      <th>rs_1799945</th>\n",
       "      <th>rs_2736100</th>\n",
       "      <th>rs_10936599</th>\n",
       "      <th>rs_7675998</th>\n",
       "      <th>rs_9420907</th>\n",
       "      <th>rs_8105767</th>\n",
       "      <th>rs_755017</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</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>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</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>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   cod_pz  BPIFB4 rs2070325  ST6GAL1_rs11710456  SLC2A2_rs5400  \\\n",
       "0       1               2.0                 2.0            1.0   \n",
       "1       2              -1.0                -1.0            3.0   \n",
       "2       3               3.0                 1.0            1.0   \n",
       "3       4               1.0                 1.0            1.0   \n",
       "4       5               2.0                 3.0            2.0   \n",
       "\n",
       "   CD36_rs1761667  CD36_rs1049673  ZC3H10_rs61732294  HDAC1_rs1741981  \\\n",
       "0             2.0             2.0                1.0              1.0   \n",
       "1             2.0             2.0                1.0              1.0   \n",
       "2             2.0             2.0                2.0              1.0   \n",
       "3             1.0             1.0                2.0              1.0   \n",
       "4             2.0             2.0                2.0              1.0   \n",
       "\n",
       "   HDAC3_rs2547547  HDAC3_rs2530223  ...  rs2967374  rs1801075  rs11125529  \\\n",
       "0              1.0              3.0  ...        2.0        1.0         1.0   \n",
       "1              1.0              3.0  ...        1.0        1.0         1.0   \n",
       "2              1.0              3.0  ...        2.0        2.0         1.0   \n",
       "3              3.0              1.0  ...        1.0        1.0         1.0   \n",
       "4              1.0              1.0  ...       -1.0       -1.0        -1.0   \n",
       "\n",
       "   rs_1799945  rs_2736100  rs_10936599  rs_7675998  rs_9420907  rs_8105767  \\\n",
       "0        -1.0        -1.0         -1.0        -1.0        -1.0         1.0   \n",
       "1        -1.0        -1.0          2.0        -1.0        -1.0         1.0   \n",
       "2        -1.0        -1.0         -1.0        -1.0        -1.0         1.0   \n",
       "3         1.0         1.0          2.0         2.0         1.0         1.0   \n",
       "4        -1.0        -1.0         -1.0        -1.0        -1.0        -1.0   \n",
       "\n",
       "   rs_755017  \n",
       "0       -1.0  \n",
       "1        1.0  \n",
       "2        1.0  \n",
       "3        1.0  \n",
       "4       -1.0  \n",
       "\n",
       "[5 rows x 57 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gen_filter.fillna(-1, inplace=True)\n",
    "gen_filter.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_categories = pd.Series(df.columns.values).apply(lambda v: '{}:'.format(v.split(':')[0])).unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['ana:', 'ana_far:', 'ana_fis:', 'ana_pat:', 'eco_art:', 'end:',\n",
       "       'esa_obi:', 'lab:', 'lun_bod_sca:', 'patient_id:', 'score:',\n",
       "       'ult_tsa:', 'visit:'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_categories"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistics on Scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.261460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.306981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.875747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.872045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6.301846</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       score\n",
       "0  18.261460\n",
       "1   3.306981\n",
       "2   3.875747\n",
       "3   2.872045\n",
       "4   6.301846"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.columns[df.columns.str.startswith('score')]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visits = df.groupby('visit:visit')\n",
    "\n",
    "for v, visit in visits:\n",
    "    visit['score'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "_LABELS = {\n",
    "    'ana': 'Anagrafica',\n",
    "    'ana_fis': 'Anamnesi Fisiologica',\n",
    "    'ana_pat': 'Anamnesi Patologica',\n",
    "    'ana_far': 'Anamnesi Farmacologica',\n",
    "    'esa_obi': 'Esame Obiettivo',\n",
    "    'lab': 'Laboratorio',\n",
    "    'ult_tsa': 'Ultrasound Tsa',\n",
    "    'end': 'Endotelio',\n",
    "    'lun_bod_sca': 'Lunar Body Scan',\n",
    "    'eco_art': 'Ecodoppler Arti'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ana',\n",
       " 'ana_fis',\n",
       " 'ana_pat',\n",
       " 'ana_far',\n",
       " 'esa_obi',\n",
       " 'lab',\n",
       " 'ult_tsa',\n",
       " 'end',\n",
       " 'lun_bod_sca',\n",
       " 'eco_art']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(_LABELS.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_categories = list(feature_categories)[2:]  # removing subject id, visit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "iter_cats = iter(feature_categories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Anagrafica\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana:gender</th>\n",
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       "      <td>0.589619</td>\n",
       "      <td>0.589619</td>\n",
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       "      <th rowspan=\"7\" valign=\"top\">ana:education</th>\n",
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       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.82284</td>\n",
       "      <td>4.82353</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                    1         2         3         4\n",
       "ana:visits_carried_out  median           2         2         2         2\n",
       "                        mean       2.01107   2.01107   2.01107   2.01107\n",
       "                        min              2         2         2         2\n",
       "                        max              5         5         5         5\n",
       "                        count         1445      1445      1445      1445\n",
       "                        nunique          4         4         4         4\n",
       "                        <lambda>     int64     int64     int64     int64\n",
       "ana:standardised_visits median           2         2         2         2\n",
       "                        mean             2         2         2         2\n",
       "                        min              2         2         2         2\n",
       "                        max              2         2         2         2\n",
       "                        count         1445      1445      1445      1445\n",
       "                        nunique          1         1         1         1\n",
       "                        <lambda>     int64     int64     int64     int64\n",
       "ana:gender              median           1         1         1         1\n",
       "                        mean      0.589619  0.589619  0.589619  0.589619\n",
       "                        min              0         0         0         0\n",
       "                        max              1         1         1         1\n",
       "                        count         1445      1445      1445      1445\n",
       "                        nunique          2         2         2         2\n",
       "                        <lambda>     int64     int64     int64     int64\n",
       "ana:education           median           5         5         5         5\n",
       "                        mean       4.82284   4.82353   4.81869   4.81869\n",
       "                        min              2         2         2         2\n",
       "                        max              6         6         6         6\n",
       "                        count         1445      1445      1445      1445\n",
       "                        nunique          5         5         5         5\n",
       "                        <lambda>     int64     int64     int64     int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['median', 'mean', 'min', 'max', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Anamnesi Fisiologica\n"
     ]
    },
    {
     "data": {
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       "      <td>7.03529</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:pregnancies_n</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.566782</td>\n",
       "      <td>0.572318</td>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.604152</td>\n",
       "    </tr>\n",
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       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>11</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:completed_pregnancies</th>\n",
       "      <th>mean</th>\n",
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       "      <td>-1</td>\n",
       "      <td>0.496194</td>\n",
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       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:menopause</th>\n",
       "      <th>mean</th>\n",
       "      <td>20.2436</td>\n",
       "      <td>21.6464</td>\n",
       "      <td>24.3571</td>\n",
       "      <td>-1</td>\n",
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       "      <td>-1</td>\n",
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       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>33</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
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       "      <td>1445</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:induced_menopause</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.513495</td>\n",
       "      <td>-0.474048</td>\n",
       "      <td>-0.420761</td>\n",
       "      <td>-0.388927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
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       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:menopause_age</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>25.7356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:alcohols</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.02076</td>\n",
       "      <td>3.02907</td>\n",
       "      <td>2.99931</td>\n",
       "      <td>2.94048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:b_wine</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.39299</td>\n",
       "      <td>0.282</td>\n",
       "      <td>0.407093</td>\n",
       "      <td>0.372007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0.2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:b_beer</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.894907</td>\n",
       "      <td>-0.94427</td>\n",
       "      <td>-0.955059</td>\n",
       "      <td>-0.921246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:b_spirits</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.897702</td>\n",
       "      <td>-0.937702</td>\n",
       "      <td>-0.959488</td>\n",
       "      <td>-0.946678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:smoking</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.475433</td>\n",
       "      <td>0.480277</td>\n",
       "      <td>0.484429</td>\n",
       "      <td>0.484429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:physical_activity</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.49896</td>\n",
       "      <td>2.5128</td>\n",
       "      <td>2.52318</td>\n",
       "      <td>2.54325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:physical_activity_intensity</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.970934</td>\n",
       "      <td>0.990311</td>\n",
       "      <td>0.858824</td>\n",
       "      <td>1.22837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_fis:physical_activity_hours</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.615107</td>\n",
       "      <td>0.610934</td>\n",
       "      <td>0.520456</td>\n",
       "      <td>1.16727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>33</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                                1         2         3  \\\n",
       "ana_fis:menarche                    mean       7.03391   7.03529   7.03529   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max             18        18        18   \n",
       "                                    median          11        11        11   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique         12        12        12   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:pregnancies_n               mean      0.566782  0.572318  0.588235   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max              9         9         9   \n",
       "                                    median           1         1         1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique         11        11        11   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:completed_pregnancies       mean            -1        -1        -1   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max             -1        -1        -1   \n",
       "                                    median          -1        -1        -1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          1         1         1   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:menopause                   mean       20.2436   21.6464   24.3571   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max             60        60        65   \n",
       "                                    median          -1        -1        33   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique         32        32        33   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:induced_menopause           mean     -0.513495 -0.474048 -0.420761   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max              1         1         1   \n",
       "                                    median          -1        -1        -1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          3         3         3   \n",
       "                                    <lambda>     int64     int64     int64   \n",
       "ana_fis:menopause_age               mean            -1        -1        -1   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max             -1        -1        -1   \n",
       "                                    median          -1        -1        -1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          1         1         1   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:alcohols                    mean       3.02076   3.02907   2.99931   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max              4         4         4   \n",
       "                                    median           3         3         3   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          4         4         4   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:b_wine                      mean       0.39299     0.282  0.407093   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max             10         6         8   \n",
       "                                    median         0.2        -1       0.5   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique         16        14        15   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:b_beer                      mean     -0.894907  -0.94427 -0.955059   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max              5         4         5   \n",
       "                                    median          -1        -1        -1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          8         6         9   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:b_spirits                   mean     -0.897702 -0.937702 -0.959488   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max              7         7         7   \n",
       "                                    median          -1        -1        -1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          9        11         9   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:smoking                     mean      0.475433  0.480277  0.484429   \n",
       "                                    min              0         0         0   \n",
       "                                    max              1         1         1   \n",
       "                                    median           0         0         0   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          2         2         2   \n",
       "                                    <lambda>     int64     int64     int64   \n",
       "ana_fis:physical_activity           mean       2.49896    2.5128   2.52318   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max              4         4         4   \n",
       "                                    median           2         2         2   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          4         4         4   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:physical_activity_intensity mean      0.970934  0.990311  0.858824   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max              6         6         6   \n",
       "                                    median          -1        -1        -1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique          4         4         4   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "ana_fis:physical_activity_hours     mean      0.615107  0.610934  0.520456   \n",
       "                                    min             -1        -1        -1   \n",
       "                                    max             20        20        45   \n",
       "                                    median          -1        -1        -1   \n",
       "                                    count         1445      1445      1445   \n",
       "                                    nunique         19        18        33   \n",
       "                                    <lambda>   float64   float64   float64   \n",
       "\n",
       "visit                                                4  \n",
       "ana_fis:menarche                    mean       7.03529  \n",
       "                                    min             -1  \n",
