Heart Disease Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <u><b>Heart Disease Prediction<b><u>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given many features we have to predict chances of heart disease\n",
    "\n",
    "1 -> Person has heart disease,\n",
    "0 -> Person has no heart disease\n",
    "\n",
    "Dataset link - https://www.kaggle.com/ronitf/heart-disease-uci"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis (EDA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing pandas.Using it for data analysis and data manipulation\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading the dataset\n",
    "df = pd.read_csv(\"heart.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</th>\n",
       "      <th>trestbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
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       "      <th>slope</th>\n",
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       "  </thead>\n",
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       "      <td>1</td>\n",
       "      <td>0.6</td>\n",
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       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
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       "      <th>7</th>\n",
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       "      <td>120</td>\n",
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       "      <td>173</td>\n",
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       "      <th>8</th>\n",
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       "   age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  slope  \\\n",
       "0   63    1   3       145   233    1        0      150      0      2.3      0   \n",
       "1   37    1   2       130   250    0        1      187      0      3.5      0   \n",
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       "3   56    1   1       120   236    0        1      178      0      0.8      2   \n",
       "4   57    0   0       120   354    0        1      163      1      0.6      2   \n",
       "5   57    1   0       140   192    0        1      148      0      0.4      1   \n",
       "6   56    0   1       140   294    0        0      153      0      1.3      1   \n",
       "7   44    1   1       120   263    0        1      173      0      0.0      2   \n",
       "8   52    1   2       172   199    1        1      162      0      0.5      2   \n",
       "9   57    1   2       150   168    0        1      174      0      1.6      2   \n",
       "\n",
       "   ca  thal  target  \n",
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       "6   0     2       1  \n",
       "7   0     3       1  \n",
       "8   0     3       1  \n",
       "9   0     2       1  "
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     "execution_count": 3,
     "metadata": {},
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   ],
   "source": [
    "#Checking head and examining\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "     age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  \\\n",
       "293   67    1   2       152   212    0        0      150      0      0.8   \n",
       "294   44    1   0       120   169    0        1      144      1      2.8   \n",
       "295   63    1   0       140   187    0        0      144      1      4.0   \n",
       "296   63    0   0       124   197    0        1      136      1      0.0   \n",
       "297   59    1   0       164   176    1        0       90      0      1.0   \n",
       "298   57    0   0       140   241    0        1      123      1      0.2   \n",
       "299   45    1   3       110   264    0        1      132      0      1.2   \n",
       "300   68    1   0       144   193    1        1      141      0      3.4   \n",
       "301   57    1   0       130   131    0        1      115      1      1.2   \n",
       "302   57    0   1       130   236    0        0      174      0      0.0   \n",
       "\n",
       "     slope  ca  thal  target  \n",
       "293      1   0     3       0  \n",
       "294      0   0     1       0  \n",
       "295      2   2     3       0  \n",
       "296      1   0     2       0  \n",
       "297      1   2     1       0  \n",
       "298      1   0     3       0  \n",
       "299      1   0     3       0  \n",
       "300      1   2     3       0  \n",
       "301      1   1     3       0  \n",
       "302      1   1     2       0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking tail and examining\n",
    "df.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>54.366337</td>\n",
       "      <td>0.683168</td>\n",
       "      <td>0.966997</td>\n",
       "      <td>131.623762</td>\n",
       "      <td>246.264026</td>\n",
       "      <td>0.148515</td>\n",
       "      <td>0.528053</td>\n",
       "      <td>149.646865</td>\n",
       "      <td>0.326733</td>\n",
       "      <td>1.039604</td>\n",
       "      <td>1.399340</td>\n",
       "      <td>0.729373</td>\n",
       "      <td>2.313531</td>\n",
       "      <td>0.544554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.082101</td>\n",
       "      <td>0.466011</td>\n",
       "      <td>1.032052</td>\n",
