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6 AIML Hons: Predict Disease Risk from Patient Data.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4",
"authorship_tag": "ABX9TyOTTWbmNdcXvaglSvhsLsqO",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Yugsolanki/3716a885a3ccd35bde437caec645c4e9/6-aiml-hons-predict-disease-risk-from-patient-data.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"Experiment 6<br>\n",
"Yug Solanki<br>\n",
"BE-4, 58<br>\n",
"21UF16526CM057<br>\n",
"[Colab Link🔗](https://colab.research.google.com/drive/1Yk-KBklCZv1LPp-jPqzYswZHbproauw1?usp=sharing)"
],
"metadata": {
"id": "VrBCbuOuE_Hg"
}
},
{
"cell_type": "code",
"source": [
"!kaggle datasets download -d thedevastator/exploring-risk-factors-for-cardiovascular-diseas"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eCDEDlLb1Moi",
"outputId": "a4dd635e-e16e-4bf0-8c52-a126cf40c753"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Dataset URL: https://www.kaggle.com/datasets/thedevastator/exploring-risk-factors-for-cardiovascular-diseas\n",
"License(s): other\n",
"Downloading exploring-risk-factors-for-cardiovascular-diseas.zip to /content\n",
"100% 922k/922k [00:00<00:00, 1.26MB/s]\n",
"100% 922k/922k [00:00<00:00, 1.26MB/s]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"!unzip /content/exploring-risk-factors-for-cardiovascular-diseas.zip"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "RmRITHYB1O2O",
"outputId": "4b5b57bc-96a0-4259-b689-88905e01ffa9"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Archive: /content/exploring-risk-factors-for-cardiovascular-diseas.zip\n",
" inflating: heart_data.csv \n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.metrics import classification_report, confusion_matrix"
],
"metadata": {
"id": "ZvWgBHWv4GcT"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df = pd.read_csv(\"/content/heart_data.csv\")"
],
"metadata": {
"id": "PZb-ty9a4Hpy"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# drop columns\n",
"df = df.drop(['id'], axis=1)\n",
"df = df.drop(['index'], axis=1)"
],
"metadata": {
"id": "pwZRobsz5Cej"
},
"execution_count": 21,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.dtypes"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 460
},
"id": "5f4nVz-V53FT",
"outputId": "f62bb54b-2bf8-4fa8-e2c2-0fafeff112f1"
},
"execution_count": 39,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"age int64\n",
"gender int64\n",
"height int64\n",
"weight float64\n",
"ap_hi int64\n",
"ap_lo int64\n",
"cholesterol int64\n",
"gluc int64\n",
"smoke int64\n",
"alco int64\n",
"active int64\n",
"cardio int64\n",
"dtype: object"
],
"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>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>age</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>gender</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>height</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>weight</th>\n",
" <td>float64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ap_hi</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ap_lo</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cholesterol</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>gluc</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>smoke</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>alco</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>active</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cardio</th>\n",
" <td>int64</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div><br><label><b>dtype:</b> object</label>"
]
},
"metadata": {},
"execution_count": 39
}
]
},
{
"cell_type": "markdown",
"source": [
"# Data Analysis"
],
"metadata": {
"id": "FyZlk2zZELcZ"
}
},
{
"cell_type": "code",
"source": [
"print(\"Data Analysis:\")\n",
"print(df.describe())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "KFEhXA4O4JXz",
"outputId": "f11d6adf-72a4-4c4e-9cdd-295db1c7062d"
},
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Data Analysis:\n",
" age gender height weight ap_hi \\\n",
"count 70000.000000 70000.000000 70000.000000 70000.000000 70000.000000 \n",
"mean 19468.865814 1.349571 164.359229 74.205690 128.817286 \n",
"std 2467.251667 0.476838 8.210126 14.395757 154.011419 \n",
"min 10798.000000 1.000000 55.000000 10.000000 -150.000000 \n",
"25% 17664.000000 1.000000 159.000000 65.000000 120.000000 \n",
