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Project Lab: Predicting Heart Disease Demo Notebook
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{
"cells": [
{
"cell_type": "markdown",
"id": "bc09eb32",
"metadata": {},
"source": [
"# Predicting Heart Disease Project Lab Walkthrough"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "bbf1f02a",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from sklearn.model_selection import train_test_split, GridSearchCV\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.metrics import accuracy_score, confusion_matrix, ConfusionMatrixDisplay\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4d86ead2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\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>ChestPainType</th>\n",
" <th>RestingBP</th>\n",
" <th>Cholesterol</th>\n",
" <th>FastingBS</th>\n",
" <th>RestingECG</th>\n",
" <th>MaxHR</th>\n",
" <th>ExerciseAngina</th>\n",
" <th>Oldpeak</th>\n",
" <th>ST_Slope</th>\n",
" <th>HeartDisease</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>40</td>\n",
" <td>M</td>\n",
" <td>ATA</td>\n",
" <td>140</td>\n",
" <td>289</td>\n",
" <td>0</td>\n",
" <td>Normal</td>\n",
" <td>172</td>\n",
" <td>N</td>\n",
" <td>0.0</td>\n",
" <td>Up</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>49</td>\n",
" <td>F</td>\n",
" <td>NAP</td>\n",
" <td>160</td>\n",
" <td>180</td>\n",
" <td>0</td>\n",
" <td>Normal</td>\n",
" <td>156</td>\n",
" <td>N</td>\n",
" <td>1.0</td>\n",
" <td>Flat</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>37</td>\n",
" <td>M</td>\n",
" <td>ATA</td>\n",
" <td>130</td>\n",
" <td>283</td>\n",
" <td>0</td>\n",
" <td>ST</td>\n",
" <td>98</td>\n",
" <td>N</td>\n",
" <td>0.0</td>\n",
" <td>Up</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>48</td>\n",
" <td>F</td>\n",
" <td>ASY</td>\n",
" <td>138</td>\n",
" <td>214</td>\n",
" <td>0</td>\n",
" <td>Normal</td>\n",
" <td>108</td>\n",
" <td>Y</td>\n",
" <td>1.5</td>\n",
" <td>Flat</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>54</td>\n",
" <td>M</td>\n",
" <td>NAP</td>\n",
" <td>150</td>\n",
" <td>195</td>\n",
" <td>0</td>\n",
" <td>Normal</td>\n",
" <td>122</td>\n",
" <td>N</td>\n",
" <td>0.0</td>\n",
" <td>Up</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR \\\n",
"0 40 M ATA 140 289 0 Normal 172 \n",
"1 49 F NAP 160 180 0 Normal 156 \n",
"2 37 M ATA 130 283 0 ST 98 \n",
"3 48 F ASY 138 214 0 Normal 108 \n",
"4 54 M NAP 150 195 0 Normal 122 \n",
"\n",
" ExerciseAngina Oldpeak ST_Slope HeartDisease \n",
"0 N 0.0 Up 0 \n",
"1 N 1.0 Flat 1 \n",
"2 N 0.0 Up 0 \n",
"3 Y 1.5 Flat 1 \n",
"4 N 0.0 Up 0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heart_df = pd.read_csv('heart_disease_prediction.csv')\n",
"heart_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8b234430",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 918 entries, 0 to 917\n",
"Data columns (total 12 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 918 non-null int64 \n",
" 1 Sex 918 non-null object \n",
" 2 ChestPainType 918 non-null object \n",
" 3 RestingBP 918 non-null int64 \n",
" 4 Cholesterol 918 non-null int64 \n",
" 5 FastingBS 918 non-null int64 \n",
" 6 RestingECG 918 non-null object \n",
" 7 MaxHR 918 non-null int64 \n",
" 8 ExerciseAngina 918 non-null object \n",
" 9 Oldpeak 918 non-null float64\n",
" 10 ST_Slope 918 non-null object \n",
" 11 HeartDisease 918 non-null int64 \n",
"dtypes: float64(1), int64(6), object(5)\n",
"memory usage: 86.2+ KB\n"
]
}
],
"source": [
"heart_df.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "91cad20e",
"metadata": {},
"outputs": [
{
"data": {
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"\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>RestingBP</th>\n",
" <th>Cholesterol</th>\n",
" <th>FastingBS</th>\n",
" <th>MaxHR</th>\n",
" <th>Oldpeak</th>\n",
" <th>HeartDisease</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>918.000000</td>\n",
" <td>918.000000</td>\n",
" <td>918.000000</td>\n",
" <td>918.000000</td>\n",
" <td>918.000000</td>\n",