       "      <td>17.538143</td>\n",
       "      <td>51.830751</td>\n",
       "      <td>0.356198</td>\n",
       "      <td>0.525860</td>\n",
       "      <td>22.905161</td>\n",
       "      <td>0.469794</td>\n",
       "      <td>1.161075</td>\n",
       "      <td>0.616226</td>\n",
       "      <td>1.022606</td>\n",
       "      <td>0.612277</td>\n",
       "      <td>0.498835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>47.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>211.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>133.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>240.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>61.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>140.000000</td>\n",
       "      <td>274.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>564.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>202.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              age         sex          cp    trestbps        chol         fbs  \\\n",
       "count  303.000000  303.000000  303.000000  303.000000  303.000000  303.000000   \n",
       "mean    54.366337    0.683168    0.966997  131.623762  246.264026    0.148515   \n",
       "std      9.082101    0.466011    1.032052   17.538143   51.830751    0.356198   \n",
       "min     29.000000    0.000000    0.000000   94.000000  126.000000    0.000000   \n",
       "25%     47.500000    0.000000    0.000000  120.000000  211.000000    0.000000   \n",
       "50%     55.000000    1.000000    1.000000  130.000000  240.000000    0.000000   \n",
       "75%     61.000000    1.000000    2.000000  140.000000  274.500000    0.000000   \n",
       "max     77.000000    1.000000    3.000000  200.000000  564.000000    1.000000   \n",
       "\n",
       "          restecg     thalach       exang     oldpeak       slope          ca  \\\n",
       "count  303.000000  303.000000  303.000000  303.000000  303.000000  303.000000   \n",
       "mean     0.528053  149.646865    0.326733    1.039604    1.399340    0.729373   \n",
       "std      0.525860   22.905161    0.469794    1.161075    0.616226    1.022606   \n",
       "min      0.000000   71.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "25%      0.000000  133.500000    0.000000    0.000000    1.000000    0.000000   \n",
       "50%      1.000000  153.000000    0.000000    0.800000    1.000000    0.000000   \n",
       "75%      1.000000  166.000000    1.000000    1.600000    2.000000    1.000000   \n",
       "max      2.000000  202.000000    1.000000    6.200000    2.000000    4.000000   \n",
       "\n",
       "             thal      target  \n",
       "count  303.000000  303.000000  \n",
       "mean     2.313531    0.544554  \n",
       "std      0.612277    0.498835  \n",
       "min      0.000000    0.000000  \n",
       "25%      2.000000    0.000000  \n",
       "50%      2.000000    1.000000  \n",
       "75%      3.000000    1.000000  \n",
       "max      3.000000    1.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Mean,count, and standard deviation is checked\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 303 entries, 0 to 302\n",
      "Data columns (total 14 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   age       303 non-null    int64  \n",
      " 1   sex       303 non-null    int64  \n",
      " 2   cp        303 non-null    int64  \n",
      " 3   trestbps  303 non-null    int64  \n",
      " 4   chol      303 non-null    int64  \n",
      " 5   fbs       303 non-null    int64  \n",
      " 6   restecg   303 non-null    int64  \n",
      " 7   thalach   303 non-null    int64  \n",
      " 8   exang     303 non-null    int64  \n",
      " 9   oldpeak   303 non-null    float64\n",
      " 10  slope     303 non-null    int64  \n",
      " 11  ca        303 non-null    int64  \n",
      " 12  thal      303 non-null    int64  \n",
      " 13  target    303 non-null    int64  \n",
      "dtypes: float64(1), int64(13)\n",
      "memory usage: 33.3 KB\n"
     ]
    }
   ],
   "source": [
    "#Data types and non-null count is displayed for all features. We have balanced data set here\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(303, 14)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Number of rows and columns\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['age', 'sex', 'cp', 'trestbps', 'chol', 'fbs', 'restecg', 'thalach',\n",
       "       'exang', 'oldpeak', 'slope', 'ca', 'thal', 'target'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Column names\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age         False\n",
       "sex         False\n",
       "cp          False\n",
       "trestbps    False\n",
       "chol        False\n",
       "fbs         False\n",
       "restecg     False\n",
       "thalach     False\n",
       "exang       False\n",
       "oldpeak     False\n",
       "slope       False\n",
       "ca          False\n",
       "thal        False\n",
       "target      False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking if any feature has null values. We have balanced dataset here\n",
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='target', ylabel='count'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Count Plot\n",