"50% 19703.000000 1.000000 165.000000 72.000000 120.000000 \n",
"75% 21327.000000 2.000000 170.000000 82.000000 140.000000 \n",
"max 23713.000000 2.000000 250.000000 200.000000 16020.000000 \n",
"\n",
" ap_lo cholesterol gluc smoke alco \\\n",
"count 70000.000000 70000.000000 70000.000000 70000.000000 70000.000000 \n",
"mean 96.630414 1.366871 1.226457 0.088129 0.053771 \n",
"std 188.472530 0.680250 0.572270 0.283484 0.225568 \n",
"min -70.000000 1.000000 1.000000 0.000000 0.000000 \n",
"25% 80.000000 1.000000 1.000000 0.000000 0.000000 \n",
"50% 80.000000 1.000000 1.000000 0.000000 0.000000 \n",
"75% 90.000000 2.000000 1.000000 0.000000 0.000000 \n",
"max 11000.000000 3.000000 3.000000 1.000000 1.000000 \n",
"\n",
" active cardio \n",
"count 70000.000000 70000.000000 \n",
"mean 0.803729 0.499700 \n",
"std 0.397179 0.500003 \n",
"min 0.000000 0.000000 \n",
"25% 1.000000 0.000000 \n",
"50% 1.000000 0.000000 \n",
"75% 1.000000 1.000000 \n",
"max 1.000000 1.000000 \n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print(\"\\nCorrelation Matrix:\")\n",
"correlation_matrix = df.corr()\n",
"print(correlation_matrix)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "oHCzJVlX4iWT",
"outputId": "7069d908-37c4-4fff-d795-9c1d69164b1f"
},
"execution_count": 24,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Correlation Matrix:\n",
" age gender height weight ap_hi ap_lo \\\n",
"age 1.000000 -0.022811 -0.081515 0.053684 0.020764 0.017647 \n",
"gender -0.022811 1.000000 0.499033 0.155406 0.006005 0.015254 \n",
"height -0.081515 0.499033 1.000000 0.290968 0.005488 0.006150 \n",
"weight 0.053684 0.155406 0.290968 1.000000 0.030702 0.043710 \n",
"ap_hi 0.020764 0.006005 0.005488 0.030702 1.000000 0.016086 \n",
"ap_lo 0.017647 0.015254 0.006150 0.043710 0.016086 1.000000 \n",
"cholesterol 0.154424 -0.035821 -0.050226 0.141768 0.023778 0.024019 \n",
"gluc 0.098703 -0.020491 -0.018595 0.106857 0.011841 0.010806 \n",
"smoke -0.047633 0.338135 0.187989 0.067780 -0.000922 0.005186 \n",
"alco -0.029723 0.170966 0.094419 0.067113 0.001408 0.010601 \n",
"active -0.009927 0.005866 -0.006570 -0.016867 -0.000033 0.004780 \n",
"cardio 0.238159 0.008109 -0.010821 0.181660 0.054475 0.065719 \n",
"\n",
" cholesterol gluc smoke alco active cardio \n",
"age 0.154424 0.098703 -0.047633 -0.029723 -0.009927 0.238159 \n",
"gender -0.035821 -0.020491 0.338135 0.170966 0.005866 0.008109 \n",
"height -0.050226 -0.018595 0.187989 0.094419 -0.006570 -0.010821 \n",
"weight 0.141768 0.106857 0.067780 0.067113 -0.016867 0.181660 \n",
"ap_hi 0.023778 0.011841 -0.000922 0.001408 -0.000033 0.054475 \n",
"ap_lo 0.024019 0.010806 0.005186 0.010601 0.004780 0.065719 \n",
"cholesterol 1.000000 0.451578 0.010354 0.035760 0.009911 0.221147 \n",
"gluc 0.451578 1.000000 -0.004756 0.011246 -0.006770 0.089307 \n",
"smoke 0.010354 -0.004756 1.000000 0.340094 0.025858 -0.015486 \n",
"alco 0.035760 0.011246 0.340094 1.000000 0.025476 -0.007330 \n",
"active 0.009911 -0.006770 0.025858 0.025476 1.000000 -0.035653 \n",
"cardio 0.221147 0.089307 -0.015486 -0.007330 -0.035653 1.000000 \n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# Visualization"
],
"metadata": {
"id": "XB6RdTTIESev"
}
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')\n",
"plt.title('Correlation Heatmap')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 853
},
"id": "sfn369ZE4JZ9",
"outputId": "13947172-7ff3-4630-af9b-ced6c0ffbf4a"
},
"execution_count": 25,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.countplot(x='gender', data=df)\n",
"plt.xlabel('Gender')\n",
"plt.ylabel('Count')\n",
"plt.title('Gender Distribution')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "wBZk1Bgg7PpV",
"outputId": "dc16aef2-af2d-4da9-e219-7a190ba90f5b"
},
"execution_count": 50,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(12, 6))\n",
"sns.boxplot(x='cardio', y='age', data=df)\n",
"plt.title('Age Distribution by Disease Risk')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 619
},
"id": "JRKK_NZU4Jb4",
"outputId": "bb90275b-9c27-463b-af8d-85aa639adcd2"
},
"execution_count": 26,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/seaborn/categorical.py:640: FutureWarning: SeriesGroupBy.grouper is deprecated and will be removed in a future version of pandas.\n",
" positions = grouped.grouper.result_index.to_numpy(dtype=float)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.pairplot(df[['age', 'height', 'weight', 'ap_hi', 'ap_lo']])\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "95UKKWHS6HoI",
