{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# **K-Means**" ] }, { "cell_type": "code", "execution_count": 1, "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.cluster import KMeans\n", "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", "from sklearn.metrics import silhouette_score" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CustomerIDGenreAgeAnnual Income (k$)Spending Score (1-100)
01Male191539
12Male211581
23Female20166
34Female231677
45Female311740
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" ], "text/plain": [ " CustomerID Genre Age Annual Income (k$) Spending Score (1-100)\n", "0 1 Male 19 15 39\n", "1 2 Male 21 15 81\n", "2 3 Female 20 16 6\n", "3 4 Female 23 16 77\n", "4 5 Female 31 17 40" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 200 entries, 0 to 199\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 CustomerID 200 non-null int64 \n", " 1 Genre 200 non-null object\n", " 2 Age 200 non-null int64 \n", " 3 Annual Income (k$) 200 non-null int64 \n", " 4 Spending Score (1-100) 200 non-null int64 \n", "dtypes: int64(4), object(1)\n", "memory usage: 7.9+ KB\n" ] } ], "source": [ "# Load dataset\n", "df = pd.read_csv(\"datasets/Mall_Customers.csv\")\n", "\n", "# Display first few rows\n", "display(df.head())\n", "\n", "# Basic info\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Missing Values:\n", " CustomerID 0\n", "Genre 0\n", "Age 0\n", "Annual Income (k$) 0\n", "Spending Score (1-100) 0\n", "dtype: int64\n" ] } ], "source": [ "# Check for missing values\n", "print(\"Missing Values:\\n\", df.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Drop CustomerID (not useful for clustering)\n", "df.drop(columns=['CustomerID'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Encode Gender (Male = 0, Female = 1)\n", "le = LabelEncoder()\n", "df['Genre'] = le.fit_transform(df['Genre'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GenreAgeAnnual Income (k$)Spending Score (1-100)
count200.000000200.000000200.000000200.000000
mean0.44000038.85000060.56000050.200000
std0.49763313.96900726.26472125.823522
min0.00000018.00000015.0000001.000000
25%0.00000028.75000041.50000034.750000
50%0.00000036.00000061.50000050.000000
75%1.00000049.00000078.00000073.000000
max1.00000070.000000137.00000099.000000
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" ], "text/plain": [ " Genre Age Annual Income (k$) Spending Score (1-100)\n", "count 200.000000 200.000000 200.000000 200.000000\n", "mean 0.440000 38.850000 60.560000 50.200000\n", "std 0.497633 13.969007 26.264721 25.823522\n", "min 0.000000 18.000000 15.000000 1.000000\n", "25% 0.000000 28.750000 41.500000 34.750000\n", "50% 0.000000 36.000000 61.500000 50.000000\n", "75% 1.000000 49.000000 78.000000 73.000000\n", "max 1.000000 70.000000 137.000000 99.000000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Summary statistics\n", "display(df.describe())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n", " data_subset = grouped_data.get_group(pd_key)\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n", " data_subset = grouped_data.get_group(pd_key)\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1075: FutureWarning: When grouping with a length-1 list-like, you will need to pass a length-1 tuple to get_group in a future version of pandas. Pass `(name,)` instead of `name` to silence this warning.\n", " data_subset = grouped_data.get_group(pd_key)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pairplot for quick visualization\n", "sns.pairplot(df, hue=\"Genre\", diag_kind=\"kde\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Standardize numerical columns\n", "scaler = StandardScaler()\n", "df_scaled = scaler.fit_transform(df)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n" ] } ], "source": [ "# Finding optimal K using Elbow Method\n", "wcss = []\n", "k_values = range(1, 11)\n", "for k in k_values:\n", " kmeans = KMeans(n_clusters=k, init='k-means++', random_state=42)\n", " kmeans.fit(df_scaled)\n", " wcss.append(kmeans.inertia_)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 5))\n", "plt.plot(k_values, wcss, marker='o', linestyle='--')\n", "plt.xlabel('Number of Clusters (K)')\n", "plt.ylabel('WCSS (Within-Cluster Sum of Squares)')\n", "plt.title('Elbow Method for Optimal K')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "c:\\Users\\Lenovo\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", " warnings.warn(\n" ] } ], "source": [ "# Choose optimal K (let's assume it's 5 based on elbow curve)\n", "k_optimal = 5\n", "kmeans = KMeans(n_clusters=k_optimal, init='k-means++', random_state=42)\n", "kmeans.fit(df_scaled)\n", "df['Cluster'] = kmeans.labels_" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silhouette Score: 0.3171\n" ] } ], "source": [ "# Compute silhouette score\n", "sil_score = silhouette_score(df_scaled, kmeans.labels_)\n", "print(f\"Silhouette Score: {sil_score:.4f}\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualization of clusters (Income vs Spending Score)\n", "plt.figure(figsize=(8, 5))\n", "sns.scatterplot(x=df['Annual Income (k$)'], y=df['Spending Score (1-100)'], hue=df['Cluster'], palette='viridis')\n", "plt.xlabel('Annual Income (k$)')\n", "plt.ylabel('Spending Score')\n", "plt.title('Customer Segments')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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 }