heart_diease_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cd398d5f-25d6-4486-acbc-4d5ccdd7cd87",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f88d7bac-9d67-4bc7-b1bc-0396a23e365f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('heart-disease.csv')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "08c9b206-6d49-4fa7-9b48-37757555815b",
   "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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "205767f4-a13e-4b81-b765-7162ab7a051a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(303, 14)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5cb60755-ee1d-4cf9-a845-3db57f528ebc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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>0</th>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\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",
       "      <td>2.3</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\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",
       "      <td>3.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\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",
       "      <td>1.4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\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",
       "      <td>0.8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\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",
       "      <td>0.6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   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",
       "2   41    0   1       130   204    0        0      172      0      1.4      2   \n",
       "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",
       "\n",
       "   ca  thal  target  \n",
       "0   0     1       1  \n",
       "1   0     2       1  \n",
       "2   0     2       1  \n",
       "3   0     2       1  \n",
       "4   0     2       1  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7749914-2c16-41f7-bdd5-5d49eebd92ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4242"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0471a117-92e3-4cbd-a12f-a77d6a6e397e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age           int64\n",
       "sex           int64\n",
       "cp            int64\n",
       "trestbps      int64\n",
       "chol          int64\n",
       "fbs           int64\n",
       "restecg       int64\n",
       "thalach       int64\n",
       "exang         int64\n",
       "oldpeak     float64\n",
       "slope         int64\n",
       "ca            int64\n",
       "thal          int64\n",
       "target        int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2b23fcf2-348d-4384-9354-da84ec3c2b1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unique Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>41</td>\n",
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       "      <th>sex</th>\n",
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       "      <td>4</td>\n",
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       "      <th>trestbps</th>\n",
       "      <td>49</td>\n",
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       "      <th>chol</th>\n",
       "      <td>152</td>\n",
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       "      <th>fbs</th>\n",
       "      <td>2</td>\n",
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       "      <th>restecg</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thalach</th>\n",
       "      <td>91</td>\n",
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       "    <tr>\n",
       "      <th>exang</th>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>oldpeak</th>\n",
       "      <td>40</td>\n",
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       "    <tr>\n",
       "      <th>slope</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ca</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thal</th>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>target</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "          Unique Count\n",
       "age                 41\n",
       "sex                  2\n",
       "cp                   4\n",
       "trestbps            49\n",
       "chol               152\n",
       "fbs                  2\n",
       "restecg              3\n",
       "thalach             91\n",
       "exang                2\n",
       "oldpeak             40\n",
       "slope                3\n",
       "ca                   5\n",
       "thal                 4\n",
       "target               2"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_counts = pd.DataFrame(data.nunique(), columns=['Unique Count'])\n",
    "unique_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "edfbb9bc-7e0d-4fea-9dfe-d8a8d95be254",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <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",
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       "      <td>175</td>\n",
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       "      <td>173</td>\n",
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      "text/plain": [
       "     age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  \\\n",
       "164   38    1   2       138   175    0        1      173      0      0.0   \n",
       "\n",
       "     slope  ca  thal  target  \n",
       "164      2   4     2       1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duplicated_data = pd.DataFrame(data[data.duplicated()])\n",
    "duplicated_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bf343c03-1bfc-4ee9-a4d4-2b3faeed97be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age          38.0\n",
       "sex           1.0\n",
       "cp            2.0\n",
       "trestbps    138.0\n",
       "chol        175.0\n",
       "fbs           0.0\n",
       "restecg       1.0\n",
       "thalach     173.0\n",
       "exang         0.0\n",
       "oldpeak       0.0\n",
       "slope         2.0\n",
       "ca            4.0\n",
       "thal          2.0\n",
       "target        1.0\n",
       "Name: 163, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row_163 = data.iloc[163]\n",
