1-insult-lagov.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Лагов Сергей ИУ8-82 ОиРС Инсульт"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "6a01a6bcc8a4eb1"
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "outputs": [],
   "source": [
    "import numpy\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.917128Z",
     "start_time": "2024-04-06T14:59:04.864774Z"
    }
   },
   "id": "211da02c476d592e"
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5110 entries, 0 to 5109\n",
      "Data columns (total 12 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   id                 5110 non-null   int64  \n",
      " 1   gender             5110 non-null   object \n",
      " 2   age                5110 non-null   float64\n",
      " 3   hypertension       5110 non-null   int64  \n",
      " 4   heart_disease      5110 non-null   int64  \n",
      " 5   ever_married       5110 non-null   object \n",
      " 6   work_type          5110 non-null   object \n",
      " 7   Residence_type     5110 non-null   object \n",
      " 8   avg_glucose_level  5110 non-null   float64\n",
      " 9   bmi                4909 non-null   float64\n",
      " 10  smoking_status     5110 non-null   object \n",
      " 11  stroke             5110 non-null   int64  \n",
      "dtypes: float64(3), int64(4), object(5)\n",
      "memory usage: 479.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('healthcare-dataset-stroke-data.csv', sep=',')\n",
    "df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.945221Z",
     "start_time": "2024-04-06T14:59:04.868379Z"
    }
   },
   "id": "initial_id"
  },
  {
   "cell_type": "markdown",
   "source": [
    "bmi — body mass index\n",
    "stroke — целевой признак\n",
    "hypertension // Гипертония (высокое артериальное давление) – состояние, при котором давление в кровеносных сосудах превышает нормальные показатели (140/90 мм рт. ст. или выше)"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "cb87867b30a179b0"
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "outputs": [
    {
     "data": {
      "text/plain": "                    count        mean        std    min     25%     50%  \\\nage                5110.0   43.226614  22.612647   0.08  25.000  45.000   \nhypertension       5110.0    0.097456   0.296607   0.00   0.000   0.000   \nheart_disease      5110.0    0.054012   0.226063   0.00   0.000   0.000   \navg_glucose_level  5110.0  106.147677  45.283560  55.12  77.245  91.885   \nbmi                4909.0   28.893237   7.854067  10.30  23.500  28.100   \nstroke             5110.0    0.048728   0.215320   0.00   0.000   0.000   \n\n                      75%     max  \nage                 61.00   82.00  \nhypertension         0.00    1.00  \nheart_disease        0.00    1.00  \navg_glucose_level  114.09  271.74  \nbmi                 33.10   97.60  \nstroke               0.00    1.00  ",
      "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>count</th>\n      <th>mean</th>\n      <th>std</th>\n      <th>min</th>\n      <th>25%</th>\n      <th>50%</th>\n      <th>75%</th>\n      <th>max</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>age</th>\n      <td>5110.0</td>\n      <td>43.226614</td>\n      <td>22.612647</td>\n      <td>0.08</td>\n      <td>25.000</td>\n      <td>45.000</td>\n      <td>61.00</td>\n      <td>82.00</td>\n    </tr>\n    <tr>\n      <th>hypertension</th>\n      <td>5110.0</td>\n      <td>0.097456</td>\n      <td>0.296607</td>\n      <td>0.00</td>\n      <td>0.000</td>\n      <td>0.000</td>\n      <td>0.00</td>\n      <td>1.00</td>\n    </tr>\n    <tr>\n      <th>heart_disease</th>\n      <td>5110.0</td>\n      <td>0.054012</td>\n      <td>0.226063</td>\n      <td>0.00</td>\n      <td>0.000</td>\n      <td>0.000</td>\n      <td>0.00</td>\n      <td>1.00</td>\n    </tr>\n    <tr>\n      <th>avg_glucose_level</th>\n      <td>5110.0</td>\n      <td>106.147677</td>\n      <td>45.283560</td>\n      <td>55.12</td>\n      <td>77.245</td>\n      <td>91.885</td>\n      <td>114.09</td>\n      <td>271.74</td>\n    </tr>\n    <tr>\n      <th>bmi</th>\n      <td>4909.0</td>\n      <td>28.893237</td>\n      <td>7.854067</td>\n      <td>10.30</td>\n      <td>23.500</td>\n      <td>28.100</td>\n      <td>33.10</td>\n      <td>97.60</td>\n    </tr>\n    <tr>\n      <th>stroke</th>\n      <td>5110.0</td>\n      <td>0.048728</td>\n      <td>0.215320</td>\n      <td>0.00</td>\n      <td>0.000</td>\n      <td>0.000</td>\n      <td>0.00</td>\n      <td>1.00</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop('id', axis=1)\n",
    "df.describe().T"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.945500Z",
     "start_time": "2024-04-06T14:59:04.880224Z"
    }
   },
   "id": "cac6664a2f17b85d"
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "outputs": [
    {
     "data": {
      "text/plain": "gender               False\nage                  False\nhypertension         False\nheart_disease        False\never_married         False\nwork_type            False\nResidence_type       False\navg_glucose_level    False\nbmi                   True\nsmoking_status       False\nstroke               False\ndtype: bool"
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.945637Z",
     "start_time": "2024-04-06T14:59:04.899039Z"
    }
   },
   "id": "c03231dc40e8cf40"
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "outputs": [
    {
     "data": {
      "text/plain": "array([36.6,  nan, 32.5, 34.4, 24. , 29. , 27.4, 22.8, 24.2, 29.7, 36.8,\n       27.3, 28.2, 30.9, 37.5, 25.8, 37.8, 22.4, 48.9, 26.6, 27.2, 23.5,\n       28.3, 44.2, 25.4, 22.2, 30.5, 26.5, 33.7, 23.1, 32. , 29.9, 23.9,\n       28.5, 26.4, 20.2, 33.6, 38.6, 39.2, 27.7, 31.4, 36.5, 33.2, 32.8,\n       40.4, 25.3, 30.2, 47.5, 20.3, 30. , 28.9, 28.1, 31.1, 21.7, 27. ,\n       24.1, 45.9, 44.1, 22.9, 29.1, 32.3, 41.1, 25.6, 29.8, 26.3, 26.2,\n       29.4, 24.4, 28. , 28.8, 34.6, 19.4, 30.3, 41.5, 22.6, 56.6, 27.1,\n       31.3, 31. , 31.7, 35.8, 28.4, 20.1, 26.7, 38.7, 34.9, 25. , 23.8,\n       21.8, 27.5, 24.6, 32.9, 26.1, 31.9, 34.1, 36.9, 37.3, 45.7, 34.2,\n       23.6, 22.3, 37.1, 45. , 25.5, 30.8, 37.4, 34.5, 27.9, 29.5, 46. ,\n       42.5, 35.5, 26.9, 45.5, 31.5, 33. , 23.4, 30.7, 20.5, 21.5, 40. ,\n       28.6, 42.2, 29.6, 35.4, 16.9, 26.8, 39.3, 32.6, 35.9, 21.2, 42.4,\n       40.5, 36.7, 29.3, 19.6, 18. , 17.6, 19.1, 50.1, 17.7, 54.6, 35. ,\n       22. , 39.4, 19.7, 22.5, 25.2, 41.8, 60.9, 23.7, 24.5, 31.2, 16. ,\n       31.6, 25.1, 24.8, 18.3, 20. , 19.5, 36. , 35.3, 40.1, 43.1, 21.4,\n       34.3, 27.6, 16.5, 24.3, 25.7, 21.9, 38.4, 25.9, 54.7, 18.6, 24.9,\n       48.2, 20.7, 39.5, 23.3, 64.8, 35.1, 43.6, 21. , 47.3, 16.6, 21.6,\n       15.5, 35.6, 16.7, 41.9, 16.4, 17.1, 29.2, 37.9, 44.6, 39.6, 40.3,\n       41.6, 39. , 23.2, 18.9, 36.1, 36.3, 46.5, 16.8, 46.6, 35.2, 20.9,\n       13.8, 31.8, 15.3, 38.2, 45.2, 17. , 49.8, 27.8, 60.2, 23. , 22.1,\n       26. , 44.3, 51. , 39.7, 34.7, 21.3, 41.2, 34.8, 19.2, 35.7, 40.8,\n       24.7, 19. , 32.4, 34. , 28.7, 32.1, 51.5, 20.4, 30.6, 71.9, 19.3,\n       40.9, 17.2, 16.1, 16.2, 40.6, 18.4, 21.1, 42.3, 32.2, 50.2, 17.5,\n       18.7, 42.1, 47.8, 20.8, 30.1, 17.3, 36.4, 12. , 36.2, 55.7, 14.4,\n       43. , 41.7, 33.8, 43.9, 22.7, 57.5, 37. , 38.5, 16.3, 44. , 32.7,\n       54.2, 40.2, 33.3, 17.4, 41.3, 52.3, 14.6, 17.8, 46.1, 33.1, 18.1,\n       43.8, 50.3, 38.9, 43.7, 39.9, 15.9, 19.8, 12.3, 78. , 38.3, 41. ,\n       42.6, 43.4, 15.1, 20.6, 33.5, 43.2, 30.4, 38. , 33.4, 44.9, 44.7,\n       37.6, 39.8, 53.4, 55.2, 42. , 37.2, 42.8, 18.8, 42.9, 14.3, 37.7,\n       48.4, 50.6, 46.2, 49.5, 43.3, 33.9, 18.5, 44.5, 45.4, 55. , 54.8,\n       19.9, 17.9, 15.6, 52.8, 15.2, 66.8, 55.1, 18.2, 48.5, 55.9, 57.3,\n       10.3, 14.1, 15.7, 56. , 44.8, 13.4, 51.8, 38.1, 57.7, 44.4, 38.8,\n       49.3, 39.1, 54. , 56.1, 97.6, 53.9, 13.7, 11.5, 41.4, 14.2, 49.4,\n       15.4, 45.1, 49.2, 48.7, 53.8, 42.7, 48.8, 52.7, 53.5, 50.5, 15.8,\n       45.3, 14.8, 51.9, 63.3, 40.7, 61.2, 48. , 46.8, 48.3, 58.1, 50.4,\n       11.3, 12.8, 13.5, 14.5, 15. , 59.7, 47.4, 52.5, 13.2, 52.9, 61.6,\n       49.9, 54.3, 47.9, 13. , 13.9, 50.9, 57.2, 64.4, 92. , 50.8, 57.9,\n       45.8, 47.6, 14. , 46.4, 46.9, 47.1, 13.3, 48.1, 51.7, 46.3, 54.1,\n       14.9])"
