{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3dbfa033",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 라이브러리 로드\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "from imblearn.over_sampling import SMOTE\n",
    "from imblearn.over_sampling import SVMSMOTE\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import precision_score\n",
    "from sklearn.metrics import recall_score\n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "065b3362",
   "metadata": {
    "scrolled": false
   },
   "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>HeartDisease</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Smoking</th>\n",
       "      <th>AlcoholDrinking</th>\n",
       "      <th>Stroke</th>\n",
       "      <th>PhysicalHealth</th>\n",
       "      <th>MentalHealth</th>\n",
       "      <th>DiffWalking</th>\n",
       "      <th>Sex</th>\n",
       "      <th>AgeCategory</th>\n",
       "      <th>Race</th>\n",
       "      <th>Diabetic</th>\n",
       "      <th>PhysicalActivity</th>\n",
       "      <th>GenHealth</th>\n",
       "      <th>SleepTime</th>\n",
       "      <th>Asthma</th>\n",
       "      <th>KidneyDisease</th>\n",
       "      <th>SkinCancer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>No</td>\n",
       "      <td>16.60</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>55-59</td>\n",
       "      <td>White</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very good</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>No</td>\n",
       "      <td>20.34</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>80 or older</td>\n",
       "      <td>White</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very good</td>\n",
       "      <td>7.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>No</td>\n",
       "      <td>26.58</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>65-69</td>\n",
       "      <td>White</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fair</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>No</td>\n",
       "      <td>24.21</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>75-79</td>\n",
       "      <td>White</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Good</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>No</td>\n",
       "      <td>23.71</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>40-44</td>\n",
       "      <td>White</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very good</td>\n",
       "      <td>8.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319790</th>\n",
       "      <td>Yes</td>\n",
       "      <td>27.41</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>60-64</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fair</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319791</th>\n",
       "      <td>No</td>\n",
       "      <td>29.84</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>35-39</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very good</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319792</th>\n",
       "      <td>No</td>\n",
       "      <td>24.24</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>45-49</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Good</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319793</th>\n",
       "      <td>No</td>\n",
       "      <td>32.81</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>25-29</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Good</td>\n",
       "      <td>12.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319794</th>\n",
       "      <td>No</td>\n",
       "      <td>46.56</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>80 or older</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Good</td>\n",
       "      <td>8.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>301717 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       HeartDisease    BMI Smoking AlcoholDrinking Stroke  PhysicalHealth  \\\n",
       "0                No  16.60     Yes              No     No             3.0   \n",
       "1                No  20.34      No              No    Yes             0.0   \n",
       "2                No  26.58     Yes              No     No            20.0   \n",
       "3                No  24.21      No              No     No             0.0   \n",
       "4                No  23.71      No              No     No            28.0   \n",