       "                                    max             18  \n",
       "                                    median          11  \n",
       "                                    count         1445  \n",
       "                                    nunique         12  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:pregnancies_n               mean      0.604152  \n",
       "                                    min             -1  \n",
       "                                    max              9  \n",
       "                                    median           1  \n",
       "                                    count         1445  \n",
       "                                    nunique         11  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:completed_pregnancies       mean      0.496194  \n",
       "                                    min             -1  \n",
       "                                    max              7  \n",
       "                                    median           1  \n",
       "                                    count         1445  \n",
       "                                    nunique          8  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:menopause                   mean            -1  \n",
       "                                    min             -1  \n",
       "                                    max             -1  \n",
       "                                    median          -1  \n",
       "                                    count         1445  \n",
       "                                    nunique          1  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:induced_menopause           mean     -0.388927  \n",
       "                                    min             -1  \n",
       "                                    max              1  \n",
       "                                    median           0  \n",
       "                                    count         1445  \n",
       "                                    nunique          3  \n",
       "                                    <lambda>     int64  \n",
       "ana_fis:menopause_age               mean       25.7356  \n",
       "                                    min             -1  \n",
       "                                    max             65  \n",
       "                                    median          41  \n",
       "                                    count         1445  \n",
       "                                    nunique         33  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:alcohols                    mean       2.94048  \n",
       "                                    min             -1  \n",
       "                                    max              4  \n",
       "                                    median           3  \n",
       "                                    count         1445  \n",
       "                                    nunique          4  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:b_wine                      mean      0.372007  \n",
       "                                    min             -1  \n",
       "                                    max              6  \n",
       "                                    median         0.5  \n",
       "                                    count         1445  \n",
       "                                    nunique         15  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:b_beer                      mean     -0.921246  \n",
       "                                    min             -1  \n",
       "                                    max              4  \n",
       "                                    median          -1  \n",
       "                                    count         1445  \n",
       "                                    nunique          8  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:b_spirits                   mean     -0.946678  \n",
       "                                    min             -1  \n",
       "                                    max              5  \n",
       "                                    median          -1  \n",
       "                                    count         1445  \n",
       "                                    nunique          6  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:smoking                     mean      0.484429  \n",
       "                                    min              0  \n",
       "                                    max              1  \n",
       "                                    median           0  \n",
       "                                    count         1445  \n",
       "                                    nunique          2  \n",
       "                                    <lambda>     int64  \n",
       "ana_fis:physical_activity           mean       2.54325  \n",
       "                                    min             -1  \n",
       "                                    max              4  \n",
       "                                    median           3  \n",
       "                                    count         1445  \n",
       "                                    nunique          4  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:physical_activity_intensity mean       1.22837  \n",
       "                                    min             -1  \n",
       "                                    max              6  \n",
       "                                    median          -1  \n",
       "                                    count         1445  \n",
       "                                    nunique          6  \n",
       "                                    <lambda>   float64  \n",
       "ana_fis:physical_activity_hours     mean       1.16727  \n",
       "                                    min             -1  \n",
       "                                    max             21  \n",
       "                                    median           0  \n",
       "                                    count         1445  \n",
       "                                    nunique         29  \n",
       "                                    <lambda>   float64  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Anamnesi Patologica\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "        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>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:chd</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00207612</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00346021</td>\n",
       "      <td>0.0103806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:chd_profile</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.02353</td>\n",
       "      <td>2.02353</td>\n",
       "      <td>2.02353</td>\n",
       "      <td>2.02353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_chd</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00207612</td>\n",
       "      <td>0.00207612</td>\n",
       "      <td>0.00553633</td>\n",
       "      <td>0.015917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:angina</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.017301</td>\n",
       "      <td>0.00415225</td>\n",
       "      <td>0.00622837</td>\n",
       "      <td>0.00276817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:angina_profile</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.09689</td>\n",
       "      <td>2.09689</td>\n",
       "      <td>2.09689</td>\n",
       "      <td>2.09689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_angina</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.017301</td>\n",
       "      <td>0.0214533</td>\n",
       "      <td>0.0276817</td>\n",
       "      <td>0.0304498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:silent_ischaemia</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00761246</td>\n",
       "      <td>0.00346021</td>\n",
       "      <td>0.00484429</td>\n",
       "      <td>0.00276817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:ischaemia_silent_profile</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.05329</td>\n",
       "      <td>2.05329</td>\n",
       "      <td>2.05329</td>\n",
       "      <td>2.05329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_silent_ischemia</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00761246</td>\n",
       "      <td>0.0110727</td>\n",
       "      <td>0.015917</td>\n",
       "      <td>0.0186851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:ima</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0138408</td>\n",
       "      <td>0.00346021</td>\n",
       "      <td>0.00415225</td>\n",
       "      <td>0.00899654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:ima_profile</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.08166</td>\n",
       "      <td>2.08166</td>\n",
       "      <td>2.08166</td>\n",
       "      <td>2.08166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_ima</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0138408</td>\n",
       "      <td>0.017301</td>\n",
       "      <td>0.0200692</td>\n",
       "      <td>0.0290657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:bypass</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00692042</td>\n",
       "      <td>0.00276817</td>\n",
       "      <td>0.00276817</td>\n",
       "      <td>0.00484429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:profile_bypass</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.04637</td>\n",
       "      <td>2.04637</td>\n",
       "      <td>2.04637</td>\n",
       "      <td>2.04637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_bypass</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00692042</td>\n",
       "      <td>0.00968858</td>\n",
       "      <td>0.0124567</td>\n",
       "      <td>0.017301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:ptca</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00484429</td>\n",
       "      <td>0.00415225</td>\n",
       "      <td>0.00761246</td>\n",
       "      <td>0.0138408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_ptca</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00484429</td>\n",
       "      <td>0.00899654</td>\n",
       "      <td>0.0145329</td>\n",
       "      <td>0.0269896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:strokes</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0103806</td>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0.00692042</td>\n",
       "      <td>0.00622837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:stroke_profile</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.07336</td>\n",
       "      <td>2.07336</td>\n",
       "      <td>2.07336</td>\n",
       "      <td>2.07336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_stroke</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0103806</td>\n",
       "      <td>0.0110727</td>\n",
       "      <td>0.017301</td>\n",
       "      <td>0.0228374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:tia</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0117647</td>\n",
       "      <td>0.00138408</td>\n",
       "      <td>0.00553633</td>\n",
       "      <td>0.0207612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:tia_profile</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.08374</td>\n",
       "      <td>2.08374</td>\n",
       "      <td>2.08374</td>\n",
       "      <td>2.08374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_tia</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0117647</td>\n",
       "      <td>0.0131488</td>\n",
       "      <td>0.0186851</td>\n",
       "      <td>0.0394464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:peripheral_arteriopathy</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.02284</td>\n",
       "      <td>3.03668</td>\n",
       "      <td>3.08374</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:peripheral_arteriopathy_tsa</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.08997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:peripheral_arteriopathy_limbs</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.00623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_peripheral_arteriopathy</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0228374</td>\n",
       "      <td>0.0588235</td>\n",
       "      <td>0.142561</td>\n",
       "      <td>0.147405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:aortic_arteriopathy</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0083045</td>\n",
       "      <td>0.00484429</td>\n",
       "      <td>0.00553633</td>\n",
       "      <td>0.00968858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_aortic_arteriopathy</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0083045</td>\n",
       "      <td>0.0131488</td>\n",
       "      <td>0.0186851</td>\n",
       "      <td>0.0283737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:atrial_fibrillation</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00968858</td>\n",
       "      <td>0.00553633</td>\n",
       "      <td>0.00415225</td>\n",
       "      <td>0.0152249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:arrhythmia</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.01107</td>\n",
       "      <td>3.00208</td>\n",
       "      <td>3.00761</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:major_arrhythmias</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.00692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:ivs</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00207612</td>\n",
       "      <td>0.00346021</td>\n",
       "      <td>0.0179931</td>\n",
       "      <td>0.000692042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:imbalance</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00276817</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00138408</td>\n",
       "      <td>0.000692042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:remote_decompensation</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00276817</td>\n",
       "      <td>0.00276817</td>\n",
       "      <td>0.00415225</td>\n",
       "      <td>0.00484429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:venous_thrombosis</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0152249</td>\n",
       "      <td>0.016609</td>\n",
       "      <td>0.017301</td>\n",
       "      <td>0.00484429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:cerebral_hemorrhage</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00138408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:hypertension_self</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.273356</td>\n",
       "      <td>0.310035</td>\n",
       "      <td>0.343945</td>\n",
       "      <td>0.0878893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:diabetes1_self</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0.00207612</td>\n",
       "      <td>0.00207612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:diabetes2_self</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0311419</td>\n",
       "      <td>0.0415225</td>\n",
       "      <td>0.033218</td>\n",
       "      <td>0.0207612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:self_obesity</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.148097</td>\n",
       "      <td>0.146713</td>\n",
       "      <td>0.173702</td>\n",
       "      <td>0.00553633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:self_dyslipidaemia</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.27266</td>\n",
       "      <td>3.05675</td>\n",
       "      <td>3.07266</td>\n",
       "      <td>5.03114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:self_type_dyslipidemia</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.46436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:xanthomatosis</th>\n",
       "      <th>mean</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:nephropathies_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.015917</td>\n",
       "      <td>0.00899654</td>\n",
       "      <td>0.0152249</td>\n",
       "      <td>0.0145329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:thyroid_function</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.07474</td>\n",
       "      <td>3.05744</td>\n",
       "      <td>3.06367</td>\n",
       "      <td>3.04567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:hepatopathies_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0643599</td>\n",
       "      <td>0.066436</td>\n",
       "      <td>0.0809689</td>\n",
       "      <td>0.0249135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:steatosis_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0117647</td>\n",
       "      <td>0.017301</td>\n",
       "      <td>0.0228374</td>\n",
       "      <td>0.0179931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:cholecystectomy</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0449827</td>\n",
       "      <td>0.015917</td>\n",
       "      <td>0.0262976</td>\n",
       "      <td>0.00968858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:pancreatopathy_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.00208</td>\n",
       "      <td>3.00069</td>\n",
       "      <td>3.00346</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:pancreatopathy_yn.1</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.00208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:pancreatopathy_type</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.641522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:copd</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00346021</td>\n",
       "      <td>0.00346021</td>\n",
       "      <td>0.00553633</td>\n",
       "      <td>0.00622837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:ns_neoplasm</th>\n",
       "      <th>mean</th>\n",
       "      <td>4.02215</td>\n",
       "      <td>4.0263</td>\n",
