Heart Failure Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3e303a9c",
   "metadata": {
    "papermill": {
     "duration": 0.009357,
     "end_time": "2022-09-30T18:01:59.622876",
     "exception": false,
     "start_time": "2022-09-30T18:01:59.613519",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Heart Failure Prediction"
   ]
  },
  {
   "attachments": {
    "41d9009e-17d1-4de6-890f-402580f82c70.jpg": {
     "image/jpeg": "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"
    }
   },
   "cell_type": "markdown",
   "id": "2a700029",
   "metadata": {
    "papermill": {
     "duration": 0.007299,
     "end_time": "2022-09-30T18:01:59.638162",
     "exception": false,
     "start_time": "2022-09-30T18:01:59.630863",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "![th.jpg](attachment:41d9009e-17d1-4de6-890f-402580f82c70.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1cb1bf6",
   "metadata": {
    "papermill": {
     "duration": 0.007435,
     "end_time": "2022-09-30T18:01:59.653119",
     "exception": false,
     "start_time": "2022-09-30T18:01:59.645684",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "50b9b53a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:01:59.670912Z",
     "iopub.status.busy": "2022-09-30T18:01:59.670406Z",
     "iopub.status.idle": "2022-09-30T18:02:01.385064Z",
     "shell.execute_reply": "2022-09-30T18:02:01.383037Z"
    },
    "papermill": {
     "duration": 1.728037,
     "end_time": "2022-09-30T18:02:01.388906",
     "exception": false,
     "start_time": "2022-09-30T18:01:59.660869",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Important libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "sns.set(style='darkgrid')\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "#Important functions\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "#Models\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "611f99e8",
   "metadata": {
    "papermill": {
     "duration": 0.00864,
     "end_time": "2022-09-30T18:02:01.406777",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.398137",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Loading the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b06890de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:01.429716Z",
     "iopub.status.busy": "2022-09-30T18:02:01.428668Z",
     "iopub.status.idle": "2022-09-30T18:02:01.493243Z",
     "shell.execute_reply": "2022-09-30T18:02:01.491301Z"
    },
    "papermill": {
     "duration": 0.079068,
     "end_time": "2022-09-30T18:02:01.496345",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.417277",
     "status": "completed"
    },
    "tags": []
   },
   "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>age</th>\n",
       "      <th>anaemia</th>\n",
       "      <th>creatinine_phosphokinase</th>\n",
       "      <th>diabetes</th>\n",
       "      <th>ejection_fraction</th>\n",
       "      <th>high_blood_pressure</th>\n",
       "      <th>platelets</th>\n",
       "      <th>serum_creatinine</th>\n",
       "      <th>serum_sodium</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoking</th>\n",
       "      <th>time</th>\n",
       "      <th>DEATH_EVENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>75.0</td>\n",
       "      <td>0</td>\n",
       "      <td>582</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>265000.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7861</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>263358.03</td>\n",
       "      <td>1.1</td>\n",
       "      <td>136</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>146</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>162000.00</td>\n",
       "      <td>1.3</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50.0</td>\n",
       "      <td>1</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>210000.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>137</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>65.0</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>327000.00</td>\n",
       "      <td>2.7</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    age  anaemia  creatinine_phosphokinase  diabetes  ejection_fraction  \\\n",
       "0  75.0        0                       582         0                 20   \n",
       "1  55.0        0                      7861         0                 38   \n",
       "2  65.0        0                       146         0                 20   \n",
       "3  50.0        1                       111         0                 20   \n",