" <td>918.000000</td>\n",
" <td>918.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>53.510893</td>\n",
" <td>132.396514</td>\n",
" <td>198.799564</td>\n",
" <td>0.233115</td>\n",
" <td>136.809368</td>\n",
" <td>0.887364</td>\n",
" <td>0.553377</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>9.432617</td>\n",
" <td>18.514154</td>\n",
" <td>109.384145</td>\n",
" <td>0.423046</td>\n",
" <td>25.460334</td>\n",
" <td>1.066570</td>\n",
" <td>0.497414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>28.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>60.000000</td>\n",
" <td>-2.600000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>47.000000</td>\n",
" <td>120.000000</td>\n",
" <td>173.250000</td>\n",
" <td>0.000000</td>\n",
" <td>120.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>54.000000</td>\n",
" <td>130.000000</td>\n",
" <td>223.000000</td>\n",
" <td>0.000000</td>\n",
" <td>138.000000</td>\n",
" <td>0.600000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>60.000000</td>\n",
" <td>140.000000</td>\n",
" <td>267.000000</td>\n",
" <td>0.000000</td>\n",
" <td>156.000000</td>\n",
" <td>1.500000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>77.000000</td>\n",
" <td>200.000000</td>\n",
" <td>603.000000</td>\n",
" <td>1.000000</td>\n",
" <td>202.000000</td>\n",
" <td>6.200000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age RestingBP Cholesterol FastingBS MaxHR \\\n",
"count 918.000000 918.000000 918.000000 918.000000 918.000000 \n",
"mean 53.510893 132.396514 198.799564 0.233115 136.809368 \n",
"std 9.432617 18.514154 109.384145 0.423046 25.460334 \n",
"min 28.000000 0.000000 0.000000 0.000000 60.000000 \n",
"25% 47.000000 120.000000 173.250000 0.000000 120.000000 \n",
"50% 54.000000 130.000000 223.000000 0.000000 138.000000 \n",
"75% 60.000000 140.000000 267.000000 0.000000 156.000000 \n",
"max 77.000000 200.000000 603.000000 1.000000 202.000000 \n",
"\n",
" Oldpeak HeartDisease \n",
"count 918.000000 918.000000 \n",
"mean 0.887364 0.553377 \n",
"std 1.066570 0.497414 \n",
"min -2.600000 0.000000 \n",
"25% 0.000000 0.000000 \n",
"50% 0.600000 1.000000 \n",
"75% 1.500000 1.000000 \n",
"max 6.200000 1.000000 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heart_df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f83098c5",
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 1600x1500 with 7 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categorical_cols = [\"Sex\", \"ChestPainType\", \"FastingBS\", \"RestingECG\", \"ExerciseAngina\", \"ST_Slope\", \"HeartDisease\"]\n",
"\n",
"fig = plt.figure(figsize=(16,15))\n",
"\n",
"for idx, col in enumerate(categorical_cols):\n",
" ax = plt.subplot(4, 2, idx+1)\n",
" sns.countplot(x=heart_df[col], ax=ax)\n",
" # add data labels to each bar\n",
" for container in ax.containers:\n",
" ax.bar_label(container, label_type=\"center\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6f3b5441-a0dd-4075-9ddf-0867cc2329fd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x1500 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,15))\n",
"\n",
"for idx, col in enumerate(categorical_cols[:-1]):\n",
" ax = plt.subplot(4, 2, idx+1)\n",
" # group by HeartDisease\n",
" sns.countplot(x=heart_df[col], hue=heart_df[\"HeartDisease\"], ax=ax)\n",
" # add data labels to each bar\n",
" for container in ax.containers:\n",
" ax.bar_label(container, label_type=\"center\")"
]
},
{
"cell_type": "markdown",
"id": "9b7a56fb-c6d3-4010-92ff-e654909efce3",
"metadata": {},
"source": [
"### Data cleaning"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3f9969f3-d765-4930-bc77-4425a332b972",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 1 entries, 449 to 449\n",
"Data columns (total 12 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 1 non-null int64 \n",
" 1 Sex 1 non-null object \n",
" 2 ChestPainType 1 non-null object \n",
" 3 RestingBP 1 non-null int64 \n",
" 4 Cholesterol 1 non-null int64 \n",
" 5 FastingBS 1 non-null int64 \n",
" 6 RestingECG 1 non-null object \n",
" 7 MaxHR 1 non-null int64 \n",