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['bmi'].unique()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.945771Z",
     "start_time": "2024-04-06T14:59:04.903015Z"
    }
   },
   "id": "310b26eb3760699a"
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "outputs": [
    {
     "data": {
      "text/plain": "201"
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['bmi'].isnull().sum()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.945871Z",
     "start_time": "2024-04-06T14:59:04.909221Z"
    }
   },
   "id": "5b749ab487d95c8a"
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "outputs": [
    {
     "data": {
      "text/plain": "0       36.600000\n1       28.893237\n2       32.500000\n3       34.400000\n4       24.000000\n          ...    \n5105    28.893237\n5106    40.000000\n5107    30.600000\n5108    25.600000\n5109    26.200000\nName: bmi, Length: 5110, dtype: float64"
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['bmi'].fillna(df['bmi'].mean())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.945932Z",
     "start_time": "2024-04-06T14:59:04.912543Z"
    }
   },
   "id": "66d829710835d299"
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "outputs": [
    {
     "data": {
      "text/plain": "array([6.70e+01, 6.10e+01, 8.00e+01, 4.90e+01, 7.90e+01, 8.10e+01,\n       7.40e+01, 6.90e+01, 5.90e+01, 7.80e+01, 5.40e+01, 5.00e+01,\n       6.40e+01, 7.50e+01, 6.00e+01, 5.70e+01, 7.10e+01, 5.20e+01,\n       8.20e+01, 6.50e+01, 5.80e+01, 4.20e+01, 4.80e+01, 7.20e+01,\n       6.30e+01, 7.60e+01, 3.90e+01, 7.70e+01, 7.30e+01, 5.60e+01,\n       4.50e+01, 7.00e+01, 6.60e+01, 5.10e+01, 4.30e+01, 6.80e+01,\n       4.70e+01, 5.30e+01, 3.80e+01, 5.50e+01, 1.32e+00, 4.60e+01,\n       3.20e+01, 1.40e+01, 3.00e+00, 8.00e+00, 3.70e+01, 4.00e+01,\n       3.50e+01, 2.00e+01, 4.40e+01, 2.50e+01, 2.70e+01, 2.30e+01,\n       1.70e+01, 1.30e+01, 4.00e+00, 1.60e+01, 2.20e+01, 3.00e+01,\n       2.90e+01, 1.10e+01, 2.10e+01, 1.80e+01, 3.30e+01, 2.40e+01,\n       3.40e+01, 3.60e+01, 6.40e-01, 4.10e+01, 8.80e-01, 5.00e+00,\n       2.60e+01, 3.10e+01, 7.00e+00, 1.20e+01, 6.20e+01, 2.00e+00,\n       9.00e+00, 1.50e+01, 2.80e+01, 1.00e+01, 1.80e+00, 3.20e-01,\n       1.08e+00, 1.90e+01, 6.00e+00, 1.16e+00, 1.00e+00, 1.40e+00,\n       1.72e+00, 2.40e-01, 1.64e+00, 1.56e+00, 7.20e-01, 1.88e+00,\n       1.24e+00, 8.00e-01, 4.00e-01, 8.00e-02, 1.48e+00, 5.60e-01,\n       4.80e-01, 1.60e-01])"
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['age'].unique()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.946513Z",
     "start_time": "2024-04-06T14:59:04.918024Z"
    }
   },
   "id": "4761e131836c93d6"
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "outputs": [
    {
     "data": {
      "text/plain": "array(['Male', 'Female', 'Other'], dtype=object)"
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['gender'].unique()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.946618Z",
     "start_time": "2024-04-06T14:59:04.922007Z"
    }
   },
   "id": "a61720a8b418bd78"
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "outputs": [
    {
     "data": {
      "text/plain": "gender\nFemale    2994\nMale      2115\nOther        1\nName: count, dtype: int64"
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['gender'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.946718Z",
     "start_time": "2024-04-06T14:59:04.926276Z"
    }
   },
   "id": "3f95a078cc9ff5da"