       "4  65.0        1                       160         1                 20   \n",
       "\n",
       "   high_blood_pressure  platelets  serum_creatinine  serum_sodium  sex  \\\n",
       "0                    1  265000.00               1.9           130    1   \n",
       "1                    0  263358.03               1.1           136    1   \n",
       "2                    0  162000.00               1.3           129    1   \n",
       "3                    0  210000.00               1.9           137    1   \n",
       "4                    0  327000.00               2.7           116    0   \n",
       "\n",
       "   smoking  time  DEATH_EVENT  \n",
       "0        0     4            1  \n",
       "1        0     6            1  \n",
       "2        1     7            1  \n",
       "3        0     7            1  \n",
       "4        0     8            1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('../input/heart-failure-clinical-data/heart_failure_clinical_records_dataset.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "189557f9",
   "metadata": {
    "papermill": {
     "duration": 0.008041,
     "end_time": "2022-09-30T18:02:01.513586",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.505545",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5a77600c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:01.533701Z",
     "iopub.status.busy": "2022-09-30T18:02:01.533199Z",
     "iopub.status.idle": "2022-09-30T18:02:01.542204Z",
     "shell.execute_reply": "2022-09-30T18:02:01.540863Z"
    },
    "papermill": {
     "duration": 0.023265,
     "end_time": "2022-09-30T18:02:01.545293",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.522028",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(299, 13)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape #(Rows,Columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5bfbac23",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:01.567395Z",
     "iopub.status.busy": "2022-09-30T18:02:01.565995Z",
     "iopub.status.idle": "2022-09-30T18:02:01.601371Z",
     "shell.execute_reply": "2022-09-30T18:02:01.599145Z"
    },
    "papermill": {
     "duration": 0.050393,
     "end_time": "2022-09-30T18:02:01.604841",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.554448",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 299 entries, 0 to 298\n",
      "Data columns (total 13 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   age                       299 non-null    float64\n",
      " 1   anaemia                   299 non-null    int64  \n",
      " 2   creatinine_phosphokinase  299 non-null    int64  \n",
      " 3   diabetes                  299 non-null    int64  \n",
      " 4   ejection_fraction         299 non-null    int64  \n",
      " 5   high_blood_pressure       299 non-null    int64  \n",
      " 6   platelets                 299 non-null    float64\n",
      " 7   serum_creatinine          299 non-null    float64\n",
      " 8   serum_sodium              299 non-null    int64  \n",
      " 9   sex                       299 non-null    int64  \n",
      " 10  smoking                   299 non-null    int64  \n",
      " 11  time                      299 non-null    int64  \n",
      " 12  DEATH_EVENT               299 non-null    int64  \n",
      "dtypes: float64(3), int64(10)\n",
      "memory usage: 30.5 KB\n"
     ]
    }
   ],
   "source": [
    "df.info() #all features, total number of tuples and data type of `train` data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dafecdbe",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:01.626481Z",
     "iopub.status.busy": "2022-09-30T18:02:01.625990Z",
     "iopub.status.idle": "2022-09-30T18:02:01.689909Z",
     "shell.execute_reply": "2022-09-30T18:02:01.688461Z"
    },
    "papermill": {
     "duration": 0.079446,
     "end_time": "2022-09-30T18:02:01.693168",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.613722",
     "status": "completed"
    },
    "tags": []
   },
   "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>age</th>\n",
       "      <th>anaemia</th>\n",
       "      <th>creatinine_phosphokinase</th>\n",
       "      <th>diabetes</th>\n",
       "      <th>ejection_fraction</th>\n",
       "      <th>high_blood_pressure</th>\n",
       "      <th>platelets</th>\n",
       "      <th>serum_creatinine</th>\n",
       "      <th>serum_sodium</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoking</th>\n",
       "      <th>time</th>\n",