       "      <td>4.05536</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:neoplasm1_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4.05398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:neoplasm1_operated</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.185467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:neoplasm1_therapy</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.0851211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:neoplasm2_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.54464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:neoplasm2_type</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.974394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:neoplasm2_operated</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.986851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_pat:neoplasm2_therapy</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.991003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                                      1            2  \\\n",
       "ana_pat:chd                            mean       0.00207612            0   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            0   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            1   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:chd_profile                    mean          2.02353      2.02353   \n",
       "                                       min                 2            2   \n",
       "                                       max                 5            5   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             4            4   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_chd                     mean       0.00207612   0.00207612   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:angina                         mean         0.017301   0.00415225   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:angina_profile                 mean          2.09689      2.09689   \n",
       "                                       min                 2            2   \n",
       "                                       max                 6            6   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             5            5   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_angina                  mean         0.017301    0.0214533   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:silent_ischaemia               mean       0.00761246   0.00346021   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:ischaemia_silent_profile       mean          2.05329      2.05329   \n",
       "                                       min                 2            2   \n",
       "                                       max                 6            6   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             5            5   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_silent_ischemia         mean       0.00761246    0.0110727   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:ima                            mean        0.0138408   0.00346021   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:ima_profile                    mean          2.08166      2.08166   \n",
       "                                       min                 2            2   \n",
       "                                       max                 7            7   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             6            6   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_ima                     mean        0.0138408     0.017301   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:bypass                         mean       0.00692042   0.00276817   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:profile_bypass                 mean          2.04637      2.04637   \n",
       "                                       min                 2            2   \n",
       "                                       max                 6            6   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             5            5   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_bypass                  mean       0.00692042   0.00968858   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:ptca                           mean       0.00484429   0.00415225   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_ptca                    mean       0.00484429   0.00899654   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:strokes                        mean        0.0103806  0.000692042   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:stroke_profile                 mean          2.07336      2.07336   \n",
       "                                       min                 2            2   \n",
       "                                       max                 7            7   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             6            6   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_stroke                  mean        0.0103806    0.0110727   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:tia                            mean        0.0117647   0.00138408   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:tia_profile                    mean          2.08374      2.08374   \n",
       "                                       min                 2            2   \n",
       "                                       max                 7            7   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             6            6   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_tia                     mean        0.0117647    0.0131488   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:peripheral_arteriopathy        mean          3.02284      3.03668   \n",
       "                                       min                 3            3   \n",
       "                                       max                 4            4   \n",
       "                                       median              3            3   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:peripheral_arteriopathy_tsa    mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:peripheral_arteriopathy_limbs  mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:remote_peripheral_arteriopathy mean        0.0228374    0.0588235   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:aortic_arteriopathy            mean        0.0083045   0.00484429   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_aortic_arteriopathy     mean        0.0083045    0.0131488   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:atrial_fibrillation            mean       0.00968858   0.00553633   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:arrhythmia                     mean          3.01107      3.00208   \n",
       "                                       min                 3            3   \n",
       "                                       max                 4            4   \n",
       "                                       median              3            3   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:major_arrhythmias              mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:ivs                            mean       0.00207612   0.00346021   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:imbalance                      mean       0.00276817            0   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            0   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            1   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:remote_decompensation          mean       0.00276817   0.00276817   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:venous_thrombosis              mean        0.0152249     0.016609   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:cerebral_hemorrhage            mean      0.000692042  0.000692042   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:hypertension_self              mean         0.273356     0.310035   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:diabetes1_self                 mean      0.000692042  0.000692042   \n",
       "                                       min                 0           -1   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            3   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:diabetes2_self                 mean        0.0311419    0.0415225   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:self_obesity                   mean         0.148097     0.146713   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:self_dyslipidaemia             mean          3.27266      3.05675   \n",
       "                                       min                -1           -1   \n",
       "                                       max                 5            5   \n",
       "                                       median              2            2   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             5            5   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:self_type_dyslipidemia         mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:xanthomatosis                  mean                0            0   \n",
       "                                       min                 0            0   \n",
       "                                       max                 0            0   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:nephropathies_yn               mean         0.015917   0.00899654   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:thyroid_function               mean          3.07474      3.05744   \n",
       "                                       min                 2            2   \n",
       "                                       max                 5            5   \n",
       "                                       median              3            3   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             4            4   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:hepatopathies_yn               mean        0.0643599     0.066436   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:steatosis_yn                   mean        0.0117647     0.017301   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:cholecystectomy                mean        0.0449827     0.015917   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:pancreatopathy_yn              mean          3.00208      3.00069   \n",
       "                                       min                 3            3   \n",
       "                                       max                 4            4   \n",
       "                                       median              3            3   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:pancreatopathy_yn.1            mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:pancreatopathy_type            mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:copd                           mean       0.00346021   0.00346021   \n",
       "                                       min                 0            0   \n",
       "                                       max                 1            1   \n",
       "                                       median              0            0   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            2   \n",
       "                                       <lambda>        int64        int64   \n",
       "ana_pat:ns_neoplasm                    mean          4.02215       4.0263   \n",
       "                                       min                 4            3   \n",
       "                                       max                 5            5   \n",
       "                                       median              4            4   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             2            3   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:neoplasm1_yn                   mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:neoplasm1_operated             mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:neoplasm1_therapy              mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:neoplasm2_yn                   mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:neoplasm2_type                 mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:neoplasm2_operated             mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "ana_pat:neoplasm2_therapy              mean               -1           -1   \n",
       "                                       min                -1           -1   \n",
       "                                       max                -1           -1   \n",
       "                                       median             -1           -1   \n",
       "                                       count            1445         1445   \n",
       "                                       nunique             1            1   \n",
       "                                       <lambda>      float64      float64   \n",
       "\n",
       "visit                                                      3            4  \n",
       "ana_pat:chd                            mean       0.00346021    0.0103806  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:chd_profile                    mean          2.02353      2.02353  \n",
       "                                       min                 2            2  \n",
       "                                       max                 5            5  \n",
       "                                       median              2            2  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             4            4  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_chd                     mean       0.00553633     0.015917  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:angina                         mean       0.00622837   0.00276817  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:angina_profile                 mean          2.09689      2.09689  \n",
       "                                       min                 2            2  \n",
       "                                       max                 6            6  \n",
       "                                       median              2            2  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             5            5  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_angina                  mean        0.0276817    0.0304498  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:silent_ischaemia               mean       0.00484429   0.00276817  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:ischaemia_silent_profile       mean          2.05329      2.05329  \n",
       "                                       min                 2            2  \n",
       "                                       max                 6            6  \n",
       "                                       median              2            2  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             5            5  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_silent_ischemia         mean         0.015917    0.0186851  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:ima                            mean       0.00415225   0.00899654  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:ima_profile                    mean          2.08166      2.08166  \n",
       "                                       min                 2            2  \n",
       "                                       max                 7            7  \n",
       "                                       median              2            2  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             6            6  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_ima                     mean        0.0200692    0.0290657  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:bypass                         mean       0.00276817   0.00484429  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:profile_bypass                 mean          2.04637      2.04637  \n",
       "                                       min                 2            2  \n",
       "                                       max                 6            6  \n",
       "                                       median              2            2  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             5            5  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_bypass                  mean        0.0124567     0.017301  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:ptca                           mean       0.00761246    0.0138408  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_ptca                    mean        0.0145329    0.0269896  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:strokes                        mean       0.00692042   0.00622837  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:stroke_profile                 mean          2.07336      2.07336  \n",
       "                                       min                 2            2  \n",
       "                                       max                 7            7  \n",
       "                                       median              2            2  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             6            6  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_stroke                  mean         0.017301    0.0228374  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:tia                            mean       0.00553633    0.0207612  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:tia_profile                    mean          2.08374      2.08374  \n",
       "                                       min                 2            2  \n",
       "                                       max                 7            7  \n",
       "                                       median              2            2  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             6            6  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_tia                     mean        0.0186851    0.0394464  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:peripheral_arteriopathy        mean          3.08374           -1  \n",
       "                                       min                 3           -1  \n",
       "                                       max                 4           -1  \n",
       "                                       median              3           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            1  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:peripheral_arteriopathy_tsa    mean               -1      3.08997  \n",
