diff --git "a/app.ipynb" "b/app.ipynb" new file mode 100644--- /dev/null +++ "b/app.ipynb" @@ -0,0 +1,409 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 17, + "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, DBSCAN, AgglomerativeClustering\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import silhouette_score, davies_bouldin_score, calinski_harabasz_score\n", + "from scipy.cluster.hierarchy import dendrogram, linkage" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load Wine Datasets\n", + "red_wine = pd.read_csv(\"./wine+quality/winequality-red.csv\", delimiter=\";\")\n", + "white_wine = pd.read_csv(\"./wine+quality/winequality-white.csv\", delimiter=\";\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Combine datasets\n", + "wine_data = pd.concat([red_wine, white_wine], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset Overview:\n", + "\n", + "RangeIndex: 6497 entries, 0 to 6496\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 fixed acidity 6497 non-null float64\n", + " 1 volatile acidity 6497 non-null float64\n", + " 2 citric acid 6497 non-null float64\n", + " 3 residual sugar 6497 non-null float64\n", + " 4 chlorides 6497 non-null float64\n", + " 5 free sulfur dioxide 6497 non-null float64\n", + " 6 total sulfur dioxide 6497 non-null float64\n", + " 7 density 6497 non-null float64\n", + " 8 pH 6497 non-null float64\n", + " 9 sulphates 6497 non-null float64\n", + " 10 alcohol 6497 non-null float64\n", + " 11 quality 6497 non-null int64 \n", + " 12 type 6497 non-null object \n", + "dtypes: float64(11), int64(1), object(1)\n", + "memory usage: 660.0+ KB\n", + "None\n", + "\n", + "First 5 Rows of the Dataset:\n", + " fixed acidity volatile acidity citric acid residual sugar chlorides \\\n", + "0 7.4 0.70 0.00 1.9 0.076 \n", + "1 7.8 0.88 0.00 2.6 0.098 \n", + "2 7.8 0.76 0.04 2.3 0.092 \n", + "3 11.2 0.28 0.56 1.9 0.075 \n", + "4 7.4 0.70 0.00 1.9 0.076 \n", + "\n", + " free sulfur dioxide total sulfur dioxide density pH sulphates \\\n", + "0 11.0 34.0 0.9978 3.51 0.56 \n", + "1 25.0 67.0 0.9968 3.20 0.68 \n", + "2 15.0 54.0 0.9970 3.26 0.65 \n", + "3 17.0 60.0 0.9980 3.16 0.58 \n", + "4 11.0 34.0 0.9978 3.51 0.56 \n", + "\n", + " alcohol quality type \n", + "0 9.4 5 red \n", + "1 9.8 5 red \n", + "2 9.8 5 red \n", + "3 9.8 6 red \n", + "4 9.4 5 red \n" + ] + } + ], + "source": [ + "# Display basic dataset information\n", + "print(\"Dataset Overview:\")\n", + "print(wine_data.info())\n", + "print(\"\\nFirst 5 Rows of the Dataset:\")\n", + "print(wine_data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Missing Values per Column:\n", + "Series([], dtype: int64)\n" + ] + } + ], + "source": [ + "# Check for missing values\n", + "missing_values = wine_data.isnull().sum()\n", + "print(\"\\nMissing Values per Column:\")\n", + "print(missing_values[missing_values > 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove the 'quality' column\n", + "wine_features = wine_data.drop(columns=[\"quality\", \"type\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Standardize the features\n", + "scaler = StandardScaler()\n", + "scaled_features = scaler.fit_transform(wine_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply K-Means Clustering\n", + "kmeans = KMeans(n_clusters=2, random_state=42)\n", + "wine_data[\"Cluster_KMeans\"] = kmeans.fit_predict(scaled_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Silhouette