       "      <th>DEATH_EVENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.00000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.00000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>299.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>60.833893</td>\n",
       "      <td>0.431438</td>\n",
       "      <td>581.839465</td>\n",
       "      <td>0.418060</td>\n",
       "      <td>38.083612</td>\n",
       "      <td>0.351171</td>\n",
       "      <td>263358.029264</td>\n",
       "      <td>1.39388</td>\n",
       "      <td>136.625418</td>\n",
       "      <td>0.648829</td>\n",
       "      <td>0.32107</td>\n",
       "      <td>130.260870</td>\n",
       "      <td>0.32107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>11.894809</td>\n",
       "      <td>0.496107</td>\n",
       "      <td>970.287881</td>\n",
       "      <td>0.494067</td>\n",
       "      <td>11.834841</td>\n",
       "      <td>0.478136</td>\n",
       "      <td>97804.236869</td>\n",
       "      <td>1.03451</td>\n",
       "      <td>4.412477</td>\n",
       "      <td>0.478136</td>\n",
       "      <td>0.46767</td>\n",
       "      <td>77.614208</td>\n",
       "      <td>0.46767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>40.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25100.000000</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>113.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>51.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>116.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>212500.000000</td>\n",
       "      <td>0.90000</td>\n",
       "      <td>134.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>60.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>262000.000000</td>\n",
       "      <td>1.10000</td>\n",
       "      <td>137.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>115.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>70.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>582.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>303500.000000</td>\n",
       "      <td>1.40000</td>\n",
       "      <td>140.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>203.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7861.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>850000.000000</td>\n",
       "      <td>9.40000</td>\n",
       "      <td>148.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>285.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              age     anaemia  creatinine_phosphokinase    diabetes  \\\n",
       "count  299.000000  299.000000                299.000000  299.000000   \n",
       "mean    60.833893    0.431438                581.839465    0.418060   \n",
       "std     11.894809    0.496107                970.287881    0.494067   \n",
       "min     40.000000    0.000000                 23.000000    0.000000   \n",
       "25%     51.000000    0.000000                116.500000    0.000000   \n",
       "50%     60.000000    0.000000                250.000000    0.000000   \n",
       "75%     70.000000    1.000000                582.000000    1.000000   \n",
       "max     95.000000    1.000000               7861.000000    1.000000   \n",
       "\n",
       "       ejection_fraction  high_blood_pressure      platelets  \\\n",
       "count         299.000000           299.000000     299.000000   \n",
       "mean           38.083612             0.351171  263358.029264   \n",
       "std            11.834841             0.478136   97804.236869   \n",
       "min            14.000000             0.000000   25100.000000   \n",
       "25%            30.000000             0.000000  212500.000000   \n",
       "50%            38.000000             0.000000  262000.000000   \n",
       "75%            45.000000             1.000000  303500.000000   \n",
       "max            80.000000             1.000000  850000.000000   \n",
       "\n",
       "       serum_creatinine  serum_sodium         sex    smoking        time  \\\n",
       "count         299.00000    299.000000  299.000000  299.00000  299.000000   \n",
       "mean            1.39388    136.625418    0.648829    0.32107  130.260870   \n",
       "std             1.03451      4.412477    0.478136    0.46767   77.614208   \n",
       "min             0.50000    113.000000    0.000000    0.00000    4.000000   \n",
       "25%             0.90000    134.000000    0.000000    0.00000   73.000000   \n",
       "50%             1.10000    137.000000    1.000000    0.00000  115.000000   \n",
       "75%             1.40000    140.000000    1.000000    1.00000  203.000000   \n",