       "                                       min                -1            3  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1            3  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            2  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:peripheral_arteriopathy_limbs  mean               -1      3.00623  \n",
       "                                       min                -1            3  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1            3  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            2  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:remote_peripheral_arteriopathy mean         0.142561     0.147405  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:aortic_arteriopathy            mean       0.00553633   0.00968858  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_aortic_arteriopathy     mean        0.0186851    0.0283737  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:atrial_fibrillation            mean       0.00415225    0.0152249  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:arrhythmia                     mean          3.00761           -1  \n",
       "                                       min                 3           -1  \n",
       "                                       max                 4           -1  \n",
       "                                       median              3           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            1  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:major_arrhythmias              mean               -1      3.00692  \n",
       "                                       min                -1            3  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1            3  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            2  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:ivs                            mean        0.0179931  0.000692042  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:imbalance                      mean       0.00138408  0.000692042  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:remote_decompensation          mean       0.00415225   0.00484429  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:venous_thrombosis              mean         0.017301   0.00484429  \n",
       "                                       min                 0           -1  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            3  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:cerebral_hemorrhage            mean                0   0.00138408  \n",
       "                                       min                 0            0  \n",
       "                                       max                 0            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:hypertension_self              mean         0.343945    0.0878893  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:diabetes1_self                 mean       0.00207612   0.00207612  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:diabetes2_self                 mean         0.033218    0.0207612  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:self_obesity                   mean         0.173702   0.00553633  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:self_dyslipidaemia             mean          3.07266      5.03114  \n",
       "                                       min                 2           -1  \n",
       "                                       max                 5            6  \n",
       "                                       median              2            5  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             4            3  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:self_type_dyslipidemia         mean               -1      3.46436  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            8  \n",
       "                                       median             -1            4  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            7  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:xanthomatosis                  mean      0.000692042            0  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            0  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            1  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:nephropathies_yn               mean        0.0152249    0.0145329  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:thyroid_function               mean          3.06367      3.04567  \n",
       "                                       min                 2            2  \n",
       "                                       max                 5            5  \n",
       "                                       median              3            3  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             4            4  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:hepatopathies_yn               mean        0.0809689    0.0249135  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:steatosis_yn                   mean        0.0228374    0.0179931  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:cholecystectomy                mean        0.0262976   0.00968858  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:pancreatopathy_yn              mean          3.00346           -1  \n",
       "                                       min                 3           -1  \n",
       "                                       max                 4           -1  \n",
       "                                       median              3           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            1  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:pancreatopathy_yn.1            mean               -1      3.00208  \n",
       "                                       min                -1            3  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1            3  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            2  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:pancreatopathy_type            mean               -1    -0.641522  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            3  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:copd                           mean       0.00553633   0.00622837  \n",
       "                                       min                 0            0  \n",
       "                                       max                 1            1  \n",
       "                                       median              0            0  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            2  \n",
       "                                       <lambda>        int64        int64  \n",
       "ana_pat:ns_neoplasm                    mean          4.05536           -1  \n",
       "                                       min                 4           -1  \n",
       "                                       max                 5           -1  \n",
       "                                       median              4           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             2            1  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:neoplasm1_yn                   mean               -1      4.05398  \n",
       "                                       min                -1            3  \n",
       "                                       max                -1            5  \n",
       "                                       median             -1            4  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            3  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:neoplasm1_operated             mean               -1     0.185467  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            3  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:neoplasm1_therapy              mean               -1    0.0851211  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            3  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:neoplasm2_yn                   mean               -1      1.54464  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1            3  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            3  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:neoplasm2_type                 mean               -1    -0.974394  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            8  \n",
       "                                       median             -1           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            7  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:neoplasm2_operated             mean               -1    -0.986851  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            3  \n",
       "                                       <lambda>      float64      float64  \n",
       "ana_pat:neoplasm2_therapy              mean               -1    -0.991003  \n",
       "                                       min                -1           -1  \n",
       "                                       max                -1            4  \n",
       "                                       median             -1           -1  \n",
       "                                       count            1445         1445  \n",
       "                                       nunique             1            3  \n",
       "                                       <lambda>      float64      float64  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Anamnesi Farmacologica\n"
     ]
    },
    {
     "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>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ns_drugs</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.577855</td>\n",
       "      <td>0.613841</td>\n",
       "      <td>0.702422</td>\n",
       "      <td>0.797924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:antihypertensive</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.266436</td>\n",
       "      <td>0.295502</td>\n",
       "      <td>0.389619</td>\n",
       "      <td>0.485121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:statins</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.107958</td>\n",
       "      <td>0.179239</td>\n",
       "      <td>0.242215</td>\n",
       "      <td>0.351557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:fibers</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0124567</td>\n",
       "      <td>0.0186851</td>\n",
       "      <td>0.0242215</td>\n",
       "      <td>0.0276817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:dm_atc3</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.99654</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.970934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:dm_pa3</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.995848</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.971626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:antidiabetics</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0131488</td>\n",
       "      <td>0.0186851</td>\n",
       "      <td>0.0442907</td>\n",
       "      <td>0.0740484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:att_atc2</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.988235</td>\n",
       "      <td>-0.993772</td>\n",
       "      <td>-0.96955</td>\n",
       "      <td>-0.96955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:att_pa2</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.994464</td>\n",
       "      <td>-0.997924</td>\n",
       "      <td>-0.970242</td>\n",
       "      <td>-0.955709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:antiaggregants</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0782007</td>\n",
       "      <td>0.099654</td>\n",
       "      <td>0.143253</td>\n",
       "      <td>0.222145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ot_atc7</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.997232</td>\n",
       "      <td>-0.99654</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.982007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ht_atc5</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.993772</td>\n",
       "      <td>-0.990311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ht_pa5</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.992388</td>\n",
       "      <td>-0.991696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:dm_atc4</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.992388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:dm_pa4</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.991003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:att_atc3</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.997924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:att_pa3</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.997924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ot_atc8</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.997924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ot_atc9</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.997924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ot_atc10</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.997924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ot_atc11</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.997924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ana_far:ot_atc12</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.997232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                      1          2          3          4\n",
       "ana_far:ns_drugs         mean       0.577855   0.613841   0.702422   0.797924\n",
       "                         min               0          0          0          0\n",
       "                         max               1          1          1          1\n",
       "                         median            1          1          1          1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          2          2          2\n",
       "                         <lambda>      int64      int64      int64      int64\n",
       "ana_far:antihypertensive mean       0.266436   0.295502   0.389619   0.485121\n",
       "                         min               0          0          0          0\n",
       "                         max               1          1          1          1\n",
       "                         median            0          0          0          0\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          2          2          2\n",
       "                         <lambda>      int64      int64      int64      int64\n",
       "ana_far:statins          mean       0.107958   0.179239   0.242215   0.351557\n",
       "                         min               0          0          0          0\n",
       "                         max               1          1          1          1\n",
       "                         median            0          0          0          0\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          2          2          2\n",
       "                         <lambda>      int64      int64      int64      int64\n",
       "ana_far:fibers           mean      0.0124567  0.0186851  0.0242215  0.0276817\n",
       "                         min               0          0          0          0\n",
       "                         max               1          1          1          1\n",
       "                         median            0          0          0          0\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          2          2          2\n",
       "                         <lambda>      int64      int64      int64      int64\n",
       "ana_far:dm_atc3          mean       -0.99654         -1         -1  -0.970934\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max               4         -1         -1          7\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          1          1          6\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:dm_pa3           mean      -0.995848         -1         -1  -0.971626\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max               5         -1         -1          8\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          1          1          6\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:antidiabetics    mean      0.0131488  0.0186851  0.0442907  0.0740484\n",
       "                         min               0          0          0          0\n",
       "                         max               1          1          1          1\n",
       "                         median            0          0          0          0\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          2          2          2\n",
       "                         <lambda>      int64      int64      int64      int64\n",
       "ana_far:att_atc2         mean      -0.988235  -0.993772   -0.96955   -0.96955\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max               8          8          6          5\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           3          2          4          4\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:att_pa2          mean      -0.994464  -0.997924  -0.970242  -0.955709\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max               4          2          7          8\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           3          2          4          4\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:antiaggregants   mean      0.0782007   0.099654   0.143253   0.222145\n",
       "                         min               0          0          0          0\n",
       "                         max               1          1          1          1\n",
       "                         median            0          0          0          0\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          2          2          2\n",
       "                         <lambda>      int64      int64      int64      int64\n",