Score for K-Means: 0.2765\n", + "Davies-Bouldin Score for K-Means: 1.6008\n", + "Calinski-Harabasz Score for K-Means: 1772.6479\n" + ] + } + ], + "source": [ + "# Compute Evaluation Metrics for K-Means\n", + "silhouette_kmeans = silhouette_score(scaled_features, wine_data[\"Cluster_KMeans\"])\n", + "davies_bouldin_kmeans = davies_bouldin_score(scaled_features, wine_data[\"Cluster_KMeans\"])\n", + "calinski_harabasz_kmeans = calinski_harabasz_score(scaled_features, wine_data[\"Cluster_KMeans\"])\n", + "print(f\"\\nSilhouette Score for K-Means: {silhouette_kmeans:.4f}\")\n", + "print(f\"Davies-Bouldin Score for K-Means: {davies_bouldin_kmeans:.4f}\")\n", + "print(f\"Calinski-Harabasz Score for K-Means: {calinski_harabasz_kmeans:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization for K-Means Clustering\n", + "pca = PCA(n_components=2)\n", + "pca_features = pca.fit_transform(scaled_features)\n", + "sns.scatterplot(x=pca_features[:, 0], y=pca_features[:, 1], hue=wine_data[\"Cluster_KMeans\"], palette=\"coolwarm\")\n", + "plt.title(\"K-Means Clustering Visualization\")\n", + "plt.xlabel(\"PCA Component 1\")\n", + "plt.ylabel(\"PCA Component 2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply DBSCAN Clustering\n", + "dbscan = DBSCAN(eps=1.5, min_samples=10)\n", + "wine_data[\"Cluster_DBSCAN\"] = dbscan.fit_predict(scaled_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Silhouette Score for DBSCAN: 0.0658\n", + "Davies-Bouldin Score for DBSCAN: 2.6584\n", + "Calinski-Harabasz Score for DBSCAN: 59.0171\n" + ] + } + ], + "source": [ + "# Compute Evaluation Metrics for DBSCAN (only if clusters are valid)\n", + "if len(set(wine_data[\"Cluster_DBSCAN\"])) > 1:\n", + " silhouette_dbscan = silhouette_score(scaled_features, wine_data[\"Cluster_DBSCAN\"])\n", + " davies_bouldin_dbscan = davies_bouldin_score(scaled_features, wine_data[\"Cluster_DBSCAN\"])\n", + " calinski_harabasz_dbscan = calinski_harabasz_score(scaled_features, wine_data[\"Cluster_DBSCAN\"])\n", + " print(f\"Silhouette Score for DBSCAN: {silhouette_dbscan:.4f}\")\n", + " print(f\"Davies-Bouldin Score for DBSCAN: {davies_bouldin_dbscan:.4f}\")\n", + " print(f\"Calinski-Harabasz Score for DBSCAN: {calinski_harabasz_dbscan:.4f}\")\n", + "else:\n", + " print(\"Silhouette Score for DBSCAN: Not applicable (single cluster detected)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization for DBSCAN Clustering\n", + "sns.scatterplot(x=pca_features[:, 0], y=pca_features[:, 1], hue=wine_data[\"Cluster_DBSCAN\"], palette=\"coolwarm\")\n", + "plt.title(\"DBSCAN Clustering Visualization\")\n", + "plt.xlabel(\"PCA Component 1\")\n", + "plt.ylabel(\"PCA Component 2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply Hierarchical Clustering\n", + "hierarchical = AgglomerativeClustering(n_clusters=2)\n", + "wine_data[\"Cluster_Hierarchical\"] = hierarchical.fit_predict(scaled_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Silhouette Score for Hierarchical Clustering: 0.2669\n", + "Davies-Bouldin Score for Hierarchical Clustering: 1.6895\n", + "Calinski-Harabasz Score for Hierarchical Clustering: 1674.0312\n" + ] + } + ], + "source": [ + "# Compute Evaluation Metrics for Hierarchical Clustering\n", + "silhouette_hierarchical = silhouette_score(scaled_features, wine_data[\"Cluster_Hierarchical\"])\