       "max             9.40000    148.000000    1.000000    1.00000  285.000000   \n",
       "\n",
       "       DEATH_EVENT  \n",
       "count    299.00000  \n",
       "mean       0.32107  \n",
       "std        0.46767  \n",
       "min        0.00000  \n",
       "25%        0.00000  \n",
       "50%        0.00000  \n",
       "75%        1.00000  \n",
       "max        1.00000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Statistical Information\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db9fa370",
   "metadata": {
    "papermill": {
     "duration": 0.009088,
     "end_time": "2022-09-30T18:02:01.712034",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.702946",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Data Visualization\n",
    "Now we will see which of the attributes is related to the death of the patient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3c009d59",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:01.735119Z",
     "iopub.status.busy": "2022-09-30T18:02:01.734094Z",
     "iopub.status.idle": "2022-09-30T18:02:02.928541Z",
     "shell.execute_reply": "2022-09-30T18:02:02.927250Z"
    },
    "papermill": {
     "duration": 1.208803,
     "end_time": "2022-09-30T18:02:02.931211",
     "exception": false,
     "start_time": "2022-09-30T18:02:01.722408",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEJCAYAAACHRBAhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAdG0lEQVR4nO3de3RU9cHu8WdmQhIUYu4hRAQEoUHkGsUePSpBSICQUN/SxBS7FKmiZVU8LZdDY8LdN4S6ROUixQWi3MorxZWAiVgsR2nrEV/BhqCoBVQIuXMJQkJm9vmD42iEkB/ksgfy/fxF9vWZsOGZ/Zu99zgsy7IEAEAjnHYHAABcHSgMAIARCgMAYITCAAAYoTAAAEYoDACAEQoDAGDEz+4ALa2q6rQ8Hm41AQATTqdDISHXX3TeNV8YHo9FYQBAM2BICgBghMIAABi55oekAPg2y7JUVVWm2tqzkhg+bh0O+fsHKiQkQg6Hw3gtCgOAraqrT8jhcCgq6kY5HAx6tAbL8uj48XJVV59Qx47Bxuu12t9Odna24uPj1bt3bx04cECSVFVVpV//+tdKSEjQmDFjNHnyZFVWVnrX2bNnj5KTk5WQkKAJEyaooqKiteICaCVnzlSrY8dgyqIVORxOdewYojNnqi9rvVb7Gxo2bJjWrl2rmJgY7zSHw6GJEyeqoKBAubm56tKlixYtWiRJ8ng8mjp1qjIzM1VQUKC4uDjvPADXDo/HLZeLwY7W5nL5yeNxX9Y6rVYYcXFxio6OrjctODhYQ4YM8f48YMAAHT16VJJUWFiogIAAxcXFSZLS0tKUn5/fWnEBtKLLGUdH87iS37nP1LrH49H69esVHx8vSSouLlbnzp2980NDQ+XxeHT8+HEFBwcbbzcsrMMVZ6o955Z/O9cVr38t4XeBllJa6pSfH8NRdnA6nYqI6Gi8vM8Uxty5c3Xddddp/PjxzbrdiorqK75xLyKio9KnrW3WPFerdQt/qbKyU3bHwDXI4/Gors5jd4w2yePxXPDv2ul0NPhG2ycKIzs7W4cPH9by5cvldJ5/pxEdHe0dnpKkyspKOZ3Oyzq7AHD1+vnPx6iyslIul0sul1Pdut2sxMRRSk5+QE6nU/Pnz9L27flq166dd53OnW/Uq6+u9/787bffKiUlQf36DdQf//iCJGn8+F+opKRYklRTUyM/Pz+5XOfPnh966BGFh0coN3eLli175YI806dn6Pbbh6gh27bl6j//c64CAgLqTV+/frMWLJijPn1u1cSJk+rNe++9vykn51lt3rxV2dnzGnxNxcVHNW5csu68839o0aIXvPPnzHlGMTE3qkuXm5STs0CS5HZ7dO5crQIDA73Lbd/+XoO5TdleGM8995wKCwu1YsUK+fv7e6f37dtXZ8+e1e7duxUXF6cNGzYoMTHRxqQAWlt29nO6/fYhqq6u1p49H2nx4j+qqGifZs7MkiSlp/9Kjz32ZIPr79y5Q+3a+Wv37g9UUVGusLBwvf76n73zJ09+TAkJozRmzFjvtG3bcpuU+dZbb7ugbCRp5MjRWrFimR599PF6nx8UFGzT8OGJ8vPzM3pNRUX79K9/7dVtt/WvN33EiJEaMWKkJOm//3u35s7N1F/+sq1Jr+XHWm3gcN68ebrnnnt07NgxPfLIIxo9erQ+//xzvfzyyyotLVVaWppSUlL0m9/85nwwp1MLFy7U7NmzNWLECH344Yf63e9+11pxAfiQDh066O6779Xs2Qv01lt5+ve/vzBa76238pSS8oB69OipgoK3Wjjlpd1zz306efK49u792Dvt5MmT+vvf31di4mjj7aSnP6QVK5a2RMRGtdoZRkZGhjIyMi6Y/tlnnzW4zqBBg5Sb27S2B3Dt6NOnryIiIrV3755Glz12rFgff/yRnn56moKCblB+fp7S0x9q+ZANCAgIVHz8cOXnb9WAAYMkSTt2bNdNN3XTLbf0Mt7OAw+M03/910Z9+OEHlxweawm2D0kBwOUID4/QyZMnJEkbNryuzZu/H2K6++57lZExW5KUn79VPXrcou7db1aHDh20bNkLOnDgU/Xq9ZNG91FUVKjExPvqTTt9+rRRvh+vGxR0g/785zclSYmJSZo+fYqefnqaAgICVFCwVSNH1j+7uNRrkiR//wD96lcT9Kc/LaMwAOBSysvLFBR0g6SvlZY2vsHx/vz8bUpOHitJioiI1IABg/TWW1uNCqNPn74X/dDbxMXW/U7//gN0ww3Beu+9vyk29lYVFe3T/Pk59Za51Gv6zpgxY7V+/Wt6//3/Y5SpuXDxM4Crxv79+1RWVqp+/QZccrl//WuvvvnmK7322molJycoOTlBRUWF2r49X3V1da0TtgGJiaOVn79VBQXbNGTITxUaGnbZ22jXrp0eeeTXWrlyuSyr9R7YSGEA8HmnT1dr1673lJU1UyNGjFSPHj0vufxbb+Xp9tuH6PXX/6xVq9Zq1aq1WrNmo2pqavTPf/69lVJfXGLiaO3e/X+Vm7tFiYlJV7ydhIRRqq2t0Qcf/KMZ010aQ1IAfNb06f9LLpdLTqdD3brdrNTUX2rs2P/wzl+3bo02bfr+vgt/f39t3rxNO3a8o4yM2QoLC6+3vYSEUcrPz9Pdd9/TYpn37fuXhg//n/WmvfDCcsXG3ipJio7urL59++mLLz6/aI6LvaatW/96wXIul0uPPjpJWVn/u5lfQcMcVmuez9iAO72bB3d6o6UcO3ZYnTp1tTtGm3Sx3/2l7vRmSAoAYIQhKQC4DDk5C/T22xfeBDhixEhNnTrThkSth8IAgMswderMa74YGsKQFADACIUBADBCYQAAjFAYAAAjfOgNoM3pGBSowIB2jS94mc7WnNOpk2cbXe6rrw5r/vxZOnHihG644QZlZMxWly43NXue5kZhAGhzAgPatchNuesW/lKn1HhhLFr0rB54YJwSEkapoGCbcnIW6IUXljd7nubGkBQAtKKqqkodOPCp7r8/QZJ0//0JOnDgU1VVVdmcrHEUBgC0opKSEoWHR3q/R9zlcik8PEKlpSU2J2schQEAMEJhAEArioqKUnl5qdxutyTJ7XarvLxMkZFRNidrHIUBAK0oJCRUPXv20jvvFEiS3nmnQLfc0lshISE2J2scV0kBaHPO1pzTuoW/bJHtmpg6dabmzcvSqlUr1bFjRz3zzOzGV/IBFAaANufUybNGl7+2lK5du+lPf3rVtv1fKYakAABGKAwAgBEKAwBgpFUKIzs7W/Hx8erdu7cOHDjgnX7w4EGlpqYqISFBqampOnTokNE8AEDra5XCGDZsmNauXauYmJh607OyspSenq6CggKlp