    "sns.countplot(x=\"target\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>],\n",
       "       [<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>],\n",
       "       [<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>],\n",
       "       [<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>],\n",
       "       [<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>],\n",
       "       [<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>],\n",
       "       [<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>],\n",
       "       [<AxesSubplot:ylabel='Density'>, <AxesSubplot:ylabel='Density'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1440 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Density Plot\n",
    "df.plot(kind='density', subplots=True, layout=(8,2), sharex=False , figsize =(18,20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'age'}>,\n",
       "        <AxesSubplot:title={'center':'sex'}>,\n",
       "        <AxesSubplot:title={'center':'cp'}>,\n",
       "        <AxesSubplot:title={'center':'trestbps'}>],\n",
       "       [<AxesSubplot:title={'center':'chol'}>,\n",
       "        <AxesSubplot:title={'center':'fbs'}>,\n",
       "        <AxesSubplot:title={'center':'restecg'}>,\n",
       "        <AxesSubplot:title={'center':'thalach'}>],\n",
       "       [<AxesSubplot:title={'center':'exang'}>,\n",
       "        <AxesSubplot:title={'center':'oldpeak'}>,\n",
       "        <AxesSubplot:title={'center':'slope'}>,\n",
       "        <AxesSubplot:title={'center':'ca'}>],\n",
       "       [<AxesSubplot:title={'center':'thal'}>,\n",
       "        <AxesSubplot:title={'center':'target'}>, <AxesSubplot:>,\n",
       "        <AxesSubplot:>]], dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Histogram\n",
    "df.hist(figsize = (12,10),color='cyan')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age            AxesSubplot(0.125,0.787927;0.352273x0.0920732)\n",
       "sex         AxesSubplot(0.547727,0.787927;0.352273x0.0920732)\n",
       "cp             AxesSubplot(0.125,0.677439;0.352273x0.0920732)\n",
       "trestbps    AxesSubplot(0.547727,0.677439;0.352273x0.0920732)\n",
       "chol           AxesSubplot(0.125,0.566951;0.352273x0.0920732)\n",
       "fbs         AxesSubplot(0.547727,0.566951;0.352273x0.0920732)\n",
       "restecg        AxesSubplot(0.125,0.456463;0.352273x0.0920732)\n",
       "thalach     AxesSubplot(0.547727,0.456463;0.352273x0.0920732)\n",
       "exang          AxesSubplot(0.125,0.345976;0.352273x0.0920732)\n",
       "oldpeak     AxesSubplot(0.547727,0.345976;0.352273x0.0920732)\n",
       "slope          AxesSubplot(0.125,0.235488;0.352273x0.0920732)\n",
       "ca          AxesSubplot(0.547727,0.235488;0.352273x0.0920732)\n",
       "thal              AxesSubplot(0.125,0.125;0.352273x0.0920732)\n",
       "target         AxesSubplot(0.547727,0.125;0.352273x0.0920732)\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 14 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Box plot\n",
    "df.plot(kind='box', subplots=True, layout=(7,2), sharex=False,sharey=False ,figsize =(18,18),\n",
    "        color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</th>\n",
       "      <th>trestbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
       "      <th>restecg</th>\n",
       "      <th>thalach</th>\n",
       "      <th>exang</th>\n",
       "      <th>oldpeak</th>\n",
       "      <th>slope</th>\n",
       "      <th>ca</th>\n",
       "      <th>thal</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.098447</td>\n",
       "      <td>-0.068653</td>\n",
       "      <td>0.279351</td>\n",
       "      <td>0.213678</td>\n",
       "      <td>0.121308</td>\n",
       "      <td>-0.116211</td>\n",
       "      <td>-0.398522</td>\n",
       "      <td>0.096801</td>\n",
       "      <td>0.210013</td>\n",
       "      <td>-0.168814</td>\n",
       "      <td>0.276326</td>\n",
       "      <td>0.068001</td>\n",
       "      <td>-0.225439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex</th>\n",
       "      <td>-0.098447</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.049353</td>\n",
       "      <td>-0.056769</td>\n",
       "      <td>-0.197912</td>\n",
       "      <td>0.045032</td>\n",
       "      <td>-0.058196</td>\n",
       "      <td>-0.044020</td>\n",
       "      <td>0.141664</td>\n",
       "      <td>0.096093</td>\n",
       "      <td>-0.030711</td>\n",
       "      <td>0.118261</td>\n",
       "      <td>0.210041</td>\n",
       "      <td>-0.280937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cp</th>\n",
       "      <td>-0.068653</td>\n",
       "      <td>-0.049353</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.047608</td>\n",
       "      <td>-0.076904</td>\n",
       "      <td>0.094444</td>\n",
       "      <td>0.044421</td>\n",
       "      <td>0.295762</td>\n",
       "      <td>-0.394280</td>\n",
       "      <td>-0.149230</td>\n",
       "      <td>0.119717</td>\n",
       "      <td>-0.181053</td>\n",
       "      <td>-0.161736</td>\n",