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "outputs": [
    {
     "data": {
      "text/plain": "gender\nFemale    2994\nMale      2115\nName: count, dtype: int64"
     },
     "execution_count": 313,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(df[df.gender == 'Other'].index)\n",
    "df['gender'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.946862Z",
     "start_time": "2024-04-06T14:59:04.932540Z"
    }
   },
   "id": "fcaa0e354f640056"
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "outputs": [
    {
     "data": {
      "text/plain": "                    count        mean        std    min    25%    50%     75%  \\\nage                5109.0   43.229986  22.613575   0.08  25.00  45.00   61.00   \nhypertension       5109.0    0.097475   0.296633   0.00   0.00   0.00    0.00   \nheart_disease      5109.0    0.054022   0.226084   0.00   0.00   0.00    0.00   \navg_glucose_level  5109.0  106.140399  45.285004  55.12  77.24  91.88  114.09   \nbmi                4908.0   28.894560   7.854320  10.30  23.50  28.10   33.10   \nstroke             5109.0    0.048738   0.215340   0.00   0.00   0.00    0.00   \n\n                      max  \nage                 82.00  \nhypertension         1.00  \nheart_disease        1.00  \navg_glucose_level  271.74  \nbmi                 97.60  \nstroke               1.00  ",
      "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>count</th>\n      <th>mean</th>\n      <th>std</th>\n      <th>min</th>\n      <th>25%</th>\n      <th>50%</th>\n      <th>75%</th>\n      <th>max</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>age</th>\n      <td>5109.0</td>\n      <td>43.229986</td>\n      <td>22.613575</td>\n      <td>0.08</td>\n      <td>25.00</td>\n      <td>45.00</td>\n      <td>61.00</td>\n      <td>82.00</td>\n    </tr>\n    <tr>\n      <th>hypertension</th>\n      <td>5109.0</td>\n      <td>0.097475</td>\n      <td>0.296633</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>1.00</td>\n    </tr>\n    <tr>\n      <th>heart_disease</th>\n      <td>5109.0</td>\n      <td>0.054022</td>\n      <td>0.226084</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>1.00</td>\n    </tr>\n    <tr>\n      <th>avg_glucose_level</th>\n      <td>5109.0</td>\n      <td>106.140399</td>\n      <td>45.285004</td>\n      <td>55.12</td>\n      <td>77.24</td>\n      <td>91.88</td>\n      <td>114.09</td>\n      <td>271.74</td>\n    </tr>\n    <tr>\n      <th>bmi</th>\n      <td>4908.0</td>\n      <td>28.894560</td>\n      <td>7.854320</td>\n      <td>10.30</td>\n      <td>23.50</td>\n      <td>28.10</td>\n      <td>33.10</td>\n      <td>97.60</td>\n    </tr>\n    <tr>\n      <th>stroke</th>\n      <td>5109.0</td>\n      <td>0.048738</td>\n      <td>0.215340</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>1.00</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 314,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T # stroke (инсульт) — целевой признак"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.959865Z",
     "start_time": "2024-04-06T14:59:04.937136Z"
    }
   },
   "id": "d5180d741958b39d"
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "outputs": [
    {
     "data": {
      "text/plain": "smoking_status\nnever smoked       1892\nUnknown            1544\nformerly smoked     884\nsmokes              789\nName: count, dtype: int64"
     },
     "execution_count": 315,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['smoking_status'].value_counts() # ~ 33% Unknown удаляем столбец"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.960076Z",
     "start_time": "2024-04-06T14:59:04.952220Z"
    }
   },
   "id": "5f225738f302a8a"
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 5109 entries, 0 to 5109\n",
      "Data columns (total 10 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   gender             5109 non-null   object \n",
      " 1   age                5109 non-null   float64\n",