       "...             ...    ...     ...             ...    ...             ...   \n",
       "319790          Yes  27.41     Yes              No     No             7.0   \n",
       "319791           No  29.84     Yes              No     No             0.0   \n",
       "319792           No  24.24      No              No     No             0.0   \n",
       "319793           No  32.81      No              No     No             0.0   \n",
       "319794           No  46.56      No              No     No             0.0   \n",
       "\n",
       "        MentalHealth DiffWalking     Sex  AgeCategory      Race Diabetic  \\\n",
       "0               30.0          No  Female        55-59     White      Yes   \n",
       "1                0.0          No  Female  80 or older     White       No   \n",
       "2               30.0          No    Male        65-69     White      Yes   \n",
       "3                0.0          No  Female        75-79     White       No   \n",
       "4                0.0         Yes  Female        40-44     White       No   \n",
       "...              ...         ...     ...          ...       ...      ...   \n",
       "319790           0.0         Yes    Male        60-64  Hispanic      Yes   \n",
       "319791           0.0          No    Male        35-39  Hispanic       No   \n",
       "319792           0.0          No  Female        45-49  Hispanic       No   \n",
       "319793           0.0          No  Female        25-29  Hispanic       No   \n",
       "319794           0.0          No  Female  80 or older  Hispanic       No   \n",
       "\n",
       "       PhysicalActivity  GenHealth  SleepTime Asthma KidneyDisease SkinCancer  \n",
       "0                   Yes  Very good        5.0    Yes            No        Yes  \n",
       "1                   Yes  Very good        7.0     No            No         No  \n",
       "2                   Yes       Fair        8.0    Yes            No         No  \n",
       "3                    No       Good        6.0     No            No        Yes  \n",
       "4                   Yes  Very good        8.0     No            No         No  \n",
       "...                 ...        ...        ...    ...           ...        ...  \n",
       "319790               No       Fair        6.0    Yes            No         No  \n",
       "319791              Yes  Very good        5.0    Yes            No         No  \n",
       "319792              Yes       Good        6.0     No            No         No  \n",
       "319793               No       Good       12.0     No            No         No  \n",
       "319794              Yes       Good        8.0     No            No         No  \n",
       "\n",
       "[301717 rows x 18 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 데이터 로드\n",
    "heart_d = pd.read_csv('heart_2020_cleaned.csv')\n",
    "\n",
    "# 중복 제거\n",
    "heart_d = heart_d.drop_duplicates()\n",
    "heart_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "087e214e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 변수별 시각화\n",
    "plt.figure(figsize=(10,5)) \n",
    "\n",
    "g = sns.countplot(x=heart_d['HeartDisease'])\n",
    "g.set_title('HeartDisease', fontweight='bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0f52ab6a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x2160 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "range_col_name1 = [['Smoking','AlcoholDrinking'],['Stroke','DiffWalking'],['Sex','PhysicalActivity'],['Diabetic','Asthma'],['KidneyDisease','SkinCancer']]\n",
    "\n",
    "heart_d['AgeCategory'] = pd.Categorical(heart_d['AgeCategory'], ordered=True)\n",
    "range_col_name2 = [['AgeCategory','Race','GenHealth']]\n",
    "\n",
    "def printCount(cols_name):\n",
    "    fig, axes = plt.subplots(5, 2, figsize=(20, 30))\n",
    "    row=0\n",
    "    col=0\n",
    "    for row in range(5):\n",
    "        for col in range(2):\n",
    "            plt.subplots_adjust(left=0.075, bottom=0.1, right=0.9, top=0.9, wspace=0.2, hspace=0.35)\n",
    "            column = cols_name[row][col]\n",
    "            sns.countplot(ax=axes[row,col],x=heart_d[column],hue=heart_d['HeartDisease'])\n",
    "            axes[row,col].set_title(\"Counts of {}\".format(column), fontweight='bold')\n",
    "            \n",
    "def printCount_2(cols_name):\n",
    "    fig, axes = plt.subplots(1, 3, figsize=(20, 8))\n",
    "    row=0\n",
    "    col=0\n",