6crMzPTaB4AoPW1SmHExcUpOjq63rSKigoVFRUpKSlJkpSUlKSioiJVVlZech4AwB62XVZbXFysqKioes9TiYyMVHFxsSzLanBeaGioXZEBXCNCbvCXn39As2+3rrZGVSdqG13upZee186dO1RcfFRr1mzQzTf3bPYsLeGavw8jLKyD3RGuGRERHe2OgGtQaalTfn6te/2Nn3+APlo4sdm3O3jaSvn51TW63H33DdWDD6br8ccflcvV+q//O06n87L+XdtWGNHR0SopKZHb7ZbL5ZLb7VZpaamio6NlWVaD8y5XRUW1PB7rijLyH2R9ZWWn7I6Aa5DH41FdncfuGM3G5LX07dvf+2e3277X7/F4Lvh37XQ6GnyjbdtltWFhYYqNjVVeXp4kKS8vT7GxsQoNDb3kPACAPVrlDGPevHl6++23VV5erkceeUTBwcHaunWrZs2apRkzZmjp0qUKCgpSdna2d51LzQMAtL5WKYyMjAxlZGRcML1Hjx7atGnTRde51DwAQOvjTm8AgJFr/iopAPA1zz+fo50731VlZYWmTPmNgoJu0Ouv/9nuWI2iMAC0OXW1NRo8bWWLbNfElClTNWXK1Gbff0ujMAC0Oedvrmv8BjvUx2cYAAAjFAYAwAiFAcB2lnVlT2PAlbuS3zmFAcBWfn7+On36JKXRiizL0unTJ+Xn539Z6/GhNwBbhYREqKqqTNXVx+2O0qb4+fkrJCTi8tZpoSwAYMTl8lN4+OU/WBStjyEpAIARCgMAYITCAAAYoTAAAEYoDACAEQoDAGCEwgAAGKEwAABGKAwAgBEKAwBghMIAABihMAAARigMAIARCgMAYITHmwNXqY5BgQoMaGd3DJ9wtuacTp08a3eMax6FAVylAgPaKX3aWrtj+IR1C3+pU6IwWppPDEm9++67Gjt2rFJSUpScnKy3335bknTw4EGlpqYqISFBqampOnTokL1BAaANs/0Mw7IsTZs2TWvXrlWvXr306aef6sEHH9T999+vrKwspaenKyUlRW+++aYyMzO1Zs0auyMDQJvkE2cYTqdTp06dkiSdOnVKkZGRqqqqUlFRkZKSkiRJSUlJKioqUmVlpZ1RAaDNsv0Mw+Fw6Pnnn9eTTz6p6667TqdPn9aKFStUXFysqKgouVwuSZLL5VJkZKSKi4sVGhpqvP2wsA4tFb3NiYjoaHcEoEEcny3P9sKoq6vTyy+/rKVLl2rw4MH66KOPNGXKFC1cuLBZtl9RUS2Px7qidTkA6ysrO2V3BPwAx2d9HJ/Nw+l0NPhG2/Yhqf3796u0tFSDBw+WJA0ePFjt27dXQECASkpK5Ha7JUlut1ulpaWKjo62My4AtFm2F0anTp107Ngx/fvf/5Ykffnll6qoqFDXrl0VGxurvLw8SVJeXp5iY2MvazgKANB8bB+SioiI0KxZs/TUU0/J4XBIkhYsWKDg4GDNmjVLM2bM0NKlSxUUFKTs7Gyb0wJA22V7YUhScnKykpOTL5jeo0cPbdq0yYZEAIAfs31ICgBwdaAwAABGKAwAgBEKAwBghMIAABihMAAARigMAIARCgMAYITCAAAYMS6MV1555aLTV61a1WxhAAC+y7gwlixZctHpy5Yta7YwAADf1eizpP7xj39Ikjwej/75z3/Ksr7/bolvvvlG119/fculAwD4jEYL4w9/+IMkqaamRjNnzvROdzgcioiIUEZGRsulAwD4jEYLY8eOHZKkadOmNdu34AEArj7Gjzf/YVl4PJ5685xOLrYCgGudcWHs27dPc+bM0WeffaaamhpJkmVZcjgc2r9/f4sFBAD4BuPCmDFjhoYOHaoFCxYoMDCwJTMBAHyQcWEcOXJETz/9tPdrVAEAbYvxhw/Dhw/X+++/35JZAAA+zPgMo6amRpMnT9bgwYMVHh5ebx5XTwHAtc+4MHr27KmePXu2ZBYAgA8zLozJkye3ZA4AgI8zLozvHhFyMT/96U+bJQwAwHcZF8Z3jwj5TlVVlc6dO6eoqCj99a9/bfZgAADfYlwY3z0i5Dtut1vLli3j4YMA0EZc8TM9XC6XJk2apJUrVzY5RE1NjbKysjRixAiNGTNGzzzzjCTp4MGDSk1NVUJCglJTU3Xo0KEm7wsAcGWMzzAuZteuXc1yI19OTo4CAgJUUFAgh8Oh8vJySVJWVpbS09OVkpKiN998U5mZmVqzZk2T9wcAuHzGhXHvvffWK4czZ86otrZWWVlZTQpw+vRpbdmyRTt37vRuPzw8XBUVFSoqKvJ+o19SUpLmzp2ryspKhYaGNmmfAIDLZ1wYOTk59X5u3769unfvrg4dOjQpwNdff63g4GC99NJL+uCDD3T99dfrqaeeUmBgoKKiouRyuSSdHwKLjIxUcXExhQEANjAujDvuuEPS+Uebl5eXKzw8vFkea+52u/X111+rT58+mj59uvbu3atJkyZp8eLFTd62JIWFNa3Q8L2IiI52RwAaxPHZ8owLo7q6WnPmzNG2bdtUV1cnPz8/jR49WhkZGerY8cr/oqKjo+Xn56ekpCRJUv/+/RUSEqLAwECVlJTI7XbL5XLJ7XartLRU0dHRl7X9iopqeTxW4wteBAdgfWVlp+yOgB/g+KyP47N5OJ2OBt9oG58izJs3T2fOnFFubq4++eQT5ebm6syZM5o3b16TwoWGhmrIkCHatWuXpPNXRlVUVKhbt26KjY1VXl6eJCkvL0+xsbEMRwGATYzPMN577z298847at++vSSpe/fuevbZZzV8+PAmh5g9e7Zmzpyp7Oxs+fn5aeHChQoKCtKsWbM0Y8YMLV26VEFBQcrOzm7yvgAAV8a4MAICAlRZWamYmBjvtKqqKvn7+zc5RJcuXfTaa69dML1Hjx7atGlTk7cPAGg648L4+c9/rgkTJujhhx9W586ddfToUa1evVrjxo1ryXwAAB9hXBhPPPGEoqKilJubq9LSUkVGRmrixIkUBgC0EcYfes+fP1/du3fX6tWrtW3bNq1evVo9evTQ/PnzWzIfAMBHGBdGXl6e+vbtW29a3759vVcxAQCubcaF4XA45PF46k1zu90XTAMAXJuMCyMuLk6LFy/2FoTH49GLL76ouLi4FgsHAPAdl/UFSo8//rjuvvtude7cWcXFxYqIiNDy5ctbMh8AwEcYF0anTp30l7/8RZ988omKi4sVHR2tfv36NcvzpAAAvu+yvg/D6XRqwIABGjBgQAvFAQD4Kk4PAABGKAwAgBEKAwBgpEnf6Y22w1N3ju9f+P/qamtUdaLW7hhAq6MwYMTp104fLZxodwyfMHjaSkkUBtoehqQAAEYoDACAEQoDAGCEwgAAGKEwAABGuEoKwFWPy76/15KXfVMYAK56XPb9vZa87JshKQCAEQoDAGCEwgAAGKEwAABGKAwAgBGfKoyXXnpJvXv31oEDByRJe/bsUXJyshISEjRhwgRVVFTYnBAA2i6fKYx9+/Zpz549iomJkSR5PB5NnTpVmZmZKigoUFxcnBYtWmRzSgBou3yiMGprazVnzhzNmjXLO62wsFABAQGKi4uTJKWlpSk/P9+mhAAAn7hxb/HixUpOTtaNN97onVZcXKzOnTt7fw4NDZXH49Hx48cVHBxsvO2wsA7NGRWQJO4qhk9rqePT9sL4+OOPVVhYqN///vctsv2Kimp5PNYVrct/CmhIWdkpuyNwfKJBTTk+nU5Hg2+0bS+MDz/8UF9++aWGDRsmSTp27JgeffRRPfTQQzp69Kh3ucrKSjmdzss6uwAANB/bP8N47LHH9P7772vHjh3asWOHOnXqpFdeeUUTJ07U2bNntXv3bknShg0blJiYaHNaAGi7bD/DaIjT6dTChQuVlZWlmpoaxcTEKCcnx+5YANBm+Vxh7Nixw/vnQYMGKTc318Y0AIDv2D4kBQC4OlAYAAAjFAYAwAiFAQAwQmEAAIxQGAAAIxQGAMAIhQEAMEJhAACMUBgAACMUBgDACIUBADBCYQAAjFAYAAAjFAYAwAiFAQAwQmEAAIxQGAAAIxQGAMAIhQEAMEJhAACMUBgAACMUBgDACIUBADBCYQAAjPjZHaCqqkrTpk3TV199JX9/f3Xt2lVz5sxRaGio9uzZo8zMTNXU1CgmJkY5OTkKCwuzOzIAtEm2n2E4HA5NnDhRBQUFys3NVZcuXbRo0SJ5PB5NnTpVmZmZKigoUFxcnBYtWmR3XABos2wvjODgYA0ZMsT784ABA3T06FEVFhYqICBAcXFxkqS0tDTl5+fbFRMA2jzbC+OHPB6P1q9fr/j4eBUXF6tz587eeaGhofJ4PDp+/Lh9AQGgDbP9M4wfmjt3rq677jqNHz9e27dvb5ZthoV1aJbtAD8UEdHR7ghAg1rq+PSZwsjOztbhw4e1fPlyOZ1ORUdH6+jRo975lZWVcjqdCg4OvqztVlRUy+OxrigT/ymgIWVlp+yOwPGJBjXl+HQ6HQ2+0faJIannnntOhYWFWrJkifz9/SVJffv21dmzZ7V7925J0oYNG5SYmGhnTABo02w/w/j888/18ssvq1u3bkpLS5Mk3XjjjVqyZIkWLlyorKysepfVAgDsYXth3HLLLfrss88