"outputId": "dbdd3b08-8b87-47de-98f9-aa54ddfe2db5"
},
"execution_count": 60,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1250x1250 with 30 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"sns.barplot(x='gender', y='cholesterol', data=df)\n",
"plt.xlabel('Gender')\n",
"plt.ylabel('Cholesterol')\n",
"plt.title('Average Cholesterol by Gender')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "a0XmMGVA6e_p",
"outputId": "5e89317b-0015-44c2-962d-b8005abbb11a"
},
"execution_count": 42,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Feature Engineering"
],
"metadata": {
"id": "8j-WZ4XQEXnk"
}
},
{
"cell_type": "code",
"source": [
"X = df.drop('cardio', axis=1)\n",
"y = df['cardio']"
],
"metadata": {
"id": "2CT3JIzY4Jdu"
},
"execution_count": 27,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Data Preparation"
],
"metadata": {
"id": "c9VXA7EDEe5p"
}
},
{
"cell_type": "code",
"source": [
"# Split the data\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
],
"metadata": {
"id": "E_HUqQM74JhG"
},
"execution_count": 28,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Scale the features\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)"
],
"metadata": {
"id": "XTIKGkrd4PO6"
},
"execution_count": 29,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Model Training"
],
"metadata": {
"id": "kAKJEt62EnWW"
}
},
{
"cell_type": "code",
"source": [
"model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
"model.fit(X_train_scaled, y_train)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 80
},
"id": "XXeI9-wd4PRK",
"outputId": "1bde2367-ee1b-4550-e2e6-8605509e37e1"
},
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"RandomForestClassifier(random_state=42)"
],
"text/html": [
"<style>#sk-container-id-2 {\n",
" /* Definition of color scheme common for light and dark mode */\n",
" --sklearn-color-text: black;\n",
" --sklearn-color-line: gray;\n",
" /* Definition of color scheme for unfitted estimators */\n",
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
" --sklearn-color-unfitted-level-3: chocolate;\n",
" /* Definition of color scheme for fitted estimators */\n",
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
" --sklearn-color-fitted-level-1: #d4ebff;\n",
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
"\n",
" /* Specific color for light theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-icon: #696969;\n",
"\n",
" @media (prefers-color-scheme: dark) {\n",
" /* Redefinition of color scheme for dark theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-icon: #878787;\n",
" }\n",
"}\n",
"\n",
"#sk-container-id-2 {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"#sk-container-id-2 pre {\n",
" padding: 0;\n",
"}\n",
"\n",
"#sk-container-id-2 input.sk-hidden--visually {\n",
" border: 0;\n",
" clip: rect(1px 1px 1px 1px);\n",
" clip: rect(1px, 1px, 1px, 1px);\n",
" height: 1px;\n",
" margin: -1px;\n",
" overflow: hidden;\n",
" padding: 0;\n",
" position: absolute;\n",
" width: 1px;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-dashed-wrapped {\n",
" border: 1px dashed var(--sklearn-color-line);\n",
" margin: 0 0.4em 0.5em 0.4em;\n",
" box-sizing: border-box;\n",
" padding-bottom: 0.4em;\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-container {\n",
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
" so we also need the `!important` here to be able to override the\n",
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
" display: inline-block !important;\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-text-repr-fallback {\n",
" display: none;\n",
"}\n",
"\n",
"div.sk-parallel-item,\n",
"div.sk-serial,\n",
"div.sk-item {\n",
" /* draw centered vertical line to link estimators */\n",
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
" background-size: 2px 100%;\n",
" background-repeat: no-repeat;\n",
" background-position: center center;\n",
"}\n",
"\n",
"/* Parallel-specific style estimator block */\n",
"\n",
"#sk-container-id-2 div.sk-parallel-item::after {\n",
" content: \"\";\n",
" width: 100%;\n",
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
" flex-grow: 1;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-parallel {\n",
" display: flex;\n",
" align-items: stretch;\n",
" justify-content: center;\n",