" 8 ExerciseAngina 1 non-null object \n",
" 9 Oldpeak 1 non-null float64\n",
" 10 ST_Slope 1 non-null object \n",
" 11 HeartDisease 1 non-null int64 \n",
"dtypes: float64(1), int64(6), object(5)\n",
"memory usage: 104.0+ bytes\n"
]
}
],
"source": [
"heart_df[heart_df['RestingBP']==0].info()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8554250b-7488-43f9-bc10-485d2e761ad6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 172 entries, 293 to 536\n",
"Data columns (total 12 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 172 non-null int64 \n",
" 1 Sex 172 non-null object \n",
" 2 ChestPainType 172 non-null object \n",
" 3 RestingBP 172 non-null int64 \n",
" 4 Cholesterol 172 non-null int64 \n",
" 5 FastingBS 172 non-null int64 \n",
" 6 RestingECG 172 non-null object \n",
" 7 MaxHR 172 non-null int64 \n",
" 8 ExerciseAngina 172 non-null object \n",
" 9 Oldpeak 172 non-null float64\n",
" 10 ST_Slope 172 non-null object \n",
" 11 HeartDisease 172 non-null int64 \n",
"dtypes: float64(1), int64(6), object(5)\n",
"memory usage: 17.5+ KB\n"
]
}
],
"source": [
"heart_df[heart_df['Cholesterol']==0].info()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "004a9611-fe08-46a6-878e-52558240e370",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df_clean = heart_df.copy()\n",
"\n",
"df_clean = df_clean[df_clean[\"RestingBP\"] != 0]\n",
"\n",
"heartdisease_mask = df_clean[\"HeartDisease\"]==0\n",
"\n",
"cholesterol_without_heartdisease = df_clean.loc[heartdisease_mask, \"Cholesterol\"]\n",
"cholesterol_with_heartdisease = df_clean.loc[~heartdisease_mask, \"Cholesterol\"]\n",
"\n",
"df_clean.loc[heartdisease_mask, \"Cholesterol\"] = cholesterol_without_heartdisease.replace(to_replace = 0, value = cholesterol_without_heartdisease.median())\n",
"df_clean.loc[~heartdisease_mask, \"Cholesterol\"] = cholesterol_with_heartdisease.replace(to_replace = 0, value = cholesterol_with_heartdisease.median())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "894159d3-0220-4042-98e4-df0382d1cbda",
"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",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Cholesterol</th>\n",
" <th>RestingBP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>917.000000</td>\n",
" <td>917.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>239.700109</td>\n",
" <td>132.540894</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>54.352727</td>\n",
" <td>17.999749</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>85.000000</td>\n",
" <td>80.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>214.000000</td>\n",
" <td>120.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>225.000000</td>\n",
" <td>130.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>267.000000</td>\n",
" <td>140.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>603.000000</td>\n",
" <td>200.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Cholesterol RestingBP\n",
"count 917.000000 917.000000\n",
"mean 239.700109 132.540894\n",
"std 54.352727 17.999749\n",
"min 85.000000 80.000000\n",
"25% 214.000000 120.000000\n",
"50% 225.000000 130.000000\n",
"75% 267.000000 140.000000\n",
"max 603.000000 200.000000"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_clean[[\"Cholesterol\", \"RestingBP\"]].describe()"
]
},
{
"cell_type": "markdown",
"id": "b24f51b7-9538-4cc8-bb1e-16974d317bde",
"metadata": {},
"source": [
"### Feature Selection"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a0f76154-e6b6-4df4-8e26-a161ae4aab56",
"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>Age</th>\n",
" <th>RestingBP</th>\n",
" <th>Cholesterol</th>\n",
" <th>FastingBS</th>\n",
" <th>MaxHR</th>\n",
" <th>Oldpeak</th>\n",
" <th>HeartDisease</th>\n",
" <th>Sex_M</th>\n",
" <th>ChestPainType_ATA</th>\n",
" <th>ChestPainType_NAP</th>\n",
" <th>ChestPainType_TA</th>\n",
" <th>RestingECG_Normal</th>\n",
" <th>RestingECG_ST</th>\n",
" <th>ExerciseAngina_Y</th>\n",
" <th>ST_Slope_Flat</th>\n",
" <th>ST_Slope_Up</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>40</td>\n",
