473 lines
326 KiB
Plaintext
473 lines
326 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "37d611da-6f56-46d8-905a-62026750150c",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>age</th>\n",
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" <th>sex</th>\n",
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" <th>cp</th>\n",
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" <th>trestbps</th>\n",
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" <th>chol</th>\n",
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" <th>fbs</th>\n",
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" <th>restecg</th>\n",
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" <th>thalach</th>\n",
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" <th>exang</th>\n",
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" <th>oldpeak</th>\n",
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" <th>slope</th>\n",
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" <th>ca</th>\n",
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" <th>thal</th>\n",
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" <th>goal</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>63</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>145</td>\n",
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" <td>233</td>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>150</td>\n",
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" <td>0</td>\n",
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" <td>2.3</td>\n",
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" <td>3</td>\n",
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" <td>0.0</td>\n",
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" <td>6.0</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>67</td>\n",
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" <td>1</td>\n",
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" <td>4</td>\n",
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" <td>160</td>\n",
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" <td>286</td>\n",
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" <td>0</td>\n",
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" <td>2</td>\n",
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" <td>108</td>\n",
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" <td>1</td>\n",
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" <td>1.5</td>\n",
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" <td>2</td>\n",
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" <td>3.0</td>\n",
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" <td>3.0</td>\n",
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" <td>2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>67</td>\n",
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" <td>1</td>\n",
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" <td>4</td>\n",
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" <td>120</td>\n",
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" <td>229</td>\n",
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" <td>0</td>\n",