uOm/QoEHKzc1t5UQAgIvxiSEpAIDvozAAAEYoDACAEQoDAGCEwgAAGKEwAABGKAwAgBEKAwBghMIAABihMAAARigMAIARCgMAYITCAAAYoTAAAEYoDACAEQoDAGCEwgAAGKEwAABGKAwAgBEKAwBghMIAABihMAAARigMAIARCgMAYITCAAAYoTAAAEZ8vjAOHjyo1NRUJSQkKDU1VYcOHbI7EgC0ST5fGFlZWUpPT1dBQYHS09OVmZlpdyQAaJP87A5wKRUVFSoqKtKqVaskSUlJSZo7d64qKysVGhpqtA2n09GkDOEh1zdp/WuJf1CY3RF8RlOPq+bC8fk9js/vNeX4vNS6DsuyrCvecgsrLCzU9OnTtXXrVu+0UaNGKScnR7feequNyQCg7fH5ISkAgG/w6cKIjo5WSUmJ3G63JMntdqu0tFTR0dE2JwOAtsenCyMsLEyxsbHKy8uTJOXl5Sk2Ntb48wsAQPPx6c8wJOnLL7/UjBkzdPLkSQUFBSk7O1s333yz3bEAoM3x+cIAAPgGnx6SAgD4DgoDAGCEwgAAGKEwAABGKAwAgBGffpYU7FVVVaVjx45Jkjp16qSQkBCbEwGwE4WBC3z11Vd65plnVFRUpMjISElSaWmp+vTpo9mzZ6tbt272BgRgC+7DwAXS0tKUnp6upKQkOZ3nRy09Ho9yc3O1bt06bdy40eaEwMWNGTNGubm5dse4ZnGGgQscP35cycnJ9aY5nU6lpKRo2bJlNqUCzvviiy8anFdVVdWKSdoeCgMXCA4OVl5enkaPHi2H4/yz8S3LUm5uroKCgmxOh7YuKSlJMTExutjgyPHjx1s/UBvCkBQucOjQIWVlZWn//v2KioqSJJWUlOgnP/mJZs2axbO8YKthw4Zp3bp13mPzh+69917t3LnThlRtA2cYuEC3bt306quvqrKyUsXFxZLOP2qepwTDF4wYMUJHjhy5aGEMHz7chkRtB2cYAAAj3LgHADBCYQAAjFAYwFXo6NGjGjhwoPfri4HWwGcYAAAjnGEAAIxQGMBFrFixQvfff78GDhyoUaNGafv27ZKkzZs368EHH1R2drZuv/12xcfH17vu/4033tDIkSM1cOBADRs2TBs2bKi33XfffVcpKSmKi4tTWlqaPv30U++8+Ph4rVy5UmPGjNGAAQM0c+ZMlZeXa+LEiRo4cKAefvhhnThxQpL0zTffqHfv3qqrqzPaL9AsLAAX2LZtm3Xs2DHL7XZbW7dutfr372+VlJRYb7zxhtWnTx9r48aNVl1dnbV27Vrrrrvusjwej2VZlvXuu+9ahw8ftjwej/XBBx9Y/fr1swoLCy3Lsqx9+/ZZd955p7Vnzx6rrq7O2rx5szV06FCrpqbGsizLGjp0qDVu3DirrKzMOnbsmHXnnXdaY8eOtfbt22edPXvWeuihh6wXX3zRsizL+vrrr61evXpZ586da3S/QHPhDAO4iJEjRyoqKkpOp1OjRo1S165d9cknn0iSOnfurF/84hdyuVz62c9+prKyMpWXl0uS7rvvPt10001yOBy64447dNddd2n37t2SpI0bNyo1NVX9+/f3rtuuXTvt2bPHu9/x48crPDxcUVFRiouLU79+/dSnTx8FBARo+PDhKioqumjeS+0XaC7c6Q1cxJYtW7Rq1SodOXJEkvTtt9+qqqpKLpdL4eHh3uXat2/vnS9JO3fu1JIlS3To0CF5PB6dPXtWvXr1knT+yqYtW7bo9ddf965/7tw5lZaWen/+4bYDAgLq/RwYGOjdz49dar9Ac6EwgB85cuSIMjIytHr1ag0cOFAul0spKSmNrldbW6vf/va3ys7O1rBhw9SuXTs9+eST3ofkRUdHa9KkSXriiSeaNW9j+wWaC0NSwI+cOXNGDofD++ysN954Q59//nmj69XW1qq2tlahoaHy8/PTzp07tWvXLu/8cePGacOGDdq7d68sy9K3336rv/3tb6qurm5S3sb2CzQXzjCAH+nZs6cmTJigtLQ0ORwOjR07VoMGDWp0vQ4dOigjI0NTpkxRbW2thg4dqvj4eO/82267TXPnztWcOXN0+PBhBQYGatCgQYqLi2tS3sb2CzQXbtwDABhhSAoAYITCAAAYoTAAAEYoDACAEQoDAGCEwgAAGKEwAABGKAwAgBEKAwBg5P8BjweCgdNWpbkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#We will try to find the relationship of some siginificant numeric(discrete) attributes with death\n",
    "def died(param):\n",
    "    g = sns.countplot(df[param],hue=df.DEATH_EVENT)\n",
    "    plt.xticks(rotation=90);\n",
    "    plt.show()\n",
    "attributes=['anaemia', 'diabetes','high_blood_pressure', 'sex', 'smoking']\n",
    "for attribute in attributes:\n",
    "    died(attribute)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a69e092e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:02.953617Z",
     "iopub.status.busy": "2022-09-30T18:02:02.953167Z",
     "iopub.status.idle": "2022-09-30T18:02:04.377871Z",
     "shell.execute_reply": "2022-09-30T18:02:04.376705Z"
    },
    "papermill": {
     "duration": 1.439416,
     "end_time": "2022-09-30T18:02:04.381134",
     "exception": false,
     "start_time": "2022-09-30T18:02:02.941718",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#We will try to find the relationship of some siginificant numeric(continuous) attributes with death\n",
    "def plt_transported(param):\n",
    "    sns.boxplot(y=df[param],x=df.DEATH_EVENT)\n",
    "    plt.xticks(rotation=90);\n",
    "    plt.show()\n",
    "attributes=['age','creatinine_phosphokinase', 'ejection_fraction', 'platelets', 'serum_creatinine', 'serum_sodium', 'time']\n",
    "for attribute in attributes:\n",
    "    \n",
    "    plt_transported(attribute)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "733ef16d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:04.406906Z",
     "iopub.status.busy": "2022-09-30T18:02:04.406467Z",
     "iopub.status.idle": "2022-09-30T18:02:05.853062Z",
     "shell.execute_reply": "2022-09-30T18:02:05.852055Z"
    },
    "papermill": {
     "duration": 1.463902,
     "end_time": "2022-09-30T18:02:05.857436",
     "exception": false,
     "start_time": "2022-09-30T18:02:04.393534",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Correlation Heatmap\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(df.corr(),annot=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23600b8a",
   "metadata": {
    "papermill": {
     "duration": 0.01331,
     "end_time": "2022-09-30T18:02:05.885306",
     "exception": false,
     "start_time": "2022-09-30T18:02:05.871996",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Missing Values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0779c41f",