" <td>140</td>\n",
" <td>289</td>\n",
" <td>0</td>\n",
" <td>172</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>49</td>\n",
" <td>160</td>\n",
" <td>180</td>\n",
" <td>0</td>\n",
" <td>156</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>37</td>\n",
" <td>130</td>\n",
" <td>283</td>\n",
" <td>0</td>\n",
" <td>98</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>48</td>\n",
" <td>138</td>\n",
" <td>214</td>\n",
" <td>0</td>\n",
" <td>108</td>\n",
" <td>1.5</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>54</td>\n",
" <td>150</td>\n",
" <td>195</td>\n",
" <td>0</td>\n",
" <td>122</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age RestingBP Cholesterol FastingBS MaxHR Oldpeak HeartDisease \\\n",
"0 40 140 289 0 172 0.0 0 \n",
"1 49 160 180 0 156 1.0 1 \n",
"2 37 130 283 0 98 0.0 0 \n",
"3 48 138 214 0 108 1.5 1 \n",
"4 54 150 195 0 122 0.0 0 \n",
"\n",
" Sex_M ChestPainType_ATA ChestPainType_NAP ChestPainType_TA \\\n",
"0 True True False False \n",
"1 False False True False \n",
"2 True True False False \n",
"3 False False False False \n",
"4 True False True False \n",
"\n",
" RestingECG_Normal RestingECG_ST ExerciseAngina_Y ST_Slope_Flat \\\n",
"0 True False False False \n",
"1 True False False True \n",
"2 False True False False \n",
"3 True False True True \n",
"4 True False False False \n",
"\n",
" ST_Slope_Up \n",
"0 True \n",
"1 False \n",
"2 True \n",
"3 False \n",
"4 True "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_clean = pd.get_dummies(df_clean, drop_first=True)\n",
"df_clean.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7a8d9a58-2840-4873-9c9f-ccb51cc6ef5c",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"correlations = abs(df_clean.corr())\n",
"plt.figure(figsize=(12,8))\n",
"sns.heatmap(correlations, annot=True, cmap=\"rocket_r\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "1c367450-807b-4b48-98d2-8f68b43be178",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,8))\n",
"sns.heatmap(correlations[correlations > 0.30], annot=True, cmap=\"rocket_r\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "54adda28-2b1d-40fb-996d-6409c5712a1a",
"metadata": {},
"source": [
"### Building a classifier based on one feature at a time"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "30dacdf8-518f-43c5-9f91-d36f18a977b4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The k-NN classifier trained on MaxHR and with k = 3 has an accuracy of 66.67%\n",
"The k-NN classifier trained on Oldpeak and with k = 3 has an accuracy of 76.81%\n",
"The k-NN classifier trained on Sex_M and with k = 3 has an accuracy of 44.93%\n",
"The k-NN classifier trained on ExerciseAngina_Y and with k = 3 has an accuracy of 73.19%\n",
"The k-NN classifier trained on ST_Slope_Flat and with k = 3 has an accuracy of 81.88%\n",
"The k-NN classifier trained on ST_Slope_Up and with k = 3 has an accuracy of 84.06%\n"
]
}
],
"source": [
"# splitting train/test sets\n",
"X = df_clean.drop([\"HeartDisease\"], axis=1)\n",
"y = df_clean[\"HeartDisease\"]\n",
"\n",
"X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.15, random_state = 417)\n",
"\n",
"features = [\n",
" \"MaxHR\",\n",
" \"Oldpeak\",\n",
" \"Sex_M\",\n",
" \"ExerciseAngina_Y\",\n",
" \"ST_Slope_Flat\",\n",
" \"ST_Slope_Up\"\n",
"]\n",
"\n",
"for feature in features:\n",
" knn = KNeighborsClassifier(n_neighbors = 3)\n",
" knn.fit(X_train[[feature]], y_train)\n",
" accuracy = knn.score(X_val[[feature]], y_val)\n",
" print(f\"The k-NN classifier trained on {feature} and with k = 3 has an accuracy of {accuracy*100:.2f}%\")"
]
},
{
"cell_type": "markdown",
"id": "5a077916-7114-4991-ad6e-0dd93cdf525c",
"metadata": {},
"source": [
"### Building a Classifier with Multiple Features"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "39756efe-8ca1-4ff0-baf1-09630577d18e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 83.33\n"
]
}
],
"source": [
"scaler = MinMaxScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train[features])\n",
"X_val_scaled = scaler.transform(X_val[features])\n",
"\n",