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" <td>2</td>\n",
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" <td>129</td>\n",
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" <td>1</td>\n",
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" <td>2.6</td>\n",
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" <td>2</td>\n",
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" <td>2.0</td>\n",
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" <td>7.0</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>37</td>\n",
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" <td>1</td>\n",
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" <td>3</td>\n",
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" <td>130</td>\n",
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" <td>250</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>187</td>\n",
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" <td>0</td>\n",
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" <td>3.5</td>\n",
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" <td>3</td>\n",
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" <td>0.0</td>\n",
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" <td>3.0</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>41</td>\n",
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" <td>0</td>\n",
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" <td>2</td>\n",
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" <td>130</td>\n",
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" <td>204</td>\n",
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" <td>0</td>\n",
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" <td>2</td>\n",
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" <td>172</td>\n",
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" <td>0</td>\n",
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" <td>1.4</td>\n",
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" <td>1</td>\n",
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" <td>0.0</td>\n",
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" <td>3.0</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" age sex cp trestbps chol fbs restecg thalach exang oldpeak slope \\\n",
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"0 63 1 1 145 233 1 2 150 0 2.3 3 \n",
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"1 67 1 4 160 286 0 2 108 1 1.5 2 \n",
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"2 67 1 4 120 229 0 2 129 1 2.6 2 \n",
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"3 37 1 3 130 250 0 0 187 0 3.5 3 \n",
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"4 41 0 2 130 204 0 2 172 0 1.4 1 \n",
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"\n",
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" ca thal goal \n",
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"0 0.0 6.0 0 \n",
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"1 3.0 3.0 2 \n",
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"2 2.0 7.0 1 \n",
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"3 0.0 3.0 0 \n",