    "    for row in range(1):\n",
    "        for col in range(3):\n",
    "            column = cols_name[row][col]\n",
    "            sns.countplot(ax=axes[col],x=heart_d[column],hue=heart_d['HeartDisease'])\n",
    "            axes[col].set_title(\"Counts of {}\".format(column), fontweight='bold')\n",
    "            fig.autofmt_xdate(rotation=45)\n",
    "\n",
    "printCount(range_col_name1)\n",
    "printCount_2(range_col_name2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d20303fe",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1584 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1584 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1584 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1584 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "col_name = [['BMI','PhysicalHealth'],['MentalHealth', 'SleepTime']]\n",
    "\n",
    "def printCount__(cols_name):\n",
    "\n",
    "    row=0\n",
    "    col=0\n",
    "    \n",
    "    for row in range(2): \n",
    "        for col in range(2):\n",
    "            plt.figure(figsize=(18,22))\n",
    "            ax= [None for _ in range(2)]\n",
    "\n",
    "            ax[0] = plt.subplot2grid((3,4), (0,0), colspan = 2)\n",
    "            ax[1] = plt.subplot2grid((3,4), (1,0), colspan = 2)\n",
    "            \n",
    "            column = cols_name[row][col]\n",
    "            sns.histplot(data= heart_d, x = heart_d[column],palette='mako',alpha = 0.5 ,binwidth = 1,kde = True, ax=ax[0])\n",
    "            sns.histplot(data= heart_d, x = heart_d[column],palette='mako',alpha = 0.5 ,binwidth = 1,kde = True, ax=ax[1],hue = 'HeartDisease')\n",
    "\n",
    "printCount__(col_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "786f5827",
   "metadata": {},
   "outputs": [],
   "source": [
    "heart_one_hot = heart_d.copy()\n",
    "heart_one_hot['AgeCategory'].value_counts()\n",
    "\n",
    "heart_one_hot_race = heart_one_hot.copy()\n",
    "heart_one_hot_race = pd.get_dummies(heart_one_hot['Race'])\n",
    "\n",
    "heart_one_hot = heart_one_hot.drop(['Race'], axis='columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4b5470b5",
   "metadata": {
    "scrolled": false
   },
   "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>HeartDisease</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Smoking</th>\n",
       "      <th>AlcoholDrinking</th>\n",
       "      <th>Stroke</th>\n",
       "      <th>PhysicalHealth</th>\n",
       "      <th>MentalHealth</th>\n",
       "      <th>DiffWalking</th>\n",
       "      <th>Sex</th>\n",
       "      <th>AgeCategory</th>\n",
       "      <th>...</th>\n",
       "      <th>SleepTime</th>\n",
       "      <th>Asthma</th>\n",
       "      <th>KidneyDisease</th>\n",
       "      <th>SkinCancer</th>\n",
       "      <th>American Indian/Alaskan Native</th>\n",
       "      <th>Asian</th>\n",
       "      <th>Black</th>\n",
       "      <th>Hispanic</th>\n",
       "      <th>Other</th>\n",
       "      <th>White</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>16.60</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>20.34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>26.58</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>24.21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>23.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319790</th>\n",
       "      <td>1</td>\n",
       "      <td>27.41</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319791</th>\n",
       "      <td>0</td>\n",
       "      <td>29.84</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319792</th>\n",
       "      <td>0</td>\n",
       "      <td>24.24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319793</th>\n",
       "      <td>0</td>\n",
       "      <td>32.81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319794</th>\n",
       "      <td>0</td>\n",
       "      <td>46.56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>301717 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        HeartDisease    BMI  Smoking  AlcoholDrinking  Stroke  PhysicalHealth  \\\n",
       "0                  0  16.60        1                0       0             3.0   \n",
       "1                  0  20.34        0                0       1             0.0   \n",
       "2                  0  26.58        1                0       0            20.0   \n",
       "3                  0  24.21        0                0       0             0.0   \n",