       "ana_far:ot_atc7          mean      -0.997232   -0.99654         -1  -0.982007\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max               3          4         -1          8\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           2          2          1          5\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:ht_atc5          mean             -1         -1  -0.993772  -0.990311\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1          4          5\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          3          4\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:ht_pa5           mean             -1         -1  -0.992388  -0.991696\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1          6          4\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          3          4\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:dm_atc4          mean             -1         -1         -1  -0.992388\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          3\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          3\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:dm_pa4           mean             -1         -1         -1  -0.991003\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          4\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          3\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:att_atc3         mean             -1         -1         -1  -0.997924\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          2\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          2\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:att_pa3          mean             -1         -1         -1  -0.997924\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          2\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          2\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:ot_atc8          mean             -1         -1         -1  -0.997924\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          2\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          2\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:ot_atc9          mean             -1         -1         -1  -0.997924\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          2\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          2\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:ot_atc10         mean             -1         -1         -1  -0.997924\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          2\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          2\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:ot_atc11         mean             -1         -1         -1  -0.997924\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          2\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          2\n",
       "                         <lambda>    float64    float64    float64    float64\n",
       "ana_far:ot_atc12         mean             -1         -1         -1  -0.997232\n",
       "                         min              -1         -1         -1         -1\n",
       "                         max              -1         -1         -1          3\n",
       "                         median           -1         -1         -1         -1\n",
       "                         count          1445       1445       1445       1445\n",
       "                         nunique           1          1          1          2\n",
       "                         <lambda>    float64    float64    float64    float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Esame Obiettivo\n"
     ]
    },
    {
     "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>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:weight</th>\n",
       "      <th>mean</th>\n",
       "      <td>70.2293</td>\n",
       "      <td>70.4537</td>\n",
       "      <td>71.3727</td>\n",
       "      <td>71.0618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>122</td>\n",
       "      <td>127.5</td>\n",
       "      <td>125</td>\n",
       "      <td>122.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>70.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>334</td>\n",
       "      <td>397</td>\n",
       "      <td>320</td>\n",
       "      <td>509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:height</th>\n",
       "      <th>mean</th>\n",
       "      <td>1.62563</td>\n",
       "      <td>1.61532</td>\n",
       "      <td>1.62345</td>\n",
       "      <td>1.61109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.93</td>\n",
       "      <td>1.92</td>\n",
       "      <td>1.92</td>\n",
       "      <td>1.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>1.62</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:bmi_calc</th>\n",
       "      <th>mean</th>\n",
       "      <td>26.3962</td>\n",
       "      <td>26.6359</td>\n",
       "      <td>27.0128</td>\n",
       "      <td>26.9468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>46.277</td>\n",
       "      <td>47.2884</td>\n",
       "      <td>46.9131</td>\n",
       "      <td>48.4949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>26.0417</td>\n",
       "      <td>26.4024</td>\n",
       "      <td>26.6991</td>\n",
       "      <td>26.6991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1173</td>\n",
       "      <td>1240</td>\n",
       "      <td>1145</td>\n",
       "      <td>1373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:waist</th>\n",
       "      <th>mean</th>\n",
       "      <td>77.3384</td>\n",
       "      <td>84.3918</td>\n",
       "      <td>91.7837</td>\n",
       "      <td>92.0059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>130</td>\n",
       "      <td>134</td>\n",
       "      <td>137</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>92.91</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>67</td>\n",
       "      <td>93</td>\n",
       "      <td>72</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:hips</th>\n",
       "      <th>mean</th>\n",
       "      <td>53.717</td>\n",
       "      <td>97.3699</td>\n",
       "      <td>103.757</td>\n",
       "      <td>102.394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>142</td>\n",
       "      <td>142</td>\n",
       "      <td>144</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>89</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:waist_hips_calc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-0.0335475</td>\n",
       "      <td>0.753019</td>\n",
       "      <td>0.882673</td>\n",
       "      <td>0.885841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>13.875</td>\n",
       "      <td>1.13592</td>\n",
       "      <td>2.30233</td>\n",
       "      <td>1.1954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0.73913</td>\n",
       "      <td>0.85567</td>\n",
       "      <td>0.881818</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>449</td>\n",
       "      <td>702</td>\n",
       "      <td>688</td>\n",
       "      <td>642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:pa_ankle_right</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>105.179</td>\n",
       "      <td>123.722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>290</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>130</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:pa_left_ankle</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>105.049</td>\n",
       "      <td>125.638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>225</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>130</td>\n",
       "      <td>145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:abi_dx_calc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.53201</td>\n",
       "      <td>0.753532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.07143</td>\n",
       "      <td>2.36842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.03571</td>\n",
       "      <td>1.11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>204</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:abi_sx_calc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.529525</td>\n",
       "      <td>0.393831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.875</td>\n",
       "      <td>2.16667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1.03571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>218</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:abi_mean_calc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.527244</td>\n",
       "      <td>0.349385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.875</td>\n",
       "      <td>2.20921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.03846</td>\n",
       "      <td>1.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>409</td>\n",
       "      <td>433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:peripheral_arterial_wrists</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.96955</td>\n",
       "      <td>3.96125</td>\n",
       "      <td>3.99446</td>\n",
       "      <td>3.98616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:heart_rate</th>\n",
       "      <th>mean</th>\n",
       "      <td>66.7294</td>\n",
       "      <td>69.6588</td>\n",
       "      <td>68.7882</td>\n",
       "      <td>69.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>110</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:bruit_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.34394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:cute_xanthomas</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.00415225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:cute_xanthelasms</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0297578</td>\n",
       "      <td>0.0214533</td>\n",
       "      <td>0.0214533</td>\n",
       "      <td>0.00484429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:pale_skin</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00138408</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.00415225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:skin_hematomas</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00138408</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.00415225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:cute_oedemas</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.0152249</td>\n",
       "      <td>0.00692042</td>\n",
       "      <td>0.00276817</td>\n",
       "      <td>-0.00138408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:skin_infections</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.00138408</td>\n",
       "      <td>0.000692042</td>\n",
       "      <td>0.00138408</td>\n",
       "      <td>-0.00138408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:thyroid_appearance</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.04913</td>\n",
       "      <td>3.06782</td>\n",
       "      <td>3.0699</td>\n",
       "      <td>3.15779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:thyroid_nodules</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.99931</td>\n",
       "      <td>3.009</td>\n",
       "      <td>2.9827</td>\n",
       "      <td>2.98893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:left_corneal_arch</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.18754</td>\n",
       "      <td>2.19862</td>\n",
       "      <td>2.19862</td>\n",
       "      <td>2.12042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:right_corneal_arch</th>\n",
       "      <th>mean</th>\n",
       "      <td>2.18754</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.19585</td>\n",
       "      <td>2.12042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:respiratory_system</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.01522</td>\n",
       "      <td>3.01315</td>\n",
       "      <td>3.0083</td>\n",
       "      <td>3.01176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:abdomen</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.01938</td>\n",
       "      <td>3.01315</td>\n",
       "      <td>3.00415</td>\n",
       "      <td>2.99931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">esa_obi:extremities</th>\n",
       "      <th>mean</th>\n",
       "      <td>3.01384</td>\n",
       "      <td>3.00969</td>\n",
       "      <td>3.00415</td>\n",
       "      <td>2.99931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                                  1            2  \\\n",
       "esa_obi:weight                     mean          70.2293      70.4537   \n",
       "                                   min                -1           -1   \n",
       "                                   max               122        127.5   \n",
       "                                   median             70           70   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique           334          397   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:height                     mean          1.62563      1.61532   \n",
       "                                   min                -1           -1   \n",
       "                                   max              1.93         1.92   \n",
       "                                   median           1.62         1.62   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique            55           55   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:bmi_calc                   mean          26.3962      26.6359   \n",
       "                                   min                -1           -1   \n",
       "                                   max            46.277      47.2884   \n",
       "                                   median        26.0417      26.4024   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique          1173         1240   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:waist                      mean          77.3384      84.3918   \n",
       "                                   min                -1           -1   \n",
       "                                   max               130          134   \n",
       "                                   median             88           89   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique            67           93   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:hips                       mean           53.717      97.3699   \n",
       "                                   min                -1           -1   \n",
       "                                   max               142          142   \n",
       "                                   median             89          102   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique            56           69   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:waist_hips_calc            mean       -0.0335475     0.753019   \n",
       "                                   min                -1           -1   \n",
       "                                   max            13.875      1.13592   \n",
       "                                   median        0.73913      0.85567   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique           449          702   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:pa_ankle_right             mean               -1           -1   \n",
       "                                   min                -1           -1   \n",
       "                                   max                -1           -1   \n",
       "                                   median             -1           -1   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             1            1   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:pa_left_ankle              mean               -1           -1   \n",
       "                                   min                -1           -1   \n",
       "                                   max                -1           -1   \n",
       "                                   median             -1           -1   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             1            1   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:abi_dx_calc                mean               -1           -1   \n",
       "                                   min                -1           -1   \n",
       "                                   max                -1           -1   \n",
       "                                   median             -1           -1   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             1            1   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:abi_sx_calc                mean               -1           -1   \n",
       "                                   min                -1           -1   \n",
       "                                   max                -1           -1   \n",
       "                                   median             -1           -1   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             1            1   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:abi_mean_calc              mean               -1           -1   \n",
       "                                   min                -1           -1   \n",
       "                                   max                -1           -1   \n",
       "                                   median             -1           -1   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             1            1   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:peripheral_arterial_wrists mean          3.96955      3.96125   \n",
       "                                   min                 2            2   \n",
       "                                   max                 4            4   \n",
       "                                   median              4            4   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            2   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:heart_rate                 mean          66.7294      69.6588   \n",
       "                                   min                -1           -1   \n",
       "                                   max               120          100   \n",
       "                                   median             70           72   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique            35           30   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:bruit_yn                   mean               -1           -1   \n",
       "                                   min                -1           -1   \n",
       "                                   max                -1           -1   \n",
       "                                   median             -1           -1   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             1            1   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:cute_xanthomas             mean      0.000692042  0.000692042   \n",