      " 2   hypertension       5109 non-null   int64  \n",
      " 3   heart_disease      5109 non-null   int64  \n",
      " 4   ever_married       5109 non-null   object \n",
      " 5   work_type          5109 non-null   object \n",
      " 6   Residence_type     5109 non-null   object \n",
      " 7   avg_glucose_level  5109 non-null   float64\n",
      " 8   bmi                4908 non-null   float64\n",
      " 9   stroke             5109 non-null   int64  \n",
      "dtypes: float64(3), int64(3), object(4)\n",
      "memory usage: 439.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df = df.drop('smoking_status', axis=1)\n",
    "df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.961913Z",
     "start_time": "2024-04-06T14:59:04.955428Z"
    }
   },
   "id": "e114829c15fa17ac"
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "outputs": [
    {
     "data": {
      "text/plain": "bmi\n28.7    41\n28.4    38\n26.7    37\n27.6    37\n26.1    37\n        ..\n48.7     1\n49.2     1\n51.0     1\n49.4     1\n14.9     1\nName: count, Length: 418, dtype: int64"
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['bmi'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:04.966558Z",
     "start_time": "2024-04-06T14:59:04.961331Z"
    }
   },
   "id": "da4e828fb782fc1e"
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "outputs": [
    {
     "data": {
      "text/plain": "hypertension\n0    4611\n1     498\nName: count, dtype: int64"
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['hypertension'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.009904Z",
     "start_time": "2024-04-06T14:59:04.966849Z"
    }
   },
   "id": "3f4fd20b64561cf7"
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "outputs": [
    {
     "data": {
      "text/plain": "ever_married\nYes    3353\nNo     1756\nName: count, dtype: int64"
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ever_married'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.010393Z",
     "start_time": "2024-04-06T14:59:04.970833Z"
    }
   },
   "id": "cf3246f8c9c708a7"
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "outputs": [
    {
     "data": {
      "text/plain": "work_type\nPrivate          2924\nSelf-employed     819\nchildren          687\nGovt_job          657\nNever_worked       22\nName: count, dtype: int64"
     },
     "execution_count": 320,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['work_type'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.034155Z",
     "start_time": "2024-04-06T14:59:04.975593Z"
    }
   },
   "id": "bac7d2ee7569f302"
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "outputs": [
    {
     "data": {
      "text/plain": "Residence_type\nUrban    2596\nRural    2513\nName: count, dtype: int64"
     },
     "execution_count": 321,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Residence_type'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.049780Z",
     "start_time": "2024-04-06T14:59:04.979813Z"
    }
   },
   "id": "6df96b472f89ebdf"
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "outputs": [
    {
     "data": {
      "text/plain": "ever_married\nYes    3353\nNo     1756\nName: count, dtype: int64"
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ever_married'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.051165Z",
     "start_time": "2024-04-06T14:59:04.984584Z"
    }
   },
   "id": "de2d22e49b4147da"
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 5109 entries, 0 to 5109\n",
      "Data columns (total 8 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   gender             5109 non-null   object \n",
      " 1   age                5109 non-null   float64\n",
      " 2   hypertension       5109 non-null   int64  \n",
      " 3   heart_disease      5109 non-null   int64  \n",
      " 4   Residence_type     5109 non-null   object \n",