    "row_163"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "27f99afd-1a12-4f01-be82-3ee6e027a189",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ad6d3493-29e7-4464-8914-484b34a6ba3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(302, 14)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_null = data[data.isnull()]\n",
    "df_null.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "331e571e-5038-46bc-95bd-3a57975f4e0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 302 entries, 0 to 302\n",
      "Data columns (total 14 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   age       302 non-null    int64  \n",
      " 1   sex       302 non-null    int64  \n",
      " 2   cp        302 non-null    int64  \n",
      " 3   trestbps  302 non-null    int64  \n",
      " 4   chol      302 non-null    int64  \n",
      " 5   fbs       302 non-null    int64  \n",
      " 6   restecg   302 non-null    int64  \n",
      " 7   thalach   302 non-null    int64  \n",
      " 8   exang     302 non-null    int64  \n",
      " 9   oldpeak   302 non-null    float64\n",
      " 10  slope     302 non-null    int64  \n",
      " 11  ca        302 non-null    int64  \n",
      " 12  thal      302 non-null    int64  \n",
      " 13  target    302 non-null    int64  \n",
      "dtypes: float64(1), int64(13)\n",
      "memory usage: 35.4 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "17d7f021-a7c5-44fd-8fda-5b3c2330232c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Column</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Median</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>age</td>\n",
       "      <td>54.420530</td>\n",
       "      <td>55.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sex</td>\n",
       "      <td>0.682119</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cp</td>\n",
       "      <td>0.963576</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>trestbps</td>\n",
       "      <td>131.602649</td>\n",
       "      <td>130.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chol</td>\n",
       "      <td>246.500000</td>\n",
       "      <td>240.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>fbs</td>\n",
       "      <td>0.149007</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>restecg</td>\n",
       "      <td>0.526490</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>thalach</td>\n",
       "      <td>149.569536</td>\n",
       "      <td>152.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>exang</td>\n",
       "      <td>0.327815</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>oldpeak</td>\n",
       "      <td>1.043046</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>slope</td>\n",
       "      <td>1.397351</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ca</td>\n",
       "      <td>0.718543</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>thal</td>\n",
       "      <td>2.314570</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>target</td>\n",
       "      <td>0.543046</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Column        Mean  Median\n",
       "0        age   54.420530    55.5\n",
       "1        sex    0.682119     1.0\n",
       "2         cp    0.963576     1.0\n",
       "3   trestbps  131.602649   130.0\n",
       "4       chol  246.500000   240.5\n",
       "5        fbs    0.149007     0.0\n",
       "6    restecg    0.526490     1.0\n",
       "7    thalach  149.569536   152.5\n",
       "8      exang    0.327815     0.0\n",
       "9    oldpeak    1.043046     0.8\n",
       "10     slope    1.397351     1.0\n",
       "11        ca    0.718543     0.0\n",
       "12      thal    2.314570     2.0\n",
       "13    target    0.543046     1.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary_stats = []\n",
    "\n",
    "for i in data.columns:\n",
    "    mean_value = np.mean(data[i])    \n",
    "    median_value = np.median(data[i])   \n",
    "    summary_stats.append([i, mean_value, median_value])      \n",
    "\n",
    "summary_df = pd.DataFrame(summary_stats, columns=['Column', 'Mean', 'Median'])\n",
    "summary_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "067ece4d-9990-4ccf-be6a-04746a14dd1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "have_disease = data[data['target'] == 1 ]\n",
    "\n",
    "\n",
    "no_disease = data[data['target'] == 0 ]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "14abc444-6f9a-4531-80e4-23e8c53d3bc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  slope  ca  thal  target\n",
       "29   1    1   130       204   0    0        202      0      0.0      2      0   2     1         1\n",
       "56   1    1   120       236   0    1        178      0      0.8      2      0   2     1         1\n",
       "              130       221   0    0        163      0      0.0      2      0   3     1         1\n",
       "          3   120       193   0    0        162      0      1.9      1      0   3     1         1\n",
       "57   0    0   120       354   0    1        163      1      0.6      2      0   2     1         1\n",
       "                                                                                               ..\n",
       "48   1    0   122       222   0    0        186      0      0.0      2      0   2     1         1\n",
       "          1   130       245   0    0        180      0      0.2      1      0   2     1         1\n",
       "          2   124       255   1    1        175      0      0.0      2      2   2     1         1\n",
       "49   0    0   130       269   0    1        163      0      0.0      2      0   2     1         1\n",
       "76   0    2   140       197   0    2        116      0      1.1      1      0   2     1         1\n",
       "Name: count, Length: 164, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "have_disease.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a6bd06a6-36b1-458f-8b10-35add4cc389d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sex_counts_1 = have_disease['sex'].value_counts()\n",
    "\n",
    "sex_counts_0 = no_disease['sex'].value_counts()\n",
    "\n",
    "sex_labels = ['Female', 'Male']\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "\n",
    "ax[0].bar(sex_labels, sex_counts_1, color=['purple', 'blue'])\n",
    "ax[0].set_title(' with Heart Disease')\n",