       "                                   min                 0            0   \n",
       "                                   max                 1            1   \n",
       "                                   median              0            0   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            2   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:cute_xanthelasms           mean        0.0297578    0.0214533   \n",
       "                                   min                 0            0   \n",
       "                                   max                 1            1   \n",
       "                                   median              0            0   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            2   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:pale_skin                  mean       0.00138408            0   \n",
       "                                   min                 0            0   \n",
       "                                   max                 1            0   \n",
       "                                   median              0            0   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            1   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:skin_hematomas             mean       0.00138408            0   \n",
       "                                   min                 0            0   \n",
       "                                   max                 1            0   \n",
       "                                   median              0            0   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            1   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:cute_oedemas               mean        0.0152249   0.00692042   \n",
       "                                   min                 0            0   \n",
       "                                   max                 1            1   \n",
       "                                   median              0            0   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            2   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:skin_infections            mean       0.00138408  0.000692042   \n",
       "                                   min                 0            0   \n",
       "                                   max                 1            1   \n",
       "                                   median              0            0   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            2   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:thyroid_appearance         mean          3.04913      3.06782   \n",
       "                                   min                 2            2   \n",
       "                                   max                 4            4   \n",
       "                                   median              3            3   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             3            3   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:thyroid_nodules            mean          2.99931        3.009   \n",
       "                                   min                 2            2   \n",
       "                                   max                 4            4   \n",
       "                                   median              3            3   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             3            3   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:left_corneal_arch          mean          2.18754      2.19862   \n",
       "                                   min                 2            2   \n",
       "                                   max                 4            4   \n",
       "                                   median              2            2   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             3            3   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:right_corneal_arch         mean          2.18754          2.2   \n",
       "                                   min                 2            2   \n",
       "                                   max                 4            4   \n",
       "                                   median              2            2   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             3            3   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:respiratory_system         mean          3.01522      3.01315   \n",
       "                                   min                 3            3   \n",
       "                                   max                 4            4   \n",
       "                                   median              3            3   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            2   \n",
       "                                   <lambda>        int64        int64   \n",
       "esa_obi:abdomen                    mean          3.01938      3.01315   \n",
       "                                   min                -1            3   \n",
       "                                   max                 4            4   \n",
       "                                   median              3            3   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             3            2   \n",
       "                                   <lambda>      float64      float64   \n",
       "esa_obi:extremities                mean          3.01384      3.00969   \n",
       "                                   min                 3            3   \n",
       "                                   max                 4            4   \n",
       "                                   median              3            3   \n",
       "                                   count            1445         1445   \n",
       "                                   nunique             2            2   \n",
       "                                   <lambda>        int64        int64   \n",
       "\n",
       "visit                                                 3           4  \n",
       "esa_obi:weight                     mean         71.3727     71.0618  \n",
       "                                   min               -1          -1  \n",
       "                                   max              125       122.6  \n",
       "                                   median            71        70.7  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique          320         509  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:height                     mean         1.62345     1.61109  \n",
       "                                   min             1.37          -1  \n",
       "                                   max             1.92        1.92  \n",
       "                                   median          1.62       1.615  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique           57          93  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:bmi_calc                   mean         27.0128     26.9468  \n",
       "                                   min               -1          -1  \n",
       "                                   max          46.9131     48.4949  \n",
       "                                   median       26.6991     26.6991  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique         1145        1373  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:waist                      mean         91.7837     92.0059  \n",
       "                                   min               -1          -1  \n",
       "                                   max              137         128  \n",
       "                                   median         92.91          93  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique           72          70  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:hips                       mean         103.757     102.394  \n",
       "                                   min               -1          -1  \n",
       "                                   max              144         141  \n",
       "                                   median           103         102  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique           59          58  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:waist_hips_calc            mean        0.882673    0.885841  \n",
       "                                   min               -1          -1  \n",
       "                                   max          2.30233      1.1954  \n",
       "                                   median      0.881818         0.9  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique          688         642  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:pa_ankle_right             mean         105.179     123.722  \n",
       "                                   min               -1          -1  \n",
       "                                   max              290         240  \n",
       "                                   median           130         140  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique           55          39  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:pa_left_ankle              mean         105.049     125.638  \n",
       "                                   min               -1          -1  \n",
       "                                   max              225         270  \n",
       "                                   median           130         145  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique           48          44  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:abi_dx_calc                mean         0.53201    0.753532  \n",
       "                                   min               -1          -1  \n",
       "                                   max          2.07143     2.36842  \n",
       "                                   median       1.03571     1.11111  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique          204         239  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:abi_sx_calc                mean        0.529525    0.393831  \n",
       "                                   min               -1          -1  \n",
       "                                   max            1.875     2.16667  \n",
       "                                   median          1.04     1.03571  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique          218         234  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:abi_mean_calc              mean        0.527244    0.349385  \n",
       "                                   min               -1          -1  \n",
       "                                   max            1.875     2.20921  \n",
       "                                   median       1.03846        1.02  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique          409         433  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:peripheral_arterial_wrists mean         3.99446     3.98616  \n",
       "                                   min                2           2  \n",
       "                                   max                4           4  \n",
       "                                   median             4           4  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            2           3  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:heart_rate                 mean         68.7882       69.71  \n",
       "                                   min               -1          -1  \n",
       "                                   max              110         100  \n",
       "                                   median            70          70  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique           30          30  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:bruit_yn                   mean              -1     3.34394  \n",
       "                                   min               -1          -1  \n",
       "                                   max               -1           4  \n",
       "                                   median            -1           3  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            1           3  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:cute_xanthomas             mean               0 -0.00415225  \n",
       "                                   min                0          -1  \n",
       "                                   max                0           0  \n",
       "                                   median             0           0  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            1           2  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:cute_xanthelasms           mean       0.0214533  0.00484429  \n",
       "                                   min                0          -1  \n",
       "                                   max                1           1  \n",
       "                                   median             0           0  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            2           3  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:pale_skin                  mean               0 -0.00415225  \n",
       "                                   min                0          -1  \n",
       "                                   max                0           0  \n",
       "                                   median             0           0  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            1           2  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:skin_hematomas             mean               0 -0.00415225  \n",
       "                                   min                0          -1  \n",
       "                                   max                0           0  \n",
       "                                   median             0           0  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            1           2  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:cute_oedemas               mean      0.00276817 -0.00138408  \n",
       "                                   min                0          -1  \n",
       "                                   max                1           1  \n",
       "                                   median             0           0  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            2           3  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:skin_infections            mean      0.00138408 -0.00138408  \n",
       "                                   min                0          -1  \n",
       "                                   max                1           1  \n",
       "                                   median             0           0  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            2           3  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:thyroid_appearance         mean          3.0699     3.15779  \n",
       "                                   min                2           2  \n",
       "                                   max                4           4  \n",
       "                                   median             3           3  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            3           3  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:thyroid_nodules            mean          2.9827     2.98893  \n",
       "                                   min                2           2  \n",
       "                                   max                4           4  \n",
       "                                   median             3           3  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            3           3  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:left_corneal_arch          mean         2.19862     2.12042  \n",
       "                                   min                2           2  \n",
       "                                   max                4           5  \n",
       "                                   median             2           2  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            3           4  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:right_corneal_arch         mean         2.19585     2.12042  \n",
       "                                   min                2           2  \n",
       "                                   max                4           5  \n",
       "                                   median             2           2  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            3           4  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:respiratory_system         mean          3.0083     3.01176  \n",
       "                                   min                3           2  \n",
       "                                   max                4           4  \n",
       "                                   median             3           3  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            2           3  \n",
       "                                   <lambda>       int64       int64  \n",
       "esa_obi:abdomen                    mean         3.00415     2.99931  \n",
       "                                   min                3          -1  \n",
       "                                   max                4           4  \n",
       "                                   median             3           3  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            2           4  \n",
       "                                   <lambda>     float64     float64  \n",
       "esa_obi:extremities                mean         3.00415     2.99931  \n",
       "                                   min                3           2  \n",
       "                                   max                4           4  \n",
       "                                   median             3           3  \n",
       "                                   count           1445        1445  \n",
       "                                   nunique            2           3  \n",
       "                                   <lambda>       int64       int64  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median','count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Laboratorio\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .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>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:hdl</th>\n",
