234 lines (233 with data), 551.5 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.16916344, 0.84388194, -1.13650602, ..., 0.27717891,\n",
" -0.88689813, -1.60333665],\n",
" [ 0.16916344, -0.35714958, -0.11274294, ..., -0.41303606,\n",
" 1.08302816, 0.11277251],\n",
" [-0.56954153, -0.58060442, -0.64267896, ..., -0.94495457,\n",
" 1.13754671, 0.34347898],\n",
" ...,\n",
" [-1.30824649, -0.09469611, -0.58071939, ..., -0.73217763,\n",
" 1.56639535, 1.08367856],\n",
" [-1.30824649, -1.67851002, -1.17268119, ..., 1.73127265,\n",
" -0.33380688, 0.25225371],\n",
" [-1.30824649, -0.60599888, -0.2211335 , ..., 1.53594517,\n",
" 0.78523145, -0.10346468]])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"from sklearn.cluster import KMeans\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# Load data\n",
"data = pd.read_csv('./data/Diabetes_prediction.csv')\n",
"\n",
"# Drop the 'Diagnosis' column to perform unsupervised learning\n",
"X = data.drop('Diagnosis', axis=1)\n",
"\n",
"# Standardize the features\n",
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X)\n",
"X_scaled"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Create KMeans instance with 2 clusters\n",
"kmeans = KMeans(n_clusters=2, random_state=0)\n",
"\n",
"# Fit the model\n",
"kmeans.fit(X_scaled)\n",
"\n",
"# Cluster labels\n",
"labels = kmeans.labels_\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Diagnosis 0 1\n",
"Cluster \n",
"0 339 150\n",
"1 355 156\n"
]
}
],
"source": [
"# Add the cluster labels to the original dataframe\n",
"data['Cluster'] = labels\n",
"\n",
"# Review the clustering result against the Diagnosis\n",
"cluster_comparison = pd.crosstab(data['Cluster'], data['Diagnosis'])\n",
"print(cluster_comparison)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"inertia = []\n",
"for n in range(1, 10):\n",
" kmeans = KMeans(n_clusters=n, random_state=0).fit(X_scaled)\n",
" inertia.append(kmeans.inertia_)\n",
"\n",
"plt.figure(figsize=(8,4))\n",
"plt.plot(range(1, 10), inertia, marker='o')\n",
"plt.title('Elbow Method')\n",
"plt.xlabel('Number of clusters')\n",
"plt.ylabel('Inertia')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2)\n",
"principal_components = pca.fit_transform(X_scaled)\n",
"\n",
"plt.figure(figsize=(10, 8))\n",
"plt.scatter(principal_components[:, 0], principal_components[:, 1], c=data['Cluster'], cmap='viridis', alpha=0.5)\n",
"plt.xlabel('Principal Component 1')\n",
"plt.ylabel('Principal Component 2')\n",
"plt.title('Visualization of Clusters')\n",
"plt.colorbar(label='Cluster')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.cluster import KMeans\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# Load the data\n",
"data = pd.read_csv('./data/Diabetes_prediction.csv')\n",
"\n",
"# Check for any missing values and handle them (if necessary)\n",
"data.fillna(data.mean(), inplace=True)\n",
"\n",
"# Selecting features to use for clustering (excluding the Diagnosis for unsupervised learning)\n",
"features = data.drop('Diagnosis', axis=1)\n",
"\n",
"# Standardize the features\n",
"scaler = StandardScaler()\n",
"features_scaled = scaler.fit_transform(features)\n",
"\n",
"# Perform K-means clustering\n",
"kmeans = KMeans(n_clusters=3, random_state=0) # You can choose the number of clusters\n",
"clusters = kmeans.fit_predict(features_scaled)\n",
"\n",
"# Adding cluster information to the DataFrame\n",
"data['Cluster'] = clusters\n",
"\n",
"# Plotting the clusters\n",
"# We'll plot the first two principal components for visualization\n",
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2)\n",
"principal_components = pca.fit_transform(features_scaled)\n",
"\n",
"plt.figure(figsize=(10, 8))\n",
"plt.scatter(principal_components[:, 0], principal_components[:, 1], c=data['Cluster'], cmap='viridis', alpha=0.5)\n",
"plt.xlabel('Principal Component 1')\n",
"plt.ylabel('Principal Component 2')\n",
"plt.title('Visualization of Clusters')\n",
"plt.colorbar(label='Cluster')\n",
"plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": 2
}