"knn = KNeighborsClassifier(n_neighbors = 3)\n",
"knn.fit(X_train_scaled, y_train)\n",
"accuracy = knn.score(X_val_scaled, y_val)\n",
"print(f\"Accuracy: {accuracy*100:.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "fd1bcc9d-20c3-4727-9c0c-b17b1f2fcfd5",
"metadata": {},
"source": [
"### Hyperparameter Optimization"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1d65b66b-3547-4ef9-ac73-4e90931dd21d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.42682927, 0. , 0. , 1. ],\n",
" [0.42682927, 1. , 1. , 0. ],\n",
" [0.48780488, 0. , 1. , 0. ],\n",
" ...,\n",
" [0.51219512, 1. , 0. , 1. ],\n",
" [0.19512195, 0. , 0. , 1. ],\n",
" [0.63414634, 0. , 1. , 0. ]])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = df_clean.drop([\"HeartDisease\"], axis=1)\n",
"y = df_clean[\"HeartDisease\"]\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15, random_state=417)\n",
"\n",
"features = [\n",
" \"Oldpeak\",\n",
" # \"Sex_M\", #testing out whether this feature helps or hinders accuracy\n",
" \"ExerciseAngina_Y\",\n",
" \"ST_Slope_Flat\",\n",
" \"ST_Slope_Up\"\n",
"]\n",
"\n",
"scaler = MinMaxScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train[features])\n",
"X_train_scaled"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7c213916-ad8f-4f04-9868-2c77b4381e4c",
"metadata": {},
"outputs": [],
"source": [
"grid_params = {\"n_neighbors\": range(1, 20),\n",
" \"metric\": [\"minkowski\", \"manhattan\"]\n",
" }\n",
"\n",
"knn = KNeighborsClassifier()\n",
"knn_grid = GridSearchCV(knn, grid_params, scoring='accuracy')\n",
"knn_grid.fit(X_train_scaled, y_train);"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "a3af12d8-73ea-4286-a6cd-73a3fc865950",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(np.float64(82.28535980148884), {'metric': 'minkowski', 'n_neighbors': 11})"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"knn_grid.best_score_*100, knn_grid.best_params_"
]
},
{
"cell_type": "markdown",
"id": "7543ac87-0a2c-4e97-90e6-6c974bc2c588",
"metadata": {},
"source": [
"### Model evaluation on test set"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3f46113b-66af-4aa0-8e53-370860ef2c39",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Model Accuracy on test set: 87.68\n"
]
}
],
"source": [
"X_test_scaled = scaler.transform(X_test[features])\n",
"predictions = knn_grid.best_estimator_.predict(X_test_scaled)\n",
"accuracy = accuracy_score(y_test, predictions)\n",
"print(f\" Model Accuracy on test set: {accuracy*100:.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "91eff48d-81a2-4d42-b555-4cafcfd103f9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Distribution of patients by their sex in the entire dataset\n",
"Sex_M\n",
"True 724\n",
"False 193\n",
"Name: count, dtype: int64\n",
"\n",
"Distribution of patients by their sex in the training dataset\n",
"Sex_M\n",
"True 615\n",
"False 164\n",
"Name: count, dtype: int64\n",
"\n",
"Distribution of patients by their sex in the test dataset\n",
"Sex_M\n",
"True 109\n",
"False 29\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"# checking data distribution since test was better than training results\n",
"print(\"Distribution of patients by their sex in the entire dataset\")\n",
"print(X.Sex_M.value_counts())\n",
"\n",
"print(\"\\nDistribution of patients by their sex in the training dataset\")\n",
"print(X_train.Sex_M.value_counts())\n",
"\n",
"print(\"\\nDistribution of patients by their sex in the test dataset\")\n",
"print(X_test.Sex_M.value_counts())"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "1fbc168a-b6d3-4536-839c-fd6657604972",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[52, 10],\n",
" [ 7, 69]])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cf = confusion_matrix(y_test, predictions)\n",
"ConfusionMatrixDisplay(cf).plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "275a845b-2137-4480-8767-0c62ffff05cb",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.0rc1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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