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"4 0.0 3.0 0 "
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"\n",
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"df = pd.read_csv('./data/dataset_cleaned.csv')\n",
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"\n",
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"# extract all columns except 'goal' --> X\n",
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"X = df.loc[:, df.columns != 'goal']\n",
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"# extract only the column 'goal' --> y\n",
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"y = df.loc[:, 'goal']\n",
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"\n",
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"male=1\n",
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"female=0\n",
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"\n",
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"df.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "6b3e5424-4a7e-4e53-82b9-d78e38939834",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"counts_male = sum(X['sex'] == male)\n",
|
|
"counts_female = sum(X['sex'] == female)\n",
|
|
"\n",
|
|
"counts_male_sick = sum(np.all([X['sex'] == male,\n",
|
|
" y > 0], axis=0))\n",
|
|
"counts_female_sick = sum(np.all([X['sex'] == female,\n",
|
|
" y > 0], axis=0))\n",
|
|
"\n",
|
|
"plt.bar([male, female], [counts_male, counts_female])\n",
|
|
"plt.bar([male, female], [counts_male_sick, counts_female_sick])\n",
|
|
"plt.xticks([male, female],['male', 'female'])\n",
|
|
"plt.title('Age distribution')\n",
|
|
"plt.legend(['healthy', 'sick'])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "48fd2655-1dcc-41f6-9938-ef6ea937d52e",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.hist(X['age'])\n",
|
|
"plt.xlabel('Age')\n",
|
|
"plt.ylabel('counts')\n",
|
|
"plt.title('Age distribution')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "b9174a9d-6c8a-4915-9580-48f23cbdd038",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ax = sns.violinplot(X, x='sex', y='age')\n",
|
|
"ax.set_xticklabels(['male', 'female'])\n",
|
|
"plt.title('Age distribution')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "522ff499-cd7f-4417-ae7d-d637402505b8",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ax = plt.hist(X['chol'])\n",
|
|
"plt.xlabel('Cholesterin')\n",
|
|
"plt.ylabel('counts')\n",
|
|
"plt.title('Cholesterin distribution')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "f220fadf-33ec-4bf6-a225-a2c874f02088",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.hist(X['trestbps'])\n",
|
|
"plt.xlabel('Blood pressure (rest)')\n",
|
|
"plt.ylabel('counts')\n",
|
|