       "      <th>mean</th>\n",
       "      <td>55.1965</td>\n",
       "      <td>55.5156</td>\n",
       "      <td>58.645</td>\n",
       "      <td>61.7343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>118</td>\n",
       "      <td>126</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>56</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>87</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:tg</th>\n",
       "      <th>mean</th>\n",
       "      <td>110.129</td>\n",
       "      <td>111.764</td>\n",
       "      <td>103.257</td>\n",
       "      <td>102.057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>667</td>\n",
       "      <td>712</td>\n",
       "      <td>525</td>\n",
       "      <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>92</td>\n",
       "      <td>97</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>256</td>\n",
       "      <td>241</td>\n",
       "      <td>234</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:apoa1</th>\n",
       "      <th>mean</th>\n",
       "      <td>109.976</td>\n",
       "      <td>12.0844</td>\n",
       "      <td>151.085</td>\n",
       "      <td>154.816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>253</td>\n",
       "      <td>242</td>\n",
       "      <td>252</td>\n",
       "      <td>251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>135</td>\n",
       "      <td>-1</td>\n",
       "      <td>157</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>135</td>\n",
       "      <td>70</td>\n",
       "      <td>136</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:apob</th>\n",
       "      <th>mean</th>\n",
       "      <td>85.3488</td>\n",
       "      <td>8.70588</td>\n",
       "      <td>118.385</td>\n",
       "      <td>105.392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>237</td>\n",
       "      <td>189</td>\n",
       "      <td>269</td>\n",
       "      <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>102</td>\n",
       "      <td>-1</td>\n",
       "      <td>115</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>138</td>\n",
       "      <td>64</td>\n",
       "      <td>162</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:uricemia</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.992235</td>\n",
       "      <td>5.08792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:high</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>24.6699</td>\n",
       "      <td>20.8907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>211</td>\n",
       "      <td>409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>21</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:ast</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>23.3647</td>\n",
       "      <td>21.2519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>7</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>112</td>\n",
       "      <td>305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:ggt</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>33.5529</td>\n",
       "      <td>27.6934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>477</td>\n",
       "      <td>1419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>121</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:cpk</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.854671</td>\n",
       "      <td>118.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>118</td>\n",
       "      <td>901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:creatinine</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.920505</td>\n",
       "      <td>0.882886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8.32</td>\n",
       "      <td>8.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>115</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:clearance_cg_calc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>80.7713</td>\n",
       "      <td>79.4759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>205.229</td>\n",
       "      <td>182.248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>77.4034</td>\n",
       "      <td>77.9691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1423</td>\n",
       "      <td>1435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:leukocytes</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>6.36454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>55.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>6.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:erythrocytes</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4.69685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>7.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:haemoglobin</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>14.0471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>14.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:hematocrit</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>42.4167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>448.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>42.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:vol_cell_average</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>88.8881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>107.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>90.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:hemoglobin_cell_average</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>30.0279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>300.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>30.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:conc_hb_cell_average</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>32.9781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>36.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:rdw_sd</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>43.6508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>43.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:rdw_cv</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>13.5165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>25.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>13.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:plates</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>238.638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:neutrophils_percent</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>55.756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>91.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>56.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:lymphocytes_percent</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>31.5242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>30.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:monocytes_percent</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8.91564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>100.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>8.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:eosinophils_percent</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.75798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:basophils_percent</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.446339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:neutrophils</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.6215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>30.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:lymphocytes</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.98118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>51.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:monocytes</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.585785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:eosinophils</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.16382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lab:basophils</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.0178685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                       1        2         3          4\n",
       "lab:hdl                     mean      55.1965  55.5156    58.645    61.7343\n",
       "                            min            20       21        27         21\n",
       "                            max           118      126       120        140\n",
       "                            median         53       54        56         60\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique        87       84        82         95\n",
       "                            <lambda>    int64    int64     int64      int64\n",
       "lab:tg                      mean      110.129  111.764   103.257    102.057\n",
       "                            min            18       19        20         29\n",
       "                            max           667      712       525        450\n",
       "                            median         92       97        91         92\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique       256      241       234        206\n",
       "                            <lambda>    int64    int64     int64      int64\n",
       "lab:apoa1                   mean      109.976  12.0844   151.085    154.816\n",
       "                            min            -1       -1        -1          0\n",
       "                            max           253      242       252        251\n",
       "                            median        135       -1       157        153\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique       135       70       136        119\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:apob                    mean      85.3488  8.70588   118.385    105.392\n",
       "                            min            -1       -1        -1          0\n",
       "                            max           237      189       269        224\n",
       "                            median        102       -1       115        101\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique       138       64       162        124\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:uricemia                mean           -1       -1 -0.992235    5.08792\n",
       "                            min            -1       -1        -1       0.95\n",
       "                            max            -1       -1       2.4          9\n",
       "                            median         -1       -1        -1          5\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         6         71\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:high                    mean           -1       -1   24.6699    20.8907\n",
       "                            min            -1       -1         4         -1\n",
       "                            max            -1       -1       211        409\n",
       "                            median         -1       -1        21         18\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1        81         72\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:ast                     mean           -1       -1   23.3647    21.2519\n",
       "                            min            -1       -1         7         -1\n",
       "                            max            -1       -1       112        305\n",
       "                            median         -1       -1        22         20\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1        57         54\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:ggt                     mean           -1       -1   33.5529    27.6934\n",
       "                            min            -1       -1        -1          5\n",
       "                            max            -1       -1       477       1419\n",
       "                            median         -1       -1        26         20\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1       121        113\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:cpk                     mean           -1       -1 -0.854671    118.875\n",
       "                            min            -1       -1        -1         17\n",
       "                            max            -1       -1       118        901\n",
       "                            median         -1       -1        -1        102\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         4        271\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:creatinine              mean           -1       -1  0.920505   0.882886\n",
       "                            min            -1       -1        -1       0.47\n",
       "                            max            -1       -1      8.32       8.46\n",
       "                            median         -1       -1       0.9       0.84\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1       115        115\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:clearance_cg_calc       mean           -1       -1   80.7713    79.4759\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1   205.229    182.248\n",
       "                            median         -1       -1   77.4034    77.9691\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1      1423       1435\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:leukocytes              mean           -1       -1        -1    6.36454\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1      55.43\n",
       "                            median         -1       -1        -1       6.16\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        555\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:erythrocytes            mean           -1       -1        -1    4.69685\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1       7.33\n",
       "                            median         -1       -1        -1       4.71\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        222\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:haemoglobin             mean           -1       -1        -1    14.0471\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1         18\n",
       "                            median         -1       -1        -1       14.2\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1         84\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:hematocrit              mean           -1       -1        -1    42.4167\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1      448.4\n",
       "                            median         -1       -1        -1       42.6\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        179\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:vol_cell_average        mean           -1       -1        -1    88.8881\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1      107.7\n",
       "                            median         -1       -1        -1       90.4\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        254\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:hemoglobin_cell_average mean           -1       -1        -1    30.0279\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1      300.5\n",
       "                            median         -1       -1        -1       30.2\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        138\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:conc_hb_cell_average    mean           -1       -1        -1    32.9781\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1       36.8\n",
       "                            median         -1       -1        -1       33.3\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1         63\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:rdw_sd                  mean           -1       -1        -1    43.6508\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1        445\n",
       "                            median         -1       -1        -1       43.5\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        172\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:rdw_cv                  mean           -1       -1        -1    13.5165\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1       25.9\n",
       "                            median         -1       -1        -1       13.4\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1         81\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:plates                  mean           -1       -1        -1    238.638\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1        881\n",
       "                            median         -1       -1        -1        235\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        272\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:neutrophils_percent     mean           -1       -1        -1     55.756\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1       91.1\n",
       "                            median         -1       -1        -1       56.6\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        365\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:lymphocytes_percent     mean           -1       -1        -1    31.5242\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1        344\n",
       "                            median         -1       -1        -1       30.9\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        339\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:monocytes_percent       mean           -1       -1        -1    8.91564\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1      100.8\n",
       "                            median         -1       -1        -1        8.7\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        119\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:eosinophils_percent     mean           -1       -1        -1    2.75798\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1         30\n",
       "                            median         -1       -1        -1        2.3\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1         98\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:basophils_percent       mean           -1       -1        -1   0.446339\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1          4\n",