       "      <td>0.433798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trestbps</th>\n",
       "      <td>0.279351</td>\n",
       "      <td>-0.056769</td>\n",
       "      <td>0.047608</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.123174</td>\n",
       "      <td>0.177531</td>\n",
       "      <td>-0.114103</td>\n",
       "      <td>-0.046698</td>\n",
       "      <td>0.067616</td>\n",
       "      <td>0.193216</td>\n",
       "      <td>-0.121475</td>\n",
       "      <td>0.101389</td>\n",
       "      <td>0.062210</td>\n",
       "      <td>-0.144931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chol</th>\n",
       "      <td>0.213678</td>\n",
       "      <td>-0.197912</td>\n",
       "      <td>-0.076904</td>\n",
       "      <td>0.123174</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.013294</td>\n",
       "      <td>-0.151040</td>\n",
       "      <td>-0.009940</td>\n",
       "      <td>0.067023</td>\n",
       "      <td>0.053952</td>\n",
       "      <td>-0.004038</td>\n",
       "      <td>0.070511</td>\n",
       "      <td>0.098803</td>\n",
       "      <td>-0.085239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fbs</th>\n",
       "      <td>0.121308</td>\n",
       "      <td>0.045032</td>\n",
       "      <td>0.094444</td>\n",
       "      <td>0.177531</td>\n",
       "      <td>0.013294</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.084189</td>\n",
       "      <td>-0.008567</td>\n",
       "      <td>0.025665</td>\n",
       "      <td>0.005747</td>\n",
       "      <td>-0.059894</td>\n",
       "      <td>0.137979</td>\n",
       "      <td>-0.032019</td>\n",
       "      <td>-0.028046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>restecg</th>\n",
       "      <td>-0.116211</td>\n",
       "      <td>-0.058196</td>\n",
       "      <td>0.044421</td>\n",
       "      <td>-0.114103</td>\n",
       "      <td>-0.151040</td>\n",
       "      <td>-0.084189</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.044123</td>\n",
       "      <td>-0.070733</td>\n",
       "      <td>-0.058770</td>\n",
       "      <td>0.093045</td>\n",
       "      <td>-0.072042</td>\n",
       "      <td>-0.011981</td>\n",
       "      <td>0.137230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thalach</th>\n",
       "      <td>-0.398522</td>\n",
       "      <td>-0.044020</td>\n",
       "      <td>0.295762</td>\n",
       "      <td>-0.046698</td>\n",
       "      <td>-0.009940</td>\n",
       "      <td>-0.008567</td>\n",
       "      <td>0.044123</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.378812</td>\n",
       "      <td>-0.344187</td>\n",
       "      <td>0.386784</td>\n",
       "      <td>-0.213177</td>\n",
       "      <td>-0.096439</td>\n",
       "      <td>0.421741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exang</th>\n",
       "      <td>0.096801</td>\n",
       "      <td>0.141664</td>\n",
       "      <td>-0.394280</td>\n",
       "      <td>0.067616</td>\n",
       "      <td>0.067023</td>\n",
       "      <td>0.025665</td>\n",
       "      <td>-0.070733</td>\n",
       "      <td>-0.378812</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.288223</td>\n",
       "      <td>-0.257748</td>\n",
       "      <td>0.115739</td>\n",
       "      <td>0.206754</td>\n",
       "      <td>-0.436757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oldpeak</th>\n",
       "      <td>0.210013</td>\n",
       "      <td>0.096093</td>\n",
       "      <td>-0.149230</td>\n",
       "      <td>0.193216</td>\n",
       "      <td>0.053952</td>\n",
       "      <td>0.005747</td>\n",
       "      <td>-0.058770</td>\n",
       "      <td>-0.344187</td>\n",
       "      <td>0.288223</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.577537</td>\n",
       "      <td>0.222682</td>\n",
       "      <td>0.210244</td>\n",
       "      <td>-0.430696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>slope</th>\n",
       "      <td>-0.168814</td>\n",
       "      <td>-0.030711</td>\n",
       "      <td>0.119717</td>\n",
       "      <td>-0.121475</td>\n",
       "      <td>-0.004038</td>\n",
       "      <td>-0.059894</td>\n",
       "      <td>0.093045</td>\n",
       "      <td>0.386784</td>\n",
       "      <td>-0.257748</td>\n",
       "      <td>-0.577537</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.080155</td>\n",
       "      <td>-0.104764</td>\n",
       "      <td>0.345877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ca</th>\n",
       "      <td>0.276326</td>\n",
       "      <td>0.118261</td>\n",
       "      <td>-0.181053</td>\n",
       "      <td>0.101389</td>\n",
       "      <td>0.070511</td>\n",
       "      <td>0.137979</td>\n",
       "      <td>-0.072042</td>\n",
       "      <td>-0.213177</td>\n",
       "      <td>0.115739</td>\n",
       "      <td>0.222682</td>\n",
       "      <td>-0.080155</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.151832</td>\n",
       "      <td>-0.391724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thal</th>\n",
       "      <td>0.068001</td>\n",
       "      <td>0.210041</td>\n",
       "      <td>-0.161736</td>\n",
       "      <td>0.062210</td>\n",
       "      <td>0.098803</td>\n",