       "4                  0  23.71        0                0       0            28.0   \n",
       "...              ...    ...      ...              ...     ...             ...   \n",
       "319790             1  27.41        1                0       0             7.0   \n",
       "319791             0  29.84        1                0       0             0.0   \n",
       "319792             0  24.24        0                0       0             0.0   \n",
       "319793             0  32.81        0                0       0             0.0   \n",
       "319794             0  46.56        0                0       0             0.0   \n",
       "\n",
       "        MentalHealth  DiffWalking  Sex  AgeCategory  ...  SleepTime  Asthma  \\\n",
       "0               30.0            0    0           55  ...        5.0       1   \n",
       "1                0.0            0    0           80  ...        7.0       0   \n",
       "2               30.0            0    1           65  ...        8.0       1   \n",
       "3                0.0            0    0           75  ...        6.0       0   \n",
       "4                0.0            1    0           40  ...        8.0       0   \n",
       "...              ...          ...  ...          ...  ...        ...     ...   \n",
       "319790           0.0            1    1           60  ...        6.0       1   \n",
       "319791           0.0            0    1           35  ...        5.0       1   \n",
       "319792           0.0            0    0           45  ...        6.0       0   \n",
       "319793           0.0            0    0           25  ...       12.0       0   \n",
       "319794           0.0            0    0           80  ...        8.0       0   \n",
       "\n",
       "        KidneyDisease  SkinCancer  American Indian/Alaskan Native  Asian  \\\n",
       "0                   0           1                               0      0   \n",
       "1                   0           0                               0      0   \n",
       "2                   0           0                               0      0   \n",
       "3                   0           1                               0      0   \n",
       "4                   0           0                               0      0   \n",
       "...               ...         ...                             ...    ...   \n",
       "319790              0           0                               0      0   \n",
       "319791              0           0                               0      0   \n",
       "319792              0           0                               0      0   \n",
       "319793              0           0                               0      0   \n",
       "319794              0           0                               0      0   \n",
       "\n",
       "        Black  Hispanic  Other  White  \n",
       "0           0         0      0      1  \n",
       "1           0         0      0      1  \n",
       "2           0         0      0      1  \n",
       "3           0         0      0      1  \n",
       "4           0         0      0      1  \n",
       "...       ...       ...    ...    ...  \n",
       "319790      0         1      0      0  \n",
       "319791      0         1      0      0  \n",
       "319792      0         1      0      0  \n",
       "319793      0         1      0      0  \n",
       "319794      0         1      0      0  \n",
       "\n",
       "[301717 rows x 23 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one-hot-encoding\n",
    "y_n = {\"Yes\":1, \"No\":0}\n",
    "diabetic = {\"Yes\":2, \"Yes (during pregnancy)\":2, \"No, borderline diabetes\":1, \"No\":0}\n",
    "sex = {\"Female\": 0, \"Male\":1}\n",
    "health_map = {'Excellent' : 4, 'Very good' : 3, 'Good' : 2, 'Fair' : 1, 'Poor' : 0}\n",
    "age = {\"18-24\":20, \"25-29\":25, \"30-34\":30, \"35-39\":35, \"40-44\":40, \"45-49\":45, \"50-54\":50, \"55-59\":55, \"60-64\":60, \"65-69\":65, \"70-74\":70, \"75-79\":75, \"80 or older\":80}\n",
    "\n",
    "heart_one_hot[\"Smoking\"] = heart_one_hot[\"Smoking\"].replace(y_n)\n",
    "heart_one_hot[\"AlcoholDrinking\"] = heart_one_hot[\"AlcoholDrinking\"].replace(y_n)\n",
    "heart_one_hot[\"Stroke\"] = heart_one_hot[\"Stroke\"].replace(y_n)\n",
    "heart_one_hot[\"DiffWalking\"] = heart_one_hot[\"DiffWalking\"].replace(y_n)\n",