       "                            median         -1       -1        -1        0.4\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1         25\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:neutrophils             mean           -1       -1        -1     3.6215\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1       30.3\n",
       "                            median         -1       -1        -1       3.44\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        451\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:lymphocytes             mean           -1       -1        -1    1.98118\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1      51.86\n",
       "                            median         -1       -1        -1       1.88\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        270\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:monocytes               mean           -1       -1        -1   0.585785\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1         49\n",
       "                            median         -1       -1        -1       0.54\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1        104\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:eosinophils             mean           -1       -1        -1    0.16382\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1        1.5\n",
       "                            median         -1       -1        -1       0.15\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1         77\n",
       "                            <lambda>  float64  float64   float64    float64\n",
       "lab:basophils               mean           -1       -1        -1  0.0178685\n",
       "                            min            -1       -1        -1         -1\n",
       "                            max            -1       -1        -1       0.16\n",
       "                            median         -1       -1        -1       0.03\n",
       "                            count        1445     1445      1445       1445\n",
       "                            nunique         1        1         1         15\n",
       "                            <lambda>  float64  float64   float64    float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultrasound Tsa\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\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>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ult_tsa:imt_cc_average_left</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.622948</td>\n",
       "      <td>0.664287</td>\n",
       "      <td>0.745354</td>\n",
       "      <td>0.781201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.931</td>\n",
       "      <td>2.386</td>\n",
       "      <td>1.966</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0.623</td>\n",
       "      <td>0.662</td>\n",
       "      <td>0.741</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>546</td>\n",
       "      <td>555</td>\n",
       "      <td>536</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ult_tsa:imt_cc_max_left</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.701269</td>\n",
       "      <td>0.729616</td>\n",
       "      <td>0.79595</td>\n",
       "      <td>0.908429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.157</td>\n",
       "      <td>2.521</td>\n",
       "      <td>2.169</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0.695</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.793</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>571</td>\n",
       "      <td>576</td>\n",
       "      <td>556</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ult_tsa:imt_cc_average_right</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.6297</td>\n",
       "      <td>0.653909</td>\n",
       "      <td>0.739259</td>\n",
       "      <td>0.757727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.475</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0.628</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.741</td>\n",
       "      <td>0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>551</td>\n",
       "      <td>524</td>\n",
       "      <td>520</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ult_tsa:imt_cc_max_right</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.705113</td>\n",
       "      <td>0.717119</td>\n",
       "      <td>1.52959</td>\n",
       "      <td>0.884651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.685</td>\n",
       "      <td>1.628</td>\n",
       "      <td>1062</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0.702</td>\n",
       "      <td>0.716</td>\n",
       "      <td>0.792</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>569</td>\n",
       "      <td>557</td>\n",
       "      <td>525</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ult_tsa:left_plaque_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.10519</td>\n",
       "      <td>0.121107</td>\n",
       "      <td>0.187543</td>\n",
       "      <td>0.364706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">ult_tsa:right_plaque_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>0.157785</td>\n",
       "      <td>0.157785</td>\n",
       "      <td>0.209689</td>\n",
       "      <td>0.39654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                         1         2         3         4\n",
       "ult_tsa:imt_cc_average_left  mean      0.622948  0.664287  0.745354  0.781201\n",
       "                             min             -1        -1        -1        -1\n",
       "                             max          1.931     2.386     1.966      2.19\n",
       "                             median       0.623     0.662     0.741      0.77\n",
       "                             count         1445      1445      1445      1445\n",
       "                             nunique        546       555       536       110\n",
       "                             <lambda>   float64   float64   float64   float64\n",
       "ult_tsa:imt_cc_max_left      mean      0.701269  0.729616   0.79595  0.908429\n",
       "                             min             -1        -1        -1        -1\n",
       "                             max          2.157     2.521     2.169       2.5\n",
       "                             median       0.695     0.725     0.793      0.88\n",
       "                             count         1445      1445      1445      1445\n",
       "                             nunique        571       576       556       120\n",
       "                             <lambda>   float64   float64   float64   float64\n",
       "ult_tsa:imt_cc_average_right mean        0.6297  0.653909  0.739259  0.757727\n",
       "                             min             -1        -1        -1        -1\n",
       "                             max          1.475      1.54       1.6      2.24\n",
       "                             median       0.628     0.656     0.741      0.75\n",
       "                             count         1445      1445      1445      1445\n",
       "                             nunique        551       524       520       111\n",
       "                             <lambda>   float64   float64   float64   float64\n",
       "ult_tsa:imt_cc_max_right     mean      0.705113  0.717119   1.52959  0.884651\n",
       "                             min             -1        -1        -1        -1\n",
       "                             max          1.685     1.628      1062      2.31\n",
       "                             median       0.702     0.716     0.792      0.88\n",
       "                             count         1445      1445      1445      1445\n",
       "                             nunique        569       557       525       118\n",
       "                             <lambda>   float64   float64   float64   float64\n",
       "ult_tsa:left_plaque_yn       mean       0.10519  0.121107  0.187543  0.364706\n",
       "                             min              0         0         0        -1\n",
       "                             max              1         1         1         1\n",
       "                             median           0         0         0         0\n",
       "                             count         1445      1445      1445      1445\n",
       "                             nunique          2         2         2         3\n",
       "                             <lambda>     int64     int64     int64     int64\n",
       "ult_tsa:right_plaque_yn      mean      0.157785  0.157785  0.209689   0.39654\n",
       "                             min              0         0         0        -1\n",
       "                             max              1         1         1         1\n",
       "                             median           0         0         0         0\n",
       "                             count         1445      1445      1445      1445\n",
       "                             nunique          2         2         2         3\n",
       "                             <lambda>     int64     int64     int64     int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Endotelio\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>visit</th>\n",
       "      <th>1</th>\n",
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       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.159578</td>\n",
       "      <td>-0.254891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>39</td>\n",
       "      <td>30.339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>82</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                   1        2         3         4\n",
       "end:fmd mean           -1       -1  0.159578 -0.254891\n",
       "        min            -1       -1        -1        -1\n",
       "        max            -1       -1        39    30.339\n",
       "        median         -1       -1        -1        -1\n",
       "        count        1445     1445      1445      1445\n",
       "        nunique         1        1        82        52\n",
       "        <lambda>  float64  float64   float64   float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lunar Body Scan\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "        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>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:lunar_yn</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3.04775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:fabric_perc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>35.9726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>60.8713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>37.2726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:android_perc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>42.9002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>67.7498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>46.0297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:ginoid_perc</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>40.414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>65.7838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>42.7523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:tissue_g</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>65631.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>120197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>67767.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:fat_g</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>25175.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>73165.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>25220.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:lean_g</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>40456.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>72481.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>40037.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:bmc_g</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2210.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4293.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2201.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:ag-ratio</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.992347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2.37966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.04957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">lun_bod_sca:bmd_g</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.988116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.58935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.07518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                                    1        2        3         4\n",
       "lun_bod_sca:lunar_yn     mean           -1       -1       -1   3.04775\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1         4\n",
       "                         median         -1       -1       -1         3\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1         3\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:fabric_perc  mean           -1       -1       -1   35.9726\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   60.8713\n",
       "                         median         -1       -1       -1   37.2726\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:android_perc mean           -1       -1       -1   42.9002\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   67.7498\n",
       "                         median         -1       -1       -1   46.0297\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:ginoid_perc  mean           -1       -1       -1    40.414\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   65.7838\n",
       "                         median         -1       -1       -1   42.7523\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:tissue_g     mean           -1       -1       -1   65631.5\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1    120197\n",
       "                         median         -1       -1       -1   67767.4\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:fat_g        mean           -1       -1       -1   25175.2\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   73165.6\n",
       "                         median         -1       -1       -1   25220.5\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:lean_g       mean           -1       -1       -1   40456.3\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   72481.3\n",
       "                         median         -1       -1       -1   40037.4\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:bmc_g        mean           -1       -1       -1    2210.1\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   4293.26\n",
       "                         median         -1       -1       -1   2201.51\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:ag-ratio     mean           -1       -1       -1  0.992347\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   2.37966\n",
       "                         median         -1       -1       -1   1.04957\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64\n",
       "lun_bod_sca:bmd_g        mean           -1       -1       -1  0.988116\n",
       "                         min            -1       -1       -1        -1\n",
       "                         max            -1       -1       -1   1.58935\n",
       "                         median         -1       -1       -1   1.07518\n",
       "                         count        1445     1445     1445      1445\n",
       "                         nunique         1        1        1      1372\n",
       "                         <lambda>  float64  float64  float64   float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ecodoppler Arti\n"
     ]
    },
    {
     "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",
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       "    }\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>visit</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">eco_art:fe</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>38.7264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">eco_art:siv</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>4.31564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">eco_art:lbm</th>\n",
       "      <th>mean</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>99.5813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "      <td>1445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nunique</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;lambda&gt;</th>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "visit                       1        2        3        4\n",
       "eco_art:fe  mean           -1       -1       -1  38.7264\n",
       "            min            -1       -1       -1       -1\n",
       "            max            -1       -1       -1       92\n",
       "            median         -1       -1       -1       58\n",
       "            count        1445     1445     1445     1445\n",
       "            nunique         1        1        1       48\n",
       "            <lambda>  float64  float64  float64  float64\n",
       "eco_art:siv mean           -1       -1       -1  4.31564\n",
       "            min            -1       -1       -1       -1\n",
       "            max            -1       -1       -1       98\n",
       "            median         -1       -1       -1      0.9\n",
       "            count        1445     1445     1445     1445\n",
       "            nunique         1        1        1       76\n",
       "            <lambda>  float64  float64  float64  float64\n",
       "eco_art:lbm mean           -1       -1       -1  99.5813\n",
       "            min            -1       -1       -1       -1\n",
       "            max            -1       -1       -1      537\n",
       "            median         -1       -1       -1       94\n",
       "            count        1445     1445     1445     1445\n",
       "            nunique         1        1        1      253\n",
       "            <lambda>  float64  float64  float64  float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = next(iter_cats)\n",
    "sub_df = df[df.columns[df.columns.str.startswith((cat, 'visit'))]]\n",
    "print(_LABELS[cat[:-1]])\n",
    "sub_df.groupby('visit').agg(['mean', 'min', 'max', 'median', 'count', 'nunique', lambda c: c.dtypes]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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