       "      <td>-0.032019</td>\n",
       "      <td>-0.011981</td>\n",
       "      <td>-0.096439</td>\n",
       "      <td>0.206754</td>\n",
       "      <td>0.210244</td>\n",
       "      <td>-0.104764</td>\n",
       "      <td>0.151832</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.344029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>target</th>\n",
       "      <td>-0.225439</td>\n",
       "      <td>-0.280937</td>\n",
       "      <td>0.433798</td>\n",
       "      <td>-0.144931</td>\n",
       "      <td>-0.085239</td>\n",
       "      <td>-0.028046</td>\n",
       "      <td>0.137230</td>\n",
       "      <td>0.421741</td>\n",
       "      <td>-0.436757</td>\n",
       "      <td>-0.430696</td>\n",
       "      <td>0.345877</td>\n",
       "      <td>-0.391724</td>\n",
       "      <td>-0.344029</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               age       sex        cp  trestbps      chol       fbs  \\\n",
       "age       1.000000 -0.098447 -0.068653  0.279351  0.213678  0.121308   \n",
       "sex      -0.098447  1.000000 -0.049353 -0.056769 -0.197912  0.045032   \n",
       "cp       -0.068653 -0.049353  1.000000  0.047608 -0.076904  0.094444   \n",
       "trestbps  0.279351 -0.056769  0.047608  1.000000  0.123174  0.177531   \n",
       "chol      0.213678 -0.197912 -0.076904  0.123174  1.000000  0.013294   \n",
       "fbs       0.121308  0.045032  0.094444  0.177531  0.013294  1.000000   \n",
       "restecg  -0.116211 -0.058196  0.044421 -0.114103 -0.151040 -0.084189   \n",
       "thalach  -0.398522 -0.044020  0.295762 -0.046698 -0.009940 -0.008567   \n",
       "exang     0.096801  0.141664 -0.394280  0.067616  0.067023  0.025665   \n",
       "oldpeak   0.210013  0.096093 -0.149230  0.193216  0.053952  0.005747   \n",
       "slope    -0.168814 -0.030711  0.119717 -0.121475 -0.004038 -0.059894   \n",
       "ca        0.276326  0.118261 -0.181053  0.101389  0.070511  0.137979   \n",
       "thal      0.068001  0.210041 -0.161736  0.062210  0.098803 -0.032019   \n",
       "target   -0.225439 -0.280937  0.433798 -0.144931 -0.085239 -0.028046   \n",
       "\n",
       "           restecg   thalach     exang   oldpeak     slope        ca  \\\n",
       "age      -0.116211 -0.398522  0.096801  0.210013 -0.168814  0.276326   \n",
       "sex      -0.058196 -0.044020  0.141664  0.096093 -0.030711  0.118261   \n",
       "cp        0.044421  0.295762 -0.394280 -0.149230  0.119717 -0.181053   \n",
       "trestbps -0.114103 -0.046698  0.067616  0.193216 -0.121475  0.101389   \n",
       "chol     -0.151040 -0.009940  0.067023  0.053952 -0.004038  0.070511   \n",
       "fbs      -0.084189 -0.008567  0.025665  0.005747 -0.059894  0.137979   \n",
       "restecg   1.000000  0.044123 -0.070733 -0.058770  0.093045 -0.072042   \n",
       "thalach   0.044123  1.000000 -0.378812 -0.344187  0.386784 -0.213177   \n",
       "exang    -0.070733 -0.378812  1.000000  0.288223 -0.257748  0.115739   \n",
       "oldpeak  -0.058770 -0.344187  0.288223  1.000000 -0.577537  0.222682   \n",
       "slope     0.093045  0.386784 -0.257748 -0.577537  1.000000 -0.080155   \n",
       "ca       -0.072042 -0.213177  0.115739  0.222682 -0.080155  1.000000   \n",
       "thal     -0.011981 -0.096439  0.206754  0.210244 -0.104764  0.151832   \n",
       "target    0.137230  0.421741 -0.436757 -0.430696  0.345877 -0.391724   \n",
       "\n",
       "              thal    target  \n",
       "age       0.068001 -0.225439  \n",
       "sex       0.210041 -0.280937  \n",
       "cp       -0.161736  0.433798  \n",
       "trestbps  0.062210 -0.144931  \n",
       "chol      0.098803 -0.085239  \n",
       "fbs      -0.032019 -0.028046  \n",
       "restecg  -0.011981  0.137230  \n",
       "thalach  -0.096439  0.421741  \n",
       "exang     0.206754 -0.436757  \n",
       "oldpeak   0.210244 -0.430696  \n",
       "slope    -0.104764  0.345877  \n",
       "ca        0.151832 -0.391724  \n",
       "thal      1.000000 -0.344029  \n",
       "target   -0.344029  1.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Correlation\n",
    "correlation = df.corr()\n",
    "correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='thalach', ylabel='Density'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#KDE plot\n",
    "x = df['thalach']\n",
    "sns.kdeplot(x, shade=True, color='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Heat map\n",
    "plt.figure(figsize=(18,12))\n",
    "plt.title('Correlation Heatmap plot')\n",
    "a = sns.heatmap(correlation, square=True, annot=True)\n",
    "a.set_xticklabels(a.get_xticklabels())\n",
    "a.set_yticklabels(a.get_yticklabels())           \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17ba68b4108>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Distance Plot \n",
    "x = df['age']\n",
    "sns.displot(x, bins=15,color='orange')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x17ba5df0588>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pair-Plot\n",
    "feature = ['trestbps', 'age', 'chol', 'oldpeak', 'target','thalach' ]\n",