"plt.title('Blood pressure distribution')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "f568c911-d961-4d7f-87b1-f25dd5403cff",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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v16ZNmxQTEyNJ6t69u3x9fV3G5ObmKisryzkGQP0ydOhQrVy5Ul999ZViYmLUpEkTxcTEKCsrSytXrtTQoUO9XSKAWuTVOyiPHz9e77zzjtasWaPAwEDnDI7NZpO/v78sFouSkpI0e/ZsdejQQR06dNDs2bMVEBCgkSNHOseOHTtWycnJCgkJUXBwsKZMmaLo6GgNGDDAm4cHwIuGDh2qO+64gzsoA5DFMAzDax9+kTU1b7zxhu677z5JP83+PPnkk3r11Vd1+vRp9erVSy+99JLLlRalpaWaOnWq3nnnHZWUlKh///5auHBhla+yKigokM1mU35+Put3AAC4TFT1+9urYaeuIOwAAHD5qer3d51YoAwAAFBTCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUGnq7AACoKXa7XRkZGcrNzVXLli3Vp08f+fj4eLssALWMmR0AprRq1Sq1b99esbGxGjlypGJjY9W+fXutWrXK26UBqGWEHQCms2rVKg0bNkzR0dHatm2bCgsLtW3bNkVHR2vYsGEEHqCesRiGYXi7CG8rKCiQzWZTfn6+mjRp4u1yAFSD3W5X+/btFR0drbS0NDVo8N//0zkcDiUmJiorK0sHDx7klBZwmavq9zczOwBMJSMjQ4cPH9Zjjz3mEnQkqUGDBpo+fbqys7OVkZHhpQoB1DbCDgBTyc3NlSRFRUVdsP98+/lxAMyPsAPAVFq2bClJysrKumD/+fbz4wCYH2EHgKn06dNHkZGRmj17thwOh0ufw+FQSkqK2rVrpz59+nipQgC1jbADwFR8fHw0d+5cpaenKzEx0eVqrMTERKWnp+v5559ncTJQj3BTQQCmM3ToUK1cuVLJycmKiYlxtrdr104rV67U0KFDvVgdgNrGpefi0nPArLiDMmBuVf3+ZmYHgGn5+PioX79+3i4DgJexZgcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQeAaZWUlGjChAmKi4vThAkTVFJS4u2SAHiBV8PO5s2bNWTIEIWHh8tisSgtLc2lv6ioSBMmTFDr1q3l7++vTp066eWXX3YZU1ZWpokTJyo0NFSNGzdWQkKCjh49WotHAaAuSkxMVEBAgF566SV9/PHHeumllxQQEKDExERvlwaglnk17Jw9e1Zdu3ZVamrqBfsnTZqkjz76SMuWLdPevXs1adIkTZw4UWvWrHGOSUpK0urVq7VixQpt2bJFRUVFGjx4sOx2e20dBoA6JjExUWvWrJHVatWjjz6qQ4cO6dFHH5XVatWaNWsIPEA9YzEMw/B2EZJksVi0evVql19CUVFRGjFihB5//HFnW/fu3TVo0CD99a9/VX5+vpo1a6alS5dqxIgRkqRjx44pIiJCa9euVVxcXJU+u6CgQDabTfn5+WrSpIlHjwtA7SopKVFAQICsVqsKCwtltVqdfeXl5QoMDFR5ebmKi4vl7+/vxUoBVFdVv7/r9Jqd3r1767333tP3338vwzC0ceNGHThwwBliMjMzde7cOQ0cOND5nvDwcEVFRWnr1q0X3W9ZWZkKCgpcXgDMYerUqZKkyZMnuwQdSbJarUpKSnIZB8D86nTY+fvf/67OnTurdevWslqtuu2227Rw4UL17t1bkpSXlyer1aqgoCCX97Vo0UJ5eXkX3W9KSopsNpvzFRERUaPHAaD2HDx4UJL0wAMPXLB/7NixLuMAmF+dDzufffaZ3nvvPWVmZmru3LkaN26cNmzY8KvvMwxDFovlov3Tp09Xfn6+85WTk+Pp0gF4SYcOHSRJr7/+usrLyzV//nxNnDhR8+fPV3l5uRYvXuwyDoD51dk1OyUlJbLZbFq9erVuv/1257gHHnhAR48e1UcffaRPPvlE/fv316lTp1xmd7p27arExEQ9+eSTVfps1uwA5nF+zY6Pj48Mw5DD4XD2NWjQQBaLRXa7nTU7gAlc9mt2zp07p3PnzqlBA9cSfXx8nL+8unfvLl9fX61fv97Zn5ubq6ysLMXExNRqvQDqBn9/f1111VWy2+1yOByKi4vTli1bFBcXJ4fDIbvdrquuuoqgA9QjDb354UVFRTp06JBzOzs7W7t371ZwcLDatGmjvn37aurUqfL391fbtm21adMmvfXWW3rhhRckSTabTWPHjlVycrJCQkIUHBysKVOmKDo6WgMGDPDWYQHwovLych05ckRWq1Xl5eVat26d1q1b5+y3Wq06cuSIysvLKy1gBmBOXp3Z2blzp6699lpde+21kn66euLaa6/VE088IUlasWKFevbsqd/97nfq3Lmznn32WT3zzDP64x//6NzHvHnzlJiYqOHDh+umm25SQECA3n//ffn4+HjlmAB418KFC1VRUaGXXnpJxcXFGj9+vAYOHKjx48eruLhYCxYsUEVFhRYuXOjtUgHUkjqzZsebWLMDmMfEiROVmpqq3NxchYWFVeo/duyYWrVqpQkTJmjBggVeqBCAp1z2a3YA4FJcddVVkqT09PQL9p9vPz8OgPkxsyNmdgAzKS8vV+PGjRUSEqKjR4+qYcP/Lk2sqKhQ69atdfLkSZ09e5Y1O8BljpkdAPWS1WrVpEmT9MMPP6h169Z67bXXdOzYMb322mtq3bq1fvjhB02aNImgA9QjXr0aCwBqwpw5cyT9dAHDQw895Gxv2LChpk6d6uwHUD9wGkucxgLMqry8XAsXLtS3336rq666SuPGjWNGBzCRqn5/E3ZE2AEA4HLEmh0AAACxZgeAidntdmVkZCg3N1ctW7ZUnz59uOEoUA8xswPAlFatWqX27dsrNjZWI0eOVGxsrNq3b69Vq1Z5uzQAtYywA8B0Vq1apWHDhik6Olrbtm1TYWGhtm3bpujoaA0bNozAA9QzLFAWC5QBM7Hb7Wrfvr2io6OVlpamBg3++386h8OhxMREZWVl6eDBg5zSAi5zLFAGUC9lZGTo8OHDeuyxx1yCjiQ1aNBA06dPV3Z2tjIyMrxUIYDaRtgBYCq5ubmSpKioqAv2n28/Pw6A+RF2AJhKy5YtJUlZWVmy2+369NNPtXz5cn366aey2+3KyspyGQfA/FizI9bsAGZyfs1OaGiofvzxRx05csTZ17ZtWzVr1kwnT55kzQ5gAqzZAVAv+fj46O6779bOnTtVWlrq8iDQ0tJS7dy5U8OGDSPoAPUIMztiZgcwk5/P7Jw4cUKHDx929rVr104hISHM7AAmUdXvb+6gDMBUzl+NtXz5cvXs2bPSHZS3b9+umJgYZWRkqF+/ft4uF0AtIOwAMJWfX43l4+NTKdBwNRZQ/7BmB4Cp/PxqrAvhaiyg/iHsADCVPn36KDIyUrNnz5bD4XDpczgcSklJUbt27dSnTx8vVQigthF2AJiKj4+P5s6dq/T0dCUmJro8GysxMVHp6el6/vnnWZwM1COs2QFgOkOHDtXKlSuVnJysmJgYZ3u7du20cuVKDR061IvVAahtXHouLj0HzMput1e6GosZHcA8uPQcwGWruLhY+/bt88i+fH195XA45Ovrqy+//NIj++zYsaMCAgI8si8ANY+wA6DO2bdvn7p37+7tMi4qMzNT1113nbfLAFBFhB0AdU7Hjh2VmZnpkX3t3btXo0aN0rJly9SpUyeP7LNjx44e2Q+A2nFJYScnJ0eHDx9WcXGxmjVrpt/85jfy8/PzdG0A6qmAgACPz5x06tSJ2Rignqpy2Dly5IheeeUVLV++XDk5Ofr5umar1ao+ffroD3/4g+666y41aMAV7QAAoG6oUir505/+pOjoaB08eFBPPfWUvv76a+Xn56u8vFx5eXlau3atevfurccff1xdunTRjh07arpuAACAKqnSzI7VatW3336rZs2aVepr3ry5brnlFt1yyy2aOXOm1q5dqyNHjqhnz54eLxYAAMBdVQo7zz33XJV3OGjQoEsuBgAAwNPcXlxzyy236MyZM5XaCwoKdMstt3iiJgAAAI9xO+x8+umnKi8vr9ReWlqqjIwMjxQFAADgKVW+GmvPnj3Ov3/zzTfKy8tzbtvtdn300Udq1aqVZ6sDAACopiqHnW7duslischisVzwdJW/v78WLFjg0eIAAACqq8phJzs7W4Zh6Morr9T27dtdrsyyWq1q3rw5D9gDAAB1TpXDTtu2bSVJDoejxooBAADwNLcXKL/55pv64IMPnNvTpk1T06ZNFRMToyNHjni0OAAAgOpyO+zMnj1b/v7+kqRt27YpNTVVc+bMUWhoqCZNmuTxAgEAAKrD7QeB5uTkqH379pKktLQ0DRs2TH/4wx900003qV+/fp6uDwAAoFrcntm54oordPLkSUnSxx9/rAEDBkiSGjVqpJKSEs9WBwAAUE1uz+zceuuteuCBB3TttdfqwIEDuv322yVJX3/9tSIjIz1dHwAAQLW4PbPz0ksv6cYbb9SPP/6od999VyEhIZKkzMxM/fa3v/V4gQAAANXh9sxO06ZNlZqaWqn9ySef9EhBAAAAnuT2zI4kZWRkaNSoUYqJidH3338vSVq6dKm2bNni0eIAAACqy+2w8+677youLk7+/v7atWuXysrKJEmFhYWaPXu2xwsEAACoDrfDztNPP61XXnlFixYtkq+vr7M9JiZGu3bt8mhxAAAA1eV22Nm/f79uvvnmSu1NmjTRmTNnPFETAACAx7gddlq2bKlDhw5Vat+yZYuuvPJKjxQFAADgKW6HnYceekh/+tOf9Pnnn8tisejYsWN6++23NWXKFI0bN64magQAALhkbl96Pm3aNOXn5ys2NlalpaW6+eab5efnpylTpmjChAk1USMAAMAlc2tmx263a9OmTUpOTtaJEye0fft2ffbZZ/rxxx/117/+1e0P37x5s4YMGaLw8HBZLBalpaVVGrN3714lJCTIZrMpMDBQN9xwg7777jtnf1lZmSZOnKjQ0FA1btxYCQkJOnr0qNu1AAAAc3Ir7Pj4+CguLk75+fkKCAhQjx49dP311+uKK664pA8/e/asunbtesGbFErSt99+q969e6tjx4769NNP9eWXX+rxxx9Xo0aNnGOSkpK0evVqrVixQlu2bFFRUZEGDx4su91+STUBAABzcfs0VnR0tP7zn/+oXbt21f7w+Ph4xcfHX7R/xowZGjRokObMmeNs+/ki6Pz8fC1evFhLly51PpB02bJlioiI0IYNGxQXF1ftGgEAwOXN7QXKzzzzjKZMmaL09HTl5uaqoKDA5eUpDodDH3zwga6++mrFxcWpefPm6tWrl8uprszMTJ07d04DBw50toWHhysqKkpbt2696L7LyspqrG4AAFC3uB12brvtNn355ZdKSEhQ69atFRQUpKCgIDVt2lRBQUEeK+z48eMqKirSs88+q9tuu00ff/yx7rzzTg0dOlSbNm2SJOXl5clqtVb63BYtWigvL++i+05JSZHNZnO+IiIiPFY3AACoW9w+jbVx48aaqKMSh8MhSbrjjjs0adIkSVK3bt20detWvfLKK+rbt+9F32sYhiwWy0X7p0+frsmTJzu3CwoKCDwAAJiU22Hn10KGJ4WGhqphw4bq3LmzS3unTp2cDxwNCwtTeXm5Tp8+7TK7c/z4ccXExFx0335+fvLz86uZwgEAQJ1SpdNYP7/UuyrOPwm9OqxWq3r27Kn9+/e7tB84cEBt27aVJHXv3l2+vr5av369sz83N1dZWVm/GnYAAED9UaWw07NnTz344IPavn37Rcfk5+dr0aJFioqK0qpVq6r04UVFRdq9e7d2794tScrOztbu3bud4Wrq1Kn6xz/+oUWLFunQoUNKTU3V+++/77xTs81m09ixY5WcnKx//etf+uKLLzRq1ChFR0c7r84CAAD1W5VOY+3du1ezZ8/WbbfdJl9fX/Xo0UPh4eFq1KiRTp8+rW+++UZff/21evTooeeee+5XLyf/uZ07dyo2Nta5fX4dzZgxY7RkyRLdeeedeuWVV5SSkqJHHnlE11xzjd5991317t3b+Z558+apYcOGGj58uEpKStS/f38tWbJEPj4+7vwcAACASVkMwzCqOri0tFRr165VRkaGDh8+rJKSEoWGhuraa69VXFycoqKiarLWGlNQUCCbzab8/Hw1adLE2+UA8KBdu3ape/fuyszM1HXXXeftcgB4UFW/v91aoNyoUSMNHTpUQ4cOrXaBAAAAtcHt++wAAABcTgg7AADA1Ag7AADA1Ag7AADA1Ag7AADA1C4p7CxdulQ33XSTwsPDdeTIEUnS/PnztWbNGo8WBwAAUF1uh52XX35ZkydP1qBBg3TmzBnZ7XZJUtOmTTV//nxP1wcAAFAtboedBQsWaNGiRZoxY4bLXYp79Oihr776yqPFAQAAVJfbYSc7O1vXXnttpXY/Pz+dPXvWI0UBAAB4itthp127ds4Hd/7chx9+qM6dO3uiJgAAAI9x63ER0k9PIh8/frxKS0tlGIa2b9+u5cuXKyUlRa+//npN1AgAAHDJ3A47999/vyoqKjRt2jQVFxdr5MiRatWqlV588UXdc889NVEjAADAJXMr7FRUVOjtt9/WkCFD9OCDD+rEiRNyOBxq3rx5TdUHAABQLW6t2WnYsKEefvhhlZWVSZJCQ0MJOgAAoE5ze4Fyr1699MUXX9RELQAAAB7n9pqdcePGKTk5WUePHlX37t3VuHFjl/4uXbp4rDgAAIDqcjvsjBgxQpL0yCOPONssFosMw5DFYnHeURkAAKAucDvsZGdn10QdAAAANcLtsNO2bduaqAMAAKBGuB123nrrrV/tHz169CUXAwAA4Gluh50//elPLtvnzp1TcXGxrFarAgICCDsAAKBOcfvS89OnT7u8ioqKtH//fvXu3VvLly+viRoBAAAumdth50I6dOigZ599ttKsDwAAgLd5JOxIko+Pj44dO+ap3QEAAHiE22t23nvvPZdtwzCUm5ur1NRU3XTTTR4rDAAAwBPcDjuJiYku2xaLRc2aNdMtt9yiuXPneqouAAAAj3A77DgcjpqoAwAAoEZUe82O3W7X7t27dfr0aU/UAwAA4FFuh52kpCQtXrxY0k9B5+abb9Z1112niIgIffrpp56uDwAAoFrcDjsrV65U165dJUnvv/++Dh8+rH379ikpKUkzZszweIEAAADV4XbYOXHihMLCwiRJa9eu1d13362rr75aY8eO1VdffeXxAgEAAKrD7bDTokULffPNN7Lb7froo480YMAASVJxcbF8fHw8XiAAAEB1uH011v3336/hw4erZcuWslgsuvXWWyVJn3/+uTp27OjxAgEAAKrD7bAza9YsRUVFKScnR3fffbf8/Pwk/XQH5UcffdTjBQIAAFSH22FHkoYNG+ayfebMGY0ZM8YjBQEAAHiS22t2/va3v+kf//iHc3v48OEKCQlR69attWfPHo8WBwAAUF1uh51XX31VERERkqT169dr/fr1+vDDD3XbbbdpypQpHi8QAACgOtw+jZWbm+sMO+np6Ro+fLgGDhyoyMhI9erVy+MFAgAAVIfbMztBQUHKycmRJJdLzw3DkN1u92x1AAAA1eT2zM7QoUM1cuRIdejQQSdPnlR8fLwkaffu3Wrfvr3HCwQAAKgOt8POvHnzFBkZqZycHM2ZM0dXXHGFpJ9Ob40bN87jBQIAAFSH22HH19f3gguRk5KSPFEPAACAR7m9ZkeSli5dqt69eys8PFxHjhyRJM2fP19r1qzxaHEAAADV5XbYefnllzV58mTFx8frzJkzzkXJTZs21fz58z1dHwAAQLW4HXYWLFigRYsWacaMGS4P/uzRowdPPQcAAHWO22EnOztb1157baV2Pz8/nT171iNFAQAAeIrbYaddu3bavXt3pfYPP/xQnTt39kRNAAAAHuP21VhTp07V+PHjVVpaKsMwtH37di1fvlwpKSl6/fXXa6JGAACAS+Z22Ln//vtVUVGhadOmqbi4WCNHjlSrVq304osv6p577qmJGgEAAC6ZW2GnoqJCb7/9toYMGaIHH3xQJ06ckMPhUPPmzWuqPgAAgGpxa81Ow4YN9fDDD6usrEySFBoaStABAAB1mtsLlHv16qUvvviiJmoBAADwOLfDzrhx45ScnKzU1FRt27ZNe/bscXm5Y/PmzRoyZIjCw8NlsViUlpZ20bEPPfSQLBZLpRsXlpWVaeLEiQoNDVXjxo2VkJCgo0ePuntYAADApNxeoDxixAhJ0iOPPOJss1gsMgxDFovFeUflqjh79qy6du2q+++/X3fddddFx6Wlpenzzz9XeHh4pb6kpCS9//77WrFihUJCQpScnKzBgwcrMzPT5aaHAACgfnI77GRnZ3vsw+Pj4xUfH/+rY77//ntNmDBB69at0+233+7Sl5+fr8WLF2vp0qUaMGCAJGnZsmWKiIjQhg0bFBcX57FaAQDA5cntsNO2bduaqOOCHA6H7r33Xk2dOlW/+c1vKvVnZmbq3LlzGjhwoLMtPDxcUVFR2rp160XDTllZmXORtSQVFBR4vnignjp48KAKCwu9XYbT3r17Xf6sKwIDA9WhQwdvlwHUC26HHUnav3+/FixYoL1798pisahjx46aOHGirrnmGo8W97e//U0NGzZ0OWX2c3l5ebJarQoKCnJpb9GihfLy8i6635SUFD355JMerRXAT0Hn6quv9nYZFzRq1Chvl1DJgQMHCDxALXA77KxcuVK//e1v1aNHD914442SpM8++0xRUVF65513dPfdd3uksMzMTL344ovatWuXLBaLW+89v37oYqZPn67Jkyc7twsKChQREXHJtQL4yfkZnWXLlqlTp05eruYnJSUlOnz4sCIjI+Xv7+/tciT9NMs0atSoOjUDBpiZ22Fn2rRpmj59up566imX9pkzZ+rPf/6zx8JORkaGjh8/rjZt2jjb7Ha7kpOTNX/+fB0+fFhhYWEqLy/X6dOnXWZ3jh8/rpiYmIvu28/PT35+fh6pE0BlnTp10nXXXeftMpxuuukmb5cAwIvcvvQ8Ly9Po0ePrtQ+atSoXz115K57771Xe/bs0e7du52v8PBwTZ06VevWrZMkde/eXb6+vlq/fr3zfbm5ucrKyvrVsAMAAOoPt2d2+vXrp4yMDLVv396lfcuWLerTp49b+yoqKtKhQ4ec29nZ2dq9e7eCg4PVpk0bhYSEuIz39fVVWFiYc22QzWbT2LFjlZycrJCQEAUHB2vKlCmKjo52Xp0FAADqN7fDTkJCgv785z8rMzNTN9xwg6Sf1uz885//1JNPPqn33nvPZeyv2blzp2JjY53b59fRjBkzRkuWLKlSPfPmzVPDhg01fPhwlZSUqH///lqyZAn32AEAAJIki2EYhjtvaNCgame+3L3BoDcVFBTIZrMpPz9fTZo08XY5wGVr165d6t69uzIzM+vUmp26hp8T4BlV/f52e2bH4XBUqzAAAIDa5PYCZQAAgMsJYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJhala7Gcuep4Fy6DQAA6pIqhZ2mTZtW+WGcl8u9dQAAQP1QpbCzceNG598PHz6sRx99VPfdd5/zqefbtm3Tm2++qZSUlJqpEgAA4BJVKez07dvX+fennnpKL7zwgn7729862xISEhQdHa3XXntNY8aM8XyVAAAAl8jtBcrbtm1Tjx49