      " 5   avg_glucose_level  5109 non-null   float64\n",
      " 6   bmi                4908 non-null   float64\n",
      " 7   stroke             5109 non-null   int64  \n",
      "dtypes: float64(3), int64(3), object(2)\n",
      "memory usage: 359.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df = df.drop('work_type', axis=1)\n",
    "df = df.drop('ever_married', axis=1)\n",
    "df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.051300Z",
     "start_time": "2024-04-06T14:59:04.988894Z"
    }
   },
   "id": "9e2537e4612963b7"
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# График с подписью\n",
    "\n",
    "df.groupby('stroke')['age'].mean().plot(kind='bar')\n",
    "plt.ylabel('Age')\n",
    "plt.show(); # Средний возраст с инсультом и без"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.104270Z",
     "start_time": "2024-04-06T14:59:04.996068Z"
    }
   },
   "id": "d81267740387a0a9"
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x800 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 8))\n",
    "sns.countplot(y='age', hue='stroke', data=df);"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.602278Z",
     "start_time": "2024-04-06T14:59:05.073617Z"
    }
   },
   "id": "2a9eec5b77fe5ea0"
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df['age'], df['avg_glucose_level']);"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:05.718908Z",
     "start_time": "2024-04-06T14:59:05.610061Z"
    }
   },
   "id": "deb58035a86687fc"
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 600x600 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='age', y='avg_glucose_level', data=df);"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:06.029721Z",
     "start_time": "2024-04-06T14:59:05.718691Z"
    }
   },
   "id": "2d090deb229576e"
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "outputs": [
    {
     "data": {
      "text/plain": "                     age  avg_glucose_level        bmi\ngender stroke                                         \nFemale 0       42.601935         103.051753  29.015952\n       1       67.137021         124.414397  30.218333\nMale   0       41.083388         107.255112  28.547711\n       1       68.500000         143.159352  30.812360",
      "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></th>\n      <th>age</th>\n      <th>avg_glucose_level</th>\n      <th>bmi</th>\n    </tr>\n    <tr>\n      <th>gender</th>\n      <th>stroke</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"2\" valign=\"top\">Female</th>\n      <th>0</th>\n      <td>42.601935</td>\n      <td>103.051753</td>\n      <td>29.015952</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>67.137021</td>\n      <td>124.414397</td>\n      <td>30.218333</td>\n    </tr>\n    <tr>\n      <th rowspan=\"2\" valign=\"top\">Male</th>\n      <th>0</th>\n      <td>41.083388</td>\n      <td>107.255112</td>\n      <td>28.547711</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>68.500000</td>\n      <td>143.159352</td>\n      <td>30.812360</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 328,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.pivot_table(values=['age', 'bmi', 'avg_glucose_level'], index=['gender', 'stroke'], aggfunc='mean')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:06.038355Z",
     "start_time": "2024-04-06T14:59:06.030884Z"
    }
   },
   "id": "1b812302456c8800"
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "outputs": [
    {
     "data": {
      "text/plain": "stroke           0    1\nhypertension           \n0             4428  183\n1              432   66",
      "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>stroke</th>\n      <th>0</th>\n      <th>1</th>\n    </tr>\n    <tr>\n      <th>hypertension</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>4428</td>\n      <td>183</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>432</td>\n      <td>66</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df['hypertension'], df['stroke'])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:06.046352Z",