    "heart_one_hot[\"PhysicalActivity\"] = heart_one_hot[\"PhysicalActivity\"].replace(y_n)\n",
    "heart_one_hot[\"Asthma\"] = heart_one_hot[\"Asthma\"].replace(y_n)\n",
    "heart_one_hot[\"KidneyDisease\"] = heart_one_hot[\"KidneyDisease\"].replace(y_n)\n",
    "heart_one_hot[\"HeartDisease\"] = heart_one_hot[\"HeartDisease\"].replace(y_n)\n",
    "heart_one_hot[\"SkinCancer\"] = heart_one_hot[\"SkinCancer\"].replace(y_n)\n",
    "heart_one_hot[\"Diabetic\"] = heart_one_hot[\"Diabetic\"].replace(diabetic)\n",
    "heart_one_hot[\"Sex\"] = heart_one_hot[\"Sex\"].replace(sex)\n",
    "heart_one_hot[\"GenHealth\"] = heart_one_hot[\"GenHealth\"].replace(health_map)\n",
    "heart_one_hot[\"AgeCategory\"] = heart_one_hot[\"AgeCategory\"].replace(age)\n",
    "\n",
    "heart_one_hot = pd.concat([heart_one_hot,heart_one_hot_race], axis=1)\n",
    "\n",
    "heart_one_hot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "57e3974b",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = heart_one_hot.iloc[:,1:]\n",
    "y = heart_one_hot.iloc[:,0]\n",
    "x_train, x_test, y_train, y_test = train_test_split(x,y,test_size=0.2,random_state=10)\n",
    "\n",
    "# 모델링\n",
    "def modeling(model,x_train,x_test,y_train,y_test):\n",
    "    model.fit(x_train,y_train)\n",
    "    pred = model.predict(x_test)\n",
    "    pred_proba = model.predict_proba(x_test)[:,1]\n",
    "    metrics(y_test,pred)\n",
    "    \n",
    "# 평가\n",
    "def metrics(y_test,pred):\n",
    "    accuracy = accuracy_score(y_test,pred)\n",
    "    precision = precision_score(y_test,pred)\n",
    "    recall = recall_score(y_test,pred)\n",
    "    f1 = f1_score(y_test,pred)\n",
    "    matrix = confusion_matrix(y_test, pred)\n",
    "    roc_score = roc_auc_score(y_test,pred,average='macro')\n",
    "\n",
    "    print('Accuracy: ', format(accuracy,'.2f'),'\\n')\n",
    "    print('Recall: ', format(recall,'.2f'),'\\n')\n",
    "    print('Precision: ', format(precision,'.2f'),'\\n')\n",
    "    print('F1_score: ', format(f1,'.2f'),'\\n')\n",
    "    print('Roc_score: ', format(roc_score,'.2f'),'\\n')\n",
    "    print('Confusion Matrix:','\\n', matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "95eec0a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy:  0.91 \n",
      "\n",
      "Recall:  0.10 \n",
      "\n",
      "Precision:  0.50 \n",
      "\n",
      "F1_score:  0.17 \n",
      "\n",
      "Roc_score:  0.55 \n",
      "\n",
      "Confusion Matrix: \n",
      " [[54306   543]\n",
      " [ 4944   551]]\n"
     ]
    }
   ],
   "source": [
    "from lightgbm import LGBMClassifier\n",
    "lgb = LGBMClassifier(n_estimators=1000,num_leaves=64,n_jobs=-1,boost_from_average=False)\n",
    "modeling(lgb,x_train,x_test,y_train,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e04e5ed3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy:  0.86 \n",
      "\n",
      "Recall:  0.35 \n",
      "\n",
      "Precision:  0.27 \n",
      "\n",
      "F1_score:  0.30 \n",
      "\n",
      "Roc_score:  0.63 \n",
      "\n",
      "Confusion Matrix: \n",
      " [[49700  5149]\n",
      " [ 3595  1900]]\n"
     ]
    }
   ],
   "source": [
    "smote = SMOTE(random_state=0)\n",
    "x_train_s,y_train_s = smote.fit_resample(x_train,y_train)\n",
    "\n",
    "print('SMOTE 적용 전: ', x_train.shape, y_train.shape)\n",
    "print('SMOTE 적용 후: ', x_train_s.shape, y_train_s.shape)\n",
    "print('SMOTE 적용 후 0/1 값 분포: \\n', pd.Series(y_train_s).value_counts())\n",
    "modeling(lgb,x_train_s,x_test,y_train_s,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8377f477",
   "metadata": {},
   "outputs": [],
   "source": [
    "svmsmote = SVMSMOTE(random_state=0)\n",
    "x_train_svm,y_train_svm = svmsmote.fit_resample(x_train,y_train)\n",
    "\n",
    "modeling(lgb,x_train_svm,x_test,y_train_svm,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ef6b825",
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.over_sampling import BorderlineSMOTE \n",
    "bsmote = BorderlineSMOTE(random_state=42)\n",
    "\n",
    "x_train_b,y_train_b = bsmote.fit_resample(x_train,y_train)\n",
    "\n",
    "print('SMOTE 적용 전: ', x_train.shape, y_train.shape)\n",
    "print('SMOTE 적용 후: ', x_train_b.shape, y_train_b.shape)\n",
    "print('SMOTE 적용 후 0/1 값 분포: \\n', pd.Series(y_train_b).value_counts())\n",
    "\n",
    "modeling(lgb,x_train_b,x_test,y_train_b,y_test)"
   ]
  }
 ],
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