KrX36NFD27dv90hRAAAAnuJ22ImIiNArr7xSqf3VV19VRESER4oCAADwFLefjTVv3jzdddddWrdunctTz7/99lu9++67Hi8QAACgOtye2Rk0aJAOHjyohIQEnTp1SidPntQdd9yhAwcOaNCgQTVRIwAAwCVze2ZHklq3bq3Zs2d7uhYAAACPu6Swc+bMGS1evFh79+6VxWJR586d9fvf/142m83T9QEAAFSL26exdu7cqauuukrz5s3TqVOndOLECb3wwgu66qqrtGvXrpqoEQAA4JK5PbMzadIkJSQkaNGiRWrY8Ke3V1RU6IEHHlBSUpI2b97s8SIBAAAuldthZ+fOnS5BR5IaNmyoadOmXfD+OwAAAN7k9mmsJk2a6LvvvqvUnpOTo8DAQI8UBQAA4Cluh50RI0Zo7Nix+sc//qGcnBwdPXpUK1as0AMPPODyCAkAAIC6wO3TWM8//7wsFotGjx6tiooKSZKvr68efvhhPfvssx4vEAAAoDrcDjtWq1UvvviiUlJS9O2338owDLVv314BAQE1UR8AAEC1XNJ9diQpICBAQUFBslgsBB0ATmFXWOR/5oB0zO2z5PWG/5kDCrvC4u0ygHrD7bDjcDj09NNPa+7cuSoqKpIkBQYGKjk5WTNmzFCDBvyCA+qzh7pb1WnzQxJ3obioTvrp5wSgdrgddmbMmKHFixfr2Wef1U033STDMPTvf/9bs2bNUmlpqZ555pmaqBPAZeLVzHKNeGKJOnXs6O1S6qy9+/bp1bkjleDtQoB6wu2w8+abb+r1119XQsJ//5l27dpVrVq10rhx4wg7QD2XV2SopOnVUng3b5dSZ5XkOZRXZHi7DKDecPuc06lTp9TxAv9j69ixo06dOuWRogAAADzF7bDTtWtXpaamVmpPTU1V165dPVIUAACAp7h9GmvOnDm6/fbbtWHDBt14442yWCzaunWrcnJytHbt2pqoEQAA4JK5PbPTt29fHThwQHfeeafOnDmjU6dOaejQodq/f7/69OlTEzUCAABcsku6z054eDgLkQEAwGWhSmFnz549Vd5hly5dLrkYAAAAT6tS2OnWrZssFosM49cvlbRYLLLb7R4pDAAAwBOqFHays7Nrug4AAIAaUaWw07Zt25quAwAAoEa4vUD55MmTCgkJkSTl5ORo0aJFKikpUUJCAldjAQCAOqfKl55/9dVXioyMVPPmzdWxY0ft3r1bPXv21Lx58/Taa68pNjZWaWlpNVgqAACA+6ocdqZNm6bo6Ght2rRJ/fr10+DBgzVo0CDl5+fr9OnTeuihh/Tss8/WZK0AAABuq/JprB07duiTTz5Rly5d1K1bN7322msaN26cGjT4KS9NnDhRN9xwQ40VCgAAcCmqPLNz6tQphYWFSZKuuOIKNW7cWMHBwc7+oKAgFRYWer5CAACAanDrcREWi+VXtwEAAOoat67Guu++++Tn5ydJKi0t1R//+Ec1btxYklRWVub56gAAAKqpymFnzJgxLtujRo2qNGb06NHVrwgAAMCDqhx23njjjZqsAwAAoEa4tWYHAADgckPYAQAApkbYAQAApkbYAQAApkbYAQAApkbYAQAApkbYAQAApubVsLN582YNGTJE4eHhslgsSktLc/adO3dOf/7znxUdHa3GjRsrPDxco0eP1rFjx1z2UVZWpokTJyo0NFSNGzdWQkKCjh49WstHAgAA6iqvhp2zZ8+qa9euSk1NrdRXXFysXbt26fHHH9euXbu0atUqHThwQAkJCS7jkpKStHr1aq1YsUJbtmxRUVGRBg8eLLvdXluHAQAA6jC3no3lafHx8YqPj79gn81m0/r1613aFixYoOuvv17fffed2rRpo/z8fC1evFhLly7VgAEDJEnLli1TRESENmzYoLi4uBo/BgAAULd5Ney4Kz8/XxaLRU2bNpUkZWZm6ty5cxo4cKBzTHh4uKKiorR169aLhp2ysjKXB5cWFBTUaN1AfVFcXCxJ2rVrl5cr+a+SkhIdPnxYkZGR8vf393Y5kqS9e/d6uwSgXrlswk5paakeffRRjRw5Uk2aNJEk5eXlyWq1KigoyGVsixYtlJeXd9F9paSk6Mknn6zReoH6aN++fZKkBx980MuVXB4CAwO9XQJQL1wWYefcuXO655575HA4tHDhwv853jAMWSyWi/ZPnz5dkydPdm4XFBQoIiLCI7UC9VliYqIkqWPHjgoICPBuMf+/vXv3atSoUVq2bJk6derk7XKcAgMD1aFDB2+XAdQLdT7snDt3TsOHD1d2drY++eQT56yOJIWFham8vFynT592md05fvy4YmJiLrpPPz8/+fn51WjdQH0UGhqqBx54wNtlXFCnTp103XXXebsMAF5Qp++zcz7oHDx4UBs2bFBISIhLf/fu3eXr6+uykDk3N1dZWVm/GnYAAED94dWZnaKiIh06dMi5nZ2drd27dys4OFjh4eEaNmyYdu3apfT0dNntduc6nODgYFmtVtlsNo0dO1bJyckKCQlRcHCwpkyZoujoaOfVWQAAoH7zatjZuXOnYmNjndvn19GMGTNGs2bN0nvvvSdJ6tatm8v7Nm7cqH79+kmS5s2bp4YNG2r48OEqKSlR//79tWTJEvn4+NTKMQAAgLrNq2GnX79+Mgzjov2/1ndeo0aNtGDBAi1YsMCTpQEAAJOo02t2AAAAqouwAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATM2rYWfz5s0aMmSIwsPDZbFYlJaW5tJvGIZmzZql8PBw+fv7q1+/fvr6669dxpSVlWnixIkKDQ1V48aNlZCQoKNHj9biUQAAgLrMq2Hn7Nmz6tq1q1JTUy/YP2fOHL3wwgtKTU3Vjh07FBYWpltvvVWFhYXOMUlJSVq9erVWrFihLVu2qKioSIMHD5bdbq+twwAAAHVYQ29+eHx8vOLj4y/YZxiG5s+frxkzZmjo0KGSpDfffFMtWrTQO++8o4ceekj5+flavHixli5dqgEDBkiSli1bpoiICG3YsEFxcXEX3HdZWZnKysqc2wUFBR4+MgAAUFfU2TU72dnZysvL08CBA51tfn5+6tu3r7Zu3SpJyszM1Llz51zGhIeHKyoqyjnmQlJSUmSz2ZyviIiImjsQAADgVXU27OTl5UmSWrRo4dLeokULZ19eXp6sVquCgoIuOuZCpk+frvz8fOcrJyfHw9UDAIC6wqunsarCYrG4bBuGUantl/7XGD8/P/n5+XmkPgAAULfV2ZmdsLAwSao0Q3P8+HHnbE9YWJjKy8t1+vTpi44BAAD1W50NO+3atVNYWJjWr1/vbCsvL9emTZsUExMjSerevbt8fX1dxuTm5iorK8s5BgAA1G9ePY1VVFSkQ4cOObezs7O1e/duBQcHq02bNkpKStLs2bPVoUMHdejQQbNnz1ZAQIBGjhwpSbLZbBo7dqySk5MVEhKi4OBgTZkyRdHR0c6rswAAQP3m1bCzc+dOxcbGOrcnT54sSRozZoyWLFmiadOmqaSkROPGjdPp06fVq1cvffzxxwoMDHS+Z968eWrYsKGGDx+ukpIS9e/fX0uWLJGPj0+tHw8AAKh7LIZhGN4uwtsKCgpks9mUn5+vJk2aeLscAB60a9cude/eXZmZmbruuuu8XQ4AD6rq93edXbMDAADgCYQdAABgaoQdAABgaoQdAABgaoQdAABgaoQdAABgaoQdAABgaoQdAABgaoQdAABgaoQdAABgal59NhYAXEhxcbH27dvnkX3t3bvX5U9P6NixowICAjy2PwA1i7ADoM7Zt2+funfv7tF9jho1ymP74jlbwOWFsAOgzunYsaMyMzM9sq+SkhIdPnxYkZGR8vf398g+O3bs6JH9AKgdPPVcPPUcAIDLEU89BwAAEGEHAACYHGEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYGmEHAACYWkNvF1AXnH/we0FBgZcrAQAAVXX+e/v89/jFEHYkFRYWSpIiIiK8XAkAAHBXYWGhbDbbRfstxv+KQ/WAw+HQsWPHFBgYKIvF4u1yAHhQQUGBIiIilJOToyZNmni7HAAeZBiGCgsLFR4ergYNLr4yh7ADwNQKCgpks9mUn59P2AHqKRYoAwAAUyPsAAAAUyPsADA1Pz8/zZw5U35+ft4uBYCXsGYHAACYGjM7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AADA1Ag7AExp8+bNGjJkiMLDw2WxWJSWlubtkgB4CWEHgCmdPXtWXbt2VWpqqrdLAeBlPPUcgCnFx8crPj7e22UAqAOY2QEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKbG1VgATKmoqEiHDh1ybmdnZ2v37t0KDg5WmzZtvFgZgNpmMQzD8HYRAOBpn376qWJjYyu1jxkzRkuWLKn9ggB4DWEHAACYGmt2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqf1/obSKwtsJOWYAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.boxplot(X['trestbps'])\n",
|
|
"plt.ylabel('Blood pressure (rest)')\n",
|
|
"plt.title('Blood pressure')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "5c174a9d-59b7-4efe-a0eb-a132388c1d2a",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.linear_model import LinearRegression\n",
|
|
"\n",
|
|
"model = LinearRegression()\n",
|
|
"x = np.array(X['age'])\n",
|
|
"x = x[:, np.newaxis]\n",
|
|
"reg = model.fit(x, X['chol'])\n",
|
|
"pred = reg.predict(x)\n",
|
|
"\n",
|
|
"sick = y != 0\n",
|
|
"\n",
|
|
"sns.scatterplot(X, x='age', y='chol', hue='sex')\n",
|
|
"plt.plot(x, pred, color='black')\n",
|
|
"plt.xlabel('Age')\n",
|
|
"plt.ylabel('Chol')\n",
|
|
"plt.title('Chol / Age split by sex')\n",
|
|
"plt.legend(['male', 'female'])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "b3d627cf-3ec9-4cd9-bee6-5baeb9d1a22d",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model = LinearRegression()\n",
|
|
"x = np.array(X['chol'])\n",
|
|
"x = x[:, np.newaxis]\n",
|
|
"reg = model.fit(x, X['trestbps'])\n",
|
|
"pred = reg.predict(x)\n",
|
|
"\n",
|
|
"sick = y != 0\n",
|
|
"\n",
|
|
"sns.scatterplot(X, x='chol', y='trestbps', hue='sex')\n",
|
|
"plt.plot(x, pred, color='black')\n",
|
|
"plt.xlabel('Chol')\n",
|
|
"plt.ylabel('Blood pressure (rest)')\n",
|
|
"plt.title('Blood pressure / Age split by sex')\n",
|
|
"plt.legend(['male', 'female'])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "3a6dc91a-f3e9-4d7e-9e4b-58c59d24463c",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"corr = df.corr()\n",
|
|
"\n",
|
|
"sns.heatmap(corr)\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.11.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|