     "start_time": "2024-04-06T14:59:06.039049Z"
    }
   },
   "id": "b01dfc053a1bb7a9"
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "outputs": [
    {
     "data": {
      "text/plain": "hypertension     0    1\ngender                 \nFemale        2718  276\nMale          1893  222",
      "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>hypertension</th>\n      <th>0</th>\n      <th>1</th>\n    </tr>\n    <tr>\n      <th>gender</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Female</th>\n      <td>2718</td>\n      <td>276</td>\n    </tr>\n    <tr>\n      <th>Male</th>\n      <td>1893</td>\n      <td>222</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 330,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df['gender'], df['hypertension'])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:06.095153Z",
     "start_time": "2024-04-06T14:59:06.046471Z"
    }
   },
   "id": "87e39ba35d291256"
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x1200 with 6 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numeric = ['age', 'bmi', 'avg_glucose_level', 'heart_disease', 'hypertension']\n",
    "df[numeric + ['stroke']].hist(figsize=(20,12));"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:06.901849Z",
     "start_time": "2024-04-06T14:59:06.058278Z"
    }
   },
   "id": "f3f044414bc9353e"
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# от -1 до 1 . чем больше по модулю тем сильнее корреляция, знак определяет сонаправленность изменений\n",
    "sns.heatmap(df[numeric].corr());\n",
    "# сильно коррелируют bmi и age, hypertension и age\n",
    "\n",
    "# меньше всего bmi и heart_disease"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:07.040410Z",
     "start_time": "2024-04-06T14:59:06.903474Z"
    }
   },
   "id": "cda7d6c0ca1658cb"
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/h_/3n5xb4h525d1g0q9zj09d5gm0000gn/T/ipykernel_53536/1665804931.py:5: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
      "  aggfunc='mean').fillna(0).applymap(float)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Axes: xlabel='Residence_type', ylabel='gender'>"
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "creditcard_salary = df.pivot_table(\n",
    "                        index='gender',\n",
    "                        columns='Residence_type',\n",
    "                        values='avg_glucose_level',\n",
    "                        aggfunc='mean').fillna(0).applymap(float)\n",
    "sns.heatmap(creditcard_salary, annot=True, fmt=\".1f\", linewidths=.5)\n",
    "# у женщин малоинформативно\n",
    "# у мужчин действительно в городской среде глюкоза в деревне выше чем в городе — странно"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:07.152071Z",
     "start_time": "2024-04-06T14:59:07.036825Z"
    }
   },
   "id": "be58b6ffafd9617c"
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(pd.crosstab(df['heart_disease'], df['stroke']), annot=True, fmt=\".1f\");"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-06T14:59:07.264071Z",
     "start_time": "2024-04-06T14:59:07.153894Z"
    }
   },
   "id": "3da09df04643faa1"
  },
  {
   "cell_type": "markdown",
   "source": [
    "Какие выводы?\n",
    "1. Чем страше, тем больше человек с инсультом\n",
    "2. Чем старше, тем больше глюкоза в среднем\n",
    "3. Процент гипертонии у мужчин выше\n",
    "4. Чем выше age, тем выше bmi\n",
    "5. Чем выше тем выше age, hypertension\n",
    "6. bmi почти никак не влияет на heart_disease\n",
    "7. Уровень глюкозы мало зависит от среды проживания\n",
    "8. У людей без болезней сердца шанс поймать инсульт намного ниже"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "f79e48a78e84ce6f"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}