   "metadata": {
    "papermill": {
     "duration": 0.013861,
     "end_time": "2022-09-30T18:02:05.913038",
     "exception": false,
     "start_time": "2022-09-30T18:02:05.899177",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Getting the missing values :** We will find out all the missing values from the dataset using `insa()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4ea40806",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:05.943408Z",
     "iopub.status.busy": "2022-09-30T18:02:05.942155Z",
     "iopub.status.idle": "2022-09-30T18:02:05.952227Z",
     "shell.execute_reply": "2022-09-30T18:02:05.951029Z"
    },
    "papermill": {
     "duration": 0.027532,
     "end_time": "2022-09-30T18:02:05.954627",
     "exception": false,
     "start_time": "2022-09-30T18:02:05.927095",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                         0\n",
       "anaemia                     0\n",
       "creatinine_phosphokinase    0\n",
       "diabetes                    0\n",
       "ejection_fraction           0\n",
       "high_blood_pressure         0\n",
       "platelets                   0\n",
       "serum_creatinine            0\n",
       "serum_sodium                0\n",
       "sex                         0\n",
       "smoking                     0\n",
       "time                        0\n",
       "DEATH_EVENT                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Missing values from the train data\n",
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c592a4b",
   "metadata": {
    "papermill": {
     "duration": 0.013354,
     "end_time": "2022-09-30T18:02:05.981685",
     "exception": false,
     "start_time": "2022-09-30T18:02:05.968331",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "No Missing Values!!! That's Great!!!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02f8d6b8",
   "metadata": {
    "papermill": {
     "duration": 0.01329,
     "end_time": "2022-09-30T18:02:06.008743",
     "exception": false,
     "start_time": "2022-09-30T18:02:05.995453",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3162d0d0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:06.038467Z",
     "iopub.status.busy": "2022-09-30T18:02:06.037499Z",
     "iopub.status.idle": "2022-09-30T18:02:06.044431Z",
     "shell.execute_reply": "2022-09-30T18:02:06.043368Z"
    },
    "papermill": {
     "duration": 0.024176,
     "end_time": "2022-09-30T18:02:06.046647",
     "exception": false,
     "start_time": "2022-09-30T18:02:06.022471",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Seperating Response Variable from the dataset\n",
    "X=df.drop('DEATH_EVENT',axis=1)\n",
    "y=df['DEATH_EVENT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7733a075",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:06.077091Z",
     "iopub.status.busy": "2022-09-30T18:02:06.075926Z",
     "iopub.status.idle": "2022-09-30T18:02:06.082659Z",
     "shell.execute_reply": "2022-09-30T18:02:06.081848Z"
    },
    "papermill": {
     "duration": 0.024301,
     "end_time": "2022-09-30T18:02:06.084894",
     "exception": false,
     "start_time": "2022-09-30T18:02:06.060593",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#train_test_split()\n",
    "X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.25, random_state=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "74d75f34",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:06.115353Z",
     "iopub.status.busy": "2022-09-30T18:02:06.114520Z",
     "iopub.status.idle": "2022-09-30T18:02:06.121133Z",
     "shell.execute_reply": "2022-09-30T18:02:06.120330Z"
    },
    "papermill": {
     "duration": 0.024807,
     "end_time": "2022-09-30T18:02:06.123502",
     "exception": false,
     "start_time": "2022-09-30T18:02:06.098695",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Models\n",
    "models=[]\n",
    "models.append(('LR',LogisticRegression(solver='liblinear',multi_class='ovr')))\n",
    "models.append(('DT',DecisionTreeClassifier()))\n",
    "models.append(('LDA',LinearDiscriminantAnalysis()))\n",
    "models.append(('KNN',KNeighborsClassifier()))\n",
    "models.append(('NB',GaussianNB()))\n",
    "models.append(('SVM',SVC(gamma='auto')))\n",
    "models.append(('RFC',RandomForestClassifier()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9c295038",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:06.154101Z",
     "iopub.status.busy": "2022-09-30T18:02:06.153342Z",
     "iopub.status.idle": "2022-09-30T18:02:10.221891Z",