    "ax[0].set_ylabel('Count')\n",
    "ax[0].set_xlabel('Sex')\n",
    "\n",
    "ax[1].bar(sex_labels, sex_counts_0, color=['purple', 'blue'])\n",
    "ax[1].set_title(' without Heart Disease')\n",
    "ax[1].set_ylabel('Count')\n",
    "ax[1].set_xlabel('Sex')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f74abb2d-1a49-412a-9c79-59b14fb24f1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zeT3jHgDghp09e1Y333yzYmNj1bNnT4dl7du3V5MmTTR9+nTnFAcAAFBM0FMBxRvnlAIAC2VkZOiPP/7QlClTFBAQoPvuu8/ZJQEAABQ79FRAyUAoBQAWOnLkiEJDQ1WlShXNnz8/x5OTAgAAIGf0VEDJwM/3AAAAAAAAYDlOdA4AAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADL/T84sZTdbYkf8AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "cp_count_1 = have_disease['cp'].value_counts()\n",
    "\n",
    "cp_count_0 = no_disease['cp'].value_counts()\n",
    "\n",
    "cp_labels = ['Type 0', 'Type 1', 'Type 2', 'Type 3']\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "\n",
    "ax[0].bar(cp_labels, cp_count_1, color='red')\n",
    "ax[0].set_title('Chest Pain Types for Patients with Heart Disease')\n",
    "ax[0].set_ylabel('Count')\n",
    "ax[0].set_xlabel('Chest Pain Type')\n",
    "\n",
    "ax[1].bar(cp_labels, cp_count_0, color='green')\n",
    "ax[1].set_title('Chest Pain Types for Patients without Heart Disease')\n",
    "ax[1].set_ylabel('Count')\n",
    "ax[1].set_xlabel('Chest Pain Type')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c95651a2-5980-4e24-81e6-010225be6baf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "variables = ['trestbps', 'thalach', 'oldpeak']\n",
    "\n",
    "for var in variables:\n",
    "    fig, ax = plt.subplots(figsize=(8, 5))\n",
    "    \n",
    "    plt.plot(have_disease[var], marker='o', color='salmon', label='Have Disease')\n",
    "    \n",
    "    plt.plot(no_disease[var], marker='o', color='lightblue', label='No Disease')\n",
    "    \n",
    "    plt.xlabel('Index')\n",
    "    plt.ylabel(f'{var}')\n",
    "    plt.title(f'Line Plot for {var} in Have Disease and No Disease')\n",
    "    plt.legend()\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "807b1636-c54f-4599-8622-fddbe75b5397",
   "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>have_disease</th>\n",
       "      <th>no_disease</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>trestbps</th>\n",
       "      <td>129.250000</td>\n",
       "      <td>134.398551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thalach</th>\n",
       "      <td>158.378049</td>\n",
       "      <td>139.101449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oldpeak</th>\n",
       "      <td>0.586585</td>\n",
       "      <td>1.585507</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          have_disease  no_disease\n",
       "trestbps    129.250000  134.398551\n",
       "thalach     158.378049  139.101449\n",
       "oldpeak       0.586585    1.585507"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_trestbps_have = have_disease['trestbps'].mean()\n",
    "mean_trestbps_no = no_disease['trestbps'].mean()\n",
    "\n",
    "mean_thalach_have = have_disease['thalach'].mean()\n",
    "mean_thalach_no = no_disease['thalach'].mean()\n",
    "\n",
    "mean_oldpeak_have = have_disease['oldpeak'].mean()\n",
    "mean_oldpeak_no = no_disease['oldpeak'].mean()\n",
    "\n",
    "df_means = pd.DataFrame({\n",
    "    'have_disease': [mean_trestbps_have, mean_thalach_have, mean_oldpeak_have],\n",
    "    'no_disease': [mean_trestbps_no, mean_thalach_no, mean_oldpeak_no]\n",
    "}, index=['trestbps', 'thalach', 'oldpeak'])\n",
    "\n",
    "df_means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1126322d-54c5-438d-89e8-280663ba7e5b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0bd78d8-2746-4d4d-a620-8913559fc39c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fbb38f5d-6df4-4870-b7d1-91df63263ba1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d9e270c2-f023-4adc-aa3e-85096af13b68",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2cb0fbc8-306d-438f-a092-79a6354714bd",
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   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71a401b5-5649-4b6c-a7e8-5bfb7d3e0c59",
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   "outputs": [],
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   "cell_type": "code",
   "execution_count": null,
   "id": "dfdc90fe-d641-4eb1-8bf6-27c0dd06732e",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf478a83-cfef-4695-ab6e-bb7621969a99",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b80ccd7-234c-483d-8165-a49ed21c94b3",
   "metadata": {},
   "outputs": [],
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "579df1cc-85ad-4a47-b029-ed26706ab893",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff043722-12d8-4f25-b0ee-f7bbf9076dc7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e1e8536-a658-4ab0-a37f-ec7d40a26cd6",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "549ef4b2-5841-4571-b69f-c6f2970ef9c7",
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "415bf7df-0053-43e3-ad38-60a7fcfe5b6e",
   "metadata": {},
   "outputs": [],
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  {
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   "execution_count": null,
   "id": "d89c2bee-c794-4be8-b020-427b26928550",
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "705603f0-e9a4-43ce-aa01-546af18d3d3b",
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4a43942-b174-414b-93da-203cae9343c1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "444e710e-2276-4a9d-805c-e1633bdbc2a0",
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e848543-8d12-43f0-b382-0db2356af833",
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   "execution_count": null,
   "id": "46ad651e-5975-40ad-a3e1-b21b0abffe5e",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "888dd7ed-fd86-4681-a8a5-94997935b64e",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7697ceda-7783-4588-a060-6e666880be1a",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "242dd920-6bd3-4d86-96c8-4c4bc8f13e06",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4d43000-ab51-4673-b04f-85be0fda7a9f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
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