    "sns.pairplot(df[feature], kind='scatter', diag_kind='hist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17ba8974308>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Distance Plot\n",
    "sns.displot(df['trestbps'],bins = 10,kde=True,rug=True,color='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17ba8a49108>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFuCAYAAAC/a8I8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAMlklEQVR4nO3db4hl913H8c933aYbq9hsEsuSNCRTCxLBRomaaij5p0QRH0ikK0L7oGwg+CCCoWRRBB9IIobWCCJmEQQRR6pWSx60btKkCkJqarNt/liaTmLssm2yblpBsq2b/fngnlm3+28m6Z37nd15veCy9577O+eee87c9545O3O2xhgBYPG2da8AwFYlwABNBBigiQADNBFggCbb38jg22+/fXzyk5/cqHUBuFDVmSa+oSPgw4cPz2dVAHAKAqCLAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMECT7d0rcKHZt29fVlZW5ra8Q4cOJUl27do1t2WeamlpKXv27Nmw5QNnJsBztrKykq8cOJArjh6dy/L+Z8eOJMnRl16ay/JOdXBaPrB4ArwBrjh6NHe/8MJclvXgNdckydyWd7blA4vnHDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzRZSID37duXffv2LeKl4Jx8LbKZbF/Ei6ysrCziZWBNvhbZTJyCAGgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAMOcHDlyJPfee29effXVNce88MILp41dz/ws3kbuFwGGOVleXs6zzz6b5eXlNcc88MADp41dz/ws3kbuFwGGOThy5EgeffTRjDHyyCOPnPFo6eQxL7300neMXc/8LN5G75ftc13aWRw6dCivvfZa9u7du4iXa7WyspK3XHRR92qs2ysXXZT/XVnZEvsmme2fiy++eO7LXV5ezvHjx5Mkx48fz/Lycu66666zjlm1OnaMseb8LN569ut3Y80j4Kq6s6qerKonX3nllbm9MFxIHn/88Rw7dixJcuzYsTz22GPnHLNqdex65mfxNnq/rHkEPMZ4KMlDSXL99dePN/Miu3btSpLcd999b2b288revXtz9Iknuldj3S7/9rezY2lpS+ybJBt2pH/TTTdl//79OXbsWLZv356bb775nGNWrY4dY6w5P4u3nv363XAOGOZg9+7d2bZt9nHatm1bdu/efc4xq1bHrmd+Fm+j94sAwxzs3Lkzt956a6oqt912Wy655JJzjrnqqqu+Y+x65mfxNnq/CDDMye7du3Pttdee8yhpdcw999xz2tj1zM/ibeR+WchPQcBWsHPnztx///3rHnPq2PXMz+Jt5H5xBAzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGabF/EiywtLS3iZWBNvhbZTBYS4D179iziZWBNvhbZTJyCAGgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0GR79wpciA7u2JEHr7lmLsv66o4dSTK35Z3q4I4dedeGLBlYiwDP2dLS0lyX97ZDh5IkO3btmutyV70r819nYH0EeM727NnTvQrAecI5YIAmAgzQRIABmggwQBMBBmgiwABNBBigiQADNBFggCYCDNBEgAGaCDBAEwEGaCLAAE0EGKCJAAM0EWCAJgIM0ESAAZoIMEATAQZoIsAATQQYoIkAAzQRYIAmAgzQRIABmggwQBMBBmgiwABNaoyx/sFVryT5j41bnfPGZUkOd6/EJmS7nM42ObOttl0OjzFuP3XiGwowM1X15Bjj+u712Gxsl9PZJmdmu8w4BQHQRIABmgjwm/NQ9wpsUrbL6WyTM7Nd4hwwQBtHwABNBBigiQCfQVW9s6oeq6pnq+qZqrp7mr6zqvZX1ZenPy+ZpldV/VFVPV9VX6iqH+99B/NXVTuq6rNVdWDaJr87Tb+mqp6Y3vtfV9VF0/S3To+fn56/uvUNbKCq+p6q+nxVPTw9tk2qXqyqL1bVU1X15DRty35+zkaAz+xYkt8cY1yb5IYkv15V1ya5N8mjY4x3J3l0epwkP5/k3dPtziR/svhV3nDfSnLLGOM9Sa5LcntV3ZDk95N8dIzxQ0leTfKhafyHkrw6Tf/oNO5CdXeS5056bJvM3DzGuO6kn/fdyp+fMxtjuK1xS/IPSX42yZeS7Jqm7Urypen+nyb51ZPGnxh3Id6SfG+Sf0vyU5n9NtP2afp7k3xquv+pJO+d7m+fxlX3um/Atrgys5jckuThJLXVt8n0/l5Mctkp03x+Trk5Al7D9G3ijyV5Isk7xhiHpqe+luQd0/0rkvznSbN9dZp2QZm+1X4qyctJ9if5SpJvjDGOTUNOft8ntsn0/DeTXLrQFV6MP0zy4STHp8eXxjZJkpHkH6vqc1V15zRtS39+zmR79wpsZlX1fUn+NslvjDH+u6pOPDfGGFW1pX6Gb4zxepLrqurtST6e5Id716hXVf1ikpfHGJ+rqpuaV2ezuXGMcbCqfjDJ/qr695Of3IqfnzNxBHwWVfWWzOL7l2OMv5smf72qdk3P78rsSDBJDiZ550mzXzlNuyCNMb6R5LHMvr1+e1Wt/kV+8vs+sU2m538gyX8tdk033M8k+aWqejHJcmanIR7M1t4mSZIxxsHpz5cz+8v6J+PzcxoBPoOaHer+WZLnxhgfOempTyT54HT/g5mdG16d/oHpX3NvSPLNk77VuiBU1eXTkW+q6uLMzok/l1mI75iGnbpNVrfVHUk+PaYTfBeKMcbeMcaVY4yrk+zO7D3+WrbwNkmSqnpbVX3/6v0kP5fk6Wzhz89ZdZ+E3oy3JDdmdg7rC0memm6/kNn5ukeTfDnJI0l2TuMryR9ndk70i0mu734PG7BNfjTJ56dt8nSS35mmLyX5bJLnk3wsyVun6Tumx89Pzy91v4cN3j43JXnYNjnx/g9Mt2eS/NY0fct+fs5286vIAE2cggBoIsAATQQYoIkAAzQRYIAmAsx5p6r+vKruWHvkifFXV9XTG7lO8GYIMEATAWbTq6oPTNeJPVBVfzFNfl9V/UtVraweDU+/SfUHVfX0dC3a9zeuNqzJxXjY1KrqR5L8dpKfHmMcrqqdST6S2eUMb8zsgkCfSPI3SX45s2sVvyfJZUn+tar+qWO9YT0cAbPZ3ZLkY2OMw0kyxjgyTf/7McbxMcaz+f/LGt6Y5K/GGK+PMb6e5DNJfmLhawzrJMCcr7510v066yjYxASYze7TSX6lqi5NZv+v2DnG/nOS908Xjr88yfsyu+gNbErOAbOpjTGeqarfS/KZqno9syuync3HM7tG8YHMrmb34THG1y7k//yS85uroQE0cQoCoIkAAzQRYIAmAgzQRIABmggwQBMBBmjyf7PbGN1mXIbXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Category Plot\n",
    "plt.figure(figsize=(8,8))\n",
    "sns.catplot(x='chol', kind = 'box', data = df,color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='thalach', ylabel='Density'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Kernel Density Estimation \n",
    "plt.figure(figsize=(8,8))\n",
    "sns.kdeplot(data=df['thalach'],color='maroon')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Engineering and Feature Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical = []\n",
    "continous= []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in df.columns:\n",
    "    if len(df[column].unique()) <= 10:\n",
    "        categorical.append(column)\n",
    "    else:\n",
    "        continous.append(column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical.remove('target')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['sex', 'cp', 'fbs', 'restecg', 'exang', 'slope', 'ca', 'thal']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categorical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['age', 'trestbps', 'chol', 'thalach', 'oldpeak']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "continous"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.get_dummies(df, columns = categorical)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['cp', 'trestbps', 'chol', 'fbs', 'restecg', 'thalach', 'exang']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df[cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = dataset.target"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Modelling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['age', 'sex', 'cp', 'trestbps', 'chol', 'fbs', 'restecg', 'thalach',\n",