     "shell.execute_reply": "2022-09-30T18:02:10.220000Z"
    },
    "papermill": {
     "duration": 4.087479,
     "end_time": "2022-09-30T18:02:10.225102",
     "exception": false,
     "start_time": "2022-09-30T18:02:06.137623",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR: 0.815909 (0.124300)\n",
      "DT: 0.771212 (0.130879)\n",
      "LDA: 0.793939 (0.118618)\n",
      "KNN: 0.638258 (0.087822)\n",
      "NB: 0.753409 (0.114152)\n",
      "SVM: 0.665152 (0.037697)\n",
      "RFC: 0.798485 (0.137650)\n"
     ]
    }
   ],
   "source": [
    "#Evaluation of models\n",
    "results=[]\n",
    "names=[]\n",
    "for name,model in models:\n",
    "    kfold=StratifiedKFold(n_splits=20)#random_state=1\n",
    "    cv_results=cross_val_score(model, X_train, y_train, cv=kfold, scoring='accuracy')\n",
    "    results.append(cv_results)\n",
    "    names.append(name)\n",
    "    print('%s: %f (%f)' %(name,cv_results.mean(),cv_results.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "351a23a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:10.255893Z",
     "iopub.status.busy": "2022-09-30T18:02:10.255032Z",
     "iopub.status.idle": "2022-09-30T18:02:10.522101Z",
     "shell.execute_reply": "2022-09-30T18:02:10.520916Z"
    },
    "papermill": {
     "duration": 0.285234,
     "end_time": "2022-09-30T18:02:10.524771",
     "exception": false,
     "start_time": "2022-09-30T18:02:10.239537",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Compare our models\n",
    "plt.boxplot(results,labels=names)\n",
    "plt.title(\"Algorithm Comparison\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a961e7e",
   "metadata": {
    "papermill": {
     "duration": 0.013819,
     "end_time": "2022-09-30T18:02:10.554733",
     "exception": false,
     "start_time": "2022-09-30T18:02:10.540914",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We can see from the above plot that `LogisticRegression()` and `RandomForestClassifier()` are our best performing algorithms. We will proceed with both of them."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "790c0823",
   "metadata": {
    "papermill": {
     "duration": 0.013648,
     "end_time": "2022-09-30T18:02:10.582535",
     "exception": false,
     "start_time": "2022-09-30T18:02:10.568887",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Fitting the models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20438a1d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:10.614310Z",
     "iopub.status.busy": "2022-09-30T18:02:10.613798Z",
     "iopub.status.idle": "2022-09-30T18:02:10.628140Z",
     "shell.execute_reply": "2022-09-30T18:02:10.626448Z"
    },
    "papermill": {
     "duration": 0.033606,
     "end_time": "2022-09-30T18:02:10.630562",
     "exception": false,
     "start_time": "2022-09-30T18:02:10.596956",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the LRC: 0.8933333333333333\n"
     ]
    }
   ],
   "source": [
    "#Logistic Regression Classifier\n",
    "lrc = LogisticRegression(solver='liblinear',multi_class='ovr')\n",
    "lrc.fit(X_train,y_train)\n",
    "pred_y=lrc.predict(X_val)\n",
    "\n",
    "#Accuracy\n",
    "print('Accuracy of the LRC:',accuracy_score(y_val.values,pred_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b4041f63",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T18:02:10.663168Z",
     "iopub.status.busy": "2022-09-30T18:02:10.662365Z",
     "iopub.status.idle": "2022-09-30T18:02:10.849603Z",
     "shell.execute_reply": "2022-09-30T18:02:10.848168Z"
    },
    "papermill": {
     "duration": 0.206968,
     "end_time": "2022-09-30T18:02:10.852632",
     "exception": false,
     "start_time": "2022-09-30T18:02:10.645664",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the RFC: 0.92\n"
     ]
    }
   ],
   "source": [
    "#Random Forest Classifier \n",
    "rf = RandomForestClassifier()\n",
    "rf.fit(X_train,y_train)\n",
    "pred_y=rf.predict(X_val)\n",
    "\n",
    "#Accuracy\n",
    "print('Accuracy of the RFC:',accuracy_score(y_val.values,pred_y))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84902329",
   "metadata": {
    "papermill": {
     "duration": 0.014706,
     "end_time": "2022-09-30T18:02:10.881745",
     "exception": false,
     "start_time": "2022-09-30T18:02:10.867039",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "The End"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 21.65204,
   "end_time": "2022-09-30T18:02:11.722786",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-09-30T18:01:50.070746",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}