" background-color: var(--sklearn-color-background);\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-parallel-item {\n",
" display: flex;\n",
" flex-direction: column;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
" align-self: flex-end;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
" align-self: flex-start;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
" width: 0;\n",
"}\n",
"\n",
"/* Serial-specific style estimator block */\n",
"\n",
"#sk-container-id-2 div.sk-serial {\n",
" display: flex;\n",
" flex-direction: column;\n",
" align-items: center;\n",
" background-color: var(--sklearn-color-background);\n",
" padding-right: 1em;\n",
" padding-left: 1em;\n",
"}\n",
"\n",
"\n",
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
"clickable and can be expanded/collapsed.\n",
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
"*/\n",
"\n",
"/* Pipeline and ColumnTransformer style (default) */\n",
"\n",
"#sk-container-id-2 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"/* Toggleable label */\n",
"#sk-container-id-2 label.sk-toggleable__label {\n",
" cursor: pointer;\n",
" display: block;\n",
" width: 100%;\n",
" margin-bottom: 0;\n",
" padding: 0.5em;\n",
" box-sizing: border-box;\n",
" text-align: center;\n",
"}\n",
"\n",
"#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n",
" content: \"▸\";\n",
" float: left;\n",
" margin-right: 0.25em;\n",
" color: var(--sklearn-color-icon);\n",
"}\n",
"\n",
"#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"/* Toggleable content - dropdown */\n",
"\n",
"#sk-container-id-2 div.sk-toggleable__content {\n",
" max-height: 0;\n",
" max-width: 0;\n",
" overflow: hidden;\n",
" text-align: left;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n",
" border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n",
" max-height: 200px;\n",
" max-width: 100%;\n",
" overflow: auto;\n",
"}\n",
"\n",
"#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n",
"}\n",
"\n",
"/* Pipeline/ColumnTransformer-specific style */\n",
"\n",
"#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator-specific style */\n",
"\n",
"/* Colorize estimator box */\n",
"#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-2 div.sk-label label {\n",
" /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n",
"}\n",
"\n",
"/* On hover, darken the color of the background */\n",
"#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator label */\n",
"\n",
"#sk-container-id-2 div.sk-label label {\n",
" font-family: monospace;\n",
" font-weight: bold;\n",
" display: inline-block;\n",
" line-height: 1.2em;\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-label-container {\n",
" text-align: center;\n",
"}\n",
"\n",
"/* Estimator-specific */\n",
"#sk-container-id-2 div.sk-estimator {\n",
" font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n",
" box-sizing: border-box;\n",
" margin-bottom: 0.5em;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-estimator.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"/* on hover */\n",
"#sk-container-id-2 div.sk-estimator:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
"\n",
"/* Common style for \"i\" and \"?\" */\n",
"\n",
".sk-estimator-doc-link,\n",
"a:link.sk-estimator-doc-link,\n",
"a:visited.sk-estimator-doc-link {\n",
" float: right;\n",
" font-size: smaller;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1em;\n",
" height: 1em;\n",
" width: 1em;\n",
" text-decoration: none !important;\n",
" margin-left: 1ex;\n",
" /* unfitted */\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted,\n",
"a:link.sk-estimator-doc-link.fitted,\n",
"a:visited.sk-estimator-doc-link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"/* Span, style for the box shown on hovering the info icon */\n",
".sk-estimator-doc-link span {\n",
" display: none;\n",
" z-index: 9999;\n",
" position: relative;\n",
" font-weight: normal;\n",
" right: .2ex;\n",
" padding: .5ex;\n",
" margin: .5ex;\n",
" width: min-content;\n",
" min-width: 20ex;\n",
" max-width: 50ex;\n",
" color: var(--sklearn-color-text);\n",
" box-shadow: 2pt 2pt 4pt #999;\n",
" /* unfitted */\n",
" background: var(--sklearn-color-unfitted-level-0);\n",
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted span {\n",
" /* fitted */\n",
" background: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link:hover span {\n",
" display: block;\n",
"}\n",