       "       'exang', 'oldpeak', 'slope', 'ca', 'thal', 'target'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cp</th>\n",
       "      <th>trestbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
       "      <th>restecg</th>\n",
       "      <th>thalach</th>\n",
       "      <th>exang</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>145</td>\n",
       "      <td>233</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>236</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>354</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>263</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>173</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>172</td>\n",
       "      <td>199</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>162</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>150</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cp  trestbps  chol  fbs  restecg  thalach  exang\n",
       "0   3       145   233    1        0      150      0\n",
       "1   2       130   250    0        1      187      0\n",
       "2   1       130   204    0        0      172      0\n",
       "3   1       120   236    0        1      178      0\n",
       "4   0       120   354    0        1      163      1\n",
       "5   0       140   192    0        1      148      0\n",
       "6   1       140   294    0        0      153      0\n",
       "7   1       120   263    0        1      173      0\n",
       "8   2       172   199    1        1      162      0\n",
       "9   2       150   168    0        1      174      0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cp', 'trestbps', 'chol', 'fbs', 'restecg', 'thalach', 'exang'], dtype='object')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1\n",
       "1    1\n",
       "2    1\n",
       "3    1\n",
       "4    1\n",
       "5    1\n",
       "6    1\n",
       "7    1\n",
       "8    1\n",
       "9    1\n",
       "Name: target, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> 1. Logistic Regression<b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Splitting into Train and Test dataset\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Using this class to make my print statement look bold\n",
    "class color:\n",
    "    BOLD = '\\033[1m'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAccuracy of Logistic regression is  76.92 %\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import accuracy_score\n",
    "import numpy as np\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "accuracies = {}\n",
    "\n",
    "logreg = make_pipeline(StandardScaler(), LogisticRegression())\n",
    "logreg.fit(X_train, y_train)\n",
    "\n",
    "accuracy = accuracy_score(y_test, logreg.predict(X_test))\n",
    "accuracy_rounded = round(accuracy*100,2)\n",
    "accuracies['Logistic Regression'] = accuracy_rounded\n",
    "\n",
    "print(color.BOLD + \"Accuracy of Logistic regression is \", accuracy_rounded,'%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> 2. K-Nearest Neighbors<b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAccuracy of K-Nearest Neigbors is  61.54 %\n"
     ]
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "knn = KNeighborsClassifier(n_neighbors = 6)\n",
    "knn.fit(X_train, y_train)\n",
    "\n",
    "accuracy = accuracy_score(y_test, knn.predict(X_test))\n",
    "accuracy_rounded = round(accuracy*100,2)\n",
    "\n",
    "accuracies['K-Nearest Neighbors'] = accuracy_rounded\n",
    "\n",
    "print(color.BOLD + \"Accuracy of K-Nearest Neigbors is \", accuracy_rounded,'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#to find best k value\n",
    "scoreList = []\n",
    "for i in range(1,20):\n",
    "    knn2 = KNeighborsClassifier(n_neighbors = i)  \n",
    "    knn2.fit(X_train, y_train)\n",
    "    scoreList.append(knn2.score(X_test, y_test))\n",
    "    \n",
    "plt.plot(range(1,20), scoreList)\n",
    "plt.xticks(np.arange(1,20,1))\n",
    "plt.xlabel(\"K value\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As per above diagram, K value is best when we choose <b>6,14,18<b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> 3. Support Vector Machines<b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAccuracy of Support Vector Machines(SVC) is  69.23 %\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC, LinearSVC\n",
    "svc = SVC()\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "accuracy = accuracy_score(y_test, svc.predict(X_test))\n",
    "accuracy_rounded = round(accuracy*100,2)\n",
    "\n",
    "accuracies['Support Vector Machines(SVC)'] = accuracy_rounded\n",
    "\n",
    "print(color.BOLD + \"Accuracy of Support Vector Machines(SVC) is \", accuracy_rounded,'%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> 4. Naive Bayes<b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAccuracy of Naive Bayes is  75.82 %\n"
     ]
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "GNB = GaussianNB()\n",
    "GNB.fit(X_train, y_train)\n",
    "\n",
    "accuracy = accuracy_score(y_test, GNB.predict(X_test))\n",
    "accuracy_rounded = round(accuracy*100,2)\n",
    "\n",
    "accuracies['Naive Bayes'] = accuracy_rounded\n",
    "\n",
    "print(color.BOLD + \"Accuracy of Naive Bayes is \", accuracy_rounded,'%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> 5. Decision Tree<u>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAccuracy of Decision Tree is  61.54 %\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "decision_tree = DecisionTreeClassifier()\n",
    "decision_tree.fit(X_train, y_train)\n",
    "\n",
    "accuracy = accuracy_score(y_test, decision_tree.predict(X_test))\n",
    "accuracy_rounded = round(accuracy*100,2)\n",
    "\n",
    "accuracies['Decision Tree'] = accuracy_rounded\n",
    "\n",
    "print(color.BOLD + \"Accuracy of Decision Tree is \", accuracy_rounded,'%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> 6. Random Forest <b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAccuracy of Random Forest is  71.43 %\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "classifier = RandomForestClassifier()\n",
    "classifier.fit(X_train, y_train)\n",
    "\n",
    "model_accuracy = accuracy_score(y_test, classifier.predict(X_test))\n",
    "accuracy_rounded = round(model_accuracy*100,2)\n",
    "\n",
    "accuracies['Random Forest'] = accuracy_rounded\n",
    "\n",
    "print(color.BOLD + \"Accuracy of Random Forest is \", accuracy_rounded,'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Logistic Regression': 76.92,\n",
       " 'K-Nearest Neighbors': 61.54,\n",
       " 'Support Vector Machines(SVC)': 69.23,\n",
       " 'Naive Bayes': 75.82,\n",
       " 'Decision Tree': 61.54,\n",
       " 'Random Forest': 71.43}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Accuracies for all the models\n",
    "accuracies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <b>Comparing Models<b>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"purple\", \"green\", \"orange\", \"magenta\",\"#CFC60E\",\"#0FBBAE\"]\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "plt.figure(figsize=(18,10))\n",
    "plt.yticks(np.arange(0,100,10))\n",
    "plt.ylabel(\"Accuracy %\",fontsize=20)\n",
    "plt.xlabel(\"Algorithms\",fontsize=20)\n",
    "sns.barplot(x=list(accuracies.keys()), y=list(accuracies.values()), palette=colors)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Evaluation and Accuracy Measurement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predicted values for the test dataset\n",
    "y_head_lr = logreg.predict(X_test)\n",
    "\n",
    "knn3 = KNeighborsClassifier(n_neighbors = 10)\n",
    "knn3.fit(X_train, y_train)\n",
    "\n",
    "y_head_knn = knn3.predict(X_test)\n",
    "\n",
    "y_head_svm = svc.predict(X_test)\n",
    "\n",
    "y_head_nb = GNB.predict(X_test)\n",
    "\n",
    "y_head_dtc = decision_tree.predict(X_test)\n",
    "\n",
    "y_head_rf = classifier.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Measuring Accuracy using confusion matrix for all the algorithms \n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "cm_lr = confusion_matrix(y_test,y_head_lr)\n",
    "cm_knn = confusion_matrix(y_test,y_head_knn)\n",
    "cm_svm = confusion_matrix(y_test,y_head_svm)\n",
    "cm_nb = confusion_matrix(y_test,y_head_nb)\n",
    "cm_dtc = confusion_matrix(y_test,y_head_dtc)\n",
    "cm_rf = confusion_matrix(y_test,y_head_rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1728x864 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting confusion matrix for all the algorithms\n",
    "plt.figure(figsize=(24,12))\n",
    "\n",
    "plt.suptitle(\"Confusion Matrices\",fontsize=28)\n",
    "plt.subplots_adjust(wspace = 0.4, hspace= 0.4)\n",
    "\n",
    "plt.subplot(2,3,1)\n",
    "plt.title(\"Logistic Regression Confusion Matrix\",fontsize=20)\n",
    "sns.heatmap(cm_lr,annot=True,cmap=\"Blues\",fmt=\"d\",cbar=True, annot_kws={\"size\": 24})\n",
    "\n",
    "plt.subplot(2,3,2)\n",
    "plt.title(\"K Nearest Neighbors Confusion Matrix\",fontsize=20)\n",
    "sns.heatmap(cm_knn,annot=True,cmap=\"BuPu\",fmt=\"d\",cbar=True, annot_kws={\"size\": 24})\n",
    "\n",
    "plt.subplot(2,3,3)\n",
    "plt.title(\"Support Vector Machines Confusion Matrix\",fontsize=20)\n",
    "sns.heatmap(cm_svm,annot=True,cmap=\"Greens\",fmt=\"d\",cbar=True, annot_kws={\"size\": 24})\n",
    "\n",
    "plt.subplot(2,3,4)\n",
    "plt.title(\"Naive Bayes' Confusion Matrix\",fontsize=20)\n",
    "sns.heatmap(cm_nb,annot=True,cmap=\"YlGnBu\",fmt=\"d\",cbar=True, annot_kws={\"size\": 24})\n",
    "\n",
    "plt.subplot(2,3,5)\n",
    "plt.title(\"Decision Tree Classifier Confusion Matrix\",fontsize=20)\n",
    "sns.heatmap(cm_dtc,annot=True,cmap=\"icefire\",fmt=\"d\",cbar=True, annot_kws={\"size\": 24})\n",
    "\n",
    "plt.subplot(2,3,6)\n",
    "plt.title(\"Random Forest Confusion Matrix\",fontsize=20)\n",
    "sns.heatmap(cm_rf,annot=True,cmap=\"flare\",fmt=\"d\",cbar=True, annot_kws={\"size\": 24})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['hdp_model.pkl']"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Exporting model using joblib library\n",
    "import joblib\n",
    "joblib.dump(logreg,\"hdp_model.pkl\")"
   ]
  }
 ],
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