"\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n",
"#sk-container-id-2 a.estimator_doc_link {\n",
" float: right;\n",
" font-size: 1rem;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1rem;\n",
" height: 1rem;\n",
" width: 1rem;\n",
" text-decoration: none;\n",
" /* unfitted */\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n",
"\n",
"#sk-container-id-2 a.estimator_doc_link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"#sk-container-id-2 a.estimator_doc_link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;RandomForestClassifier<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.ensemble.RandomForestClassifier.html\">?<span>Documentation for RandomForestClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestClassifier(random_state=42)</pre></div> </div></div></div></div>"
]
},
"metadata": {},
"execution_count": 30
}
]
},
{
"cell_type": "markdown",
"source": [
"# Model Evaluation"
],
"metadata": {
"id": "vHSezg4YEr3A"
}
},
{
"cell_type": "code",
"source": [
"y_pred = model.predict(X_test_scaled)\n",
"print(\"\\nClassification Report:\")\n",
"print(classification_report(y_test, y_pred))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "AEzdpjTw4PTY",
"outputId": "28d47e22-74c3-4b70-c7d3-3b400e6d881c"
},
"execution_count": 31,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Classification Report:\n",
" precision recall f1-score support\n",
"\n",
" 0 0.71 0.72 0.72 6988\n",
" 1 0.72 0.70 0.71 7012\n",
"\n",
" accuracy 0.71 14000\n",
" macro avg 0.71 0.71 0.71 14000\n",
"weighted avg 0.71 0.71 0.71 14000\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"print(\"\\nConfusion Matrix:\")\n",
"conf_matrix = confusion_matrix(y_test, y_pred)\n",
"sns.heatmap(conf_matrix, annot=True, fmt='d')\n",
"plt.title('Confusion Matrix')\n",
"plt.xlabel('Predicted')\n",
"plt.ylabel('Actual')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 507
},
"id": "-3BpmBpl4PW5",
"outputId": "a182f6fc-b3cc-46f3-d0b5-70a929383a7a"
},
"execution_count": 32,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Confusion Matrix:\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Feature Importance"
],
"metadata": {
"id": "VshRKOLRExqB"
}
},
{
"cell_type": "code",
"source": [
"feature_importance = pd.DataFrame({\n",
" 'feature': X.columns,\n",
" 'importance': model.feature_importances_\n",
"}).sort_values('importance', ascending=False)"
],
"metadata": {
"id": "1H92lUK84VXt"
},
"execution_count": 33,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(10, 6))\n",
"sns.barplot(x='importance', y='feature', data=feature_importance)\n",
"plt.title('Feature Importance')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 564
},
"id": "WW1rxvq44YHv",
"outputId": "4d32d433-8046-4b84-e0e7-4cf2fd05b6ee"
},
"execution_count": 34,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"print(\"\\nTop 5 Important Features:\")\n",
"print(feature_importance.head())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "KUPL0zgP4Zpl",
"outputId": "dfca3e31-d134-43cb-e274-f98560bcd650"
},
"execution_count": 35,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Top 5 Important Features:\n",
" feature importance\n",
"0 age 0.309179\n",
"4 ap_hi 0.175971\n",
"3 weight 0.172267\n",
"2 height 0.157043\n",
"5 ap_lo 0.087078\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Predict on new data\n",
"new_patient = np.array([[20228, 1, 156, 85.0, 140, 90, 3, 1, 0, 0, 1]])\n",
"new_patient_scaled = scaler.transform(new_patient)\n",
"risk_prediction = model.predict(new_patient_scaled)\n",
"risk_probability = model.predict_proba(new_patient_scaled)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "IktB4ghW4c2N",
"outputId": "20b94a67-e6f8-4bfb-d758-ccb7762a41e2"
},
"execution_count": 65,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/sklearn/base.py:493: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n",
" warnings.warn(\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4ipsTvgM0Hdf",
"outputId": "6b0ab275-8e2b-40bd-fec3-1efc940d874a"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"New Patient Risk Prediction:\n",
"Predicted Risk: High\n",
"Risk Probability: 0.92\n"
]
}
],
"source": [
"print(\"\\nNew Patient Risk Prediction:\")\n",
"print(f\"Predicted Risk: {'High' if risk_prediction[0] == 1 else 'Low'}\")\n",
"print(f\"Risk Probability: {risk_probability[0][1]:.2f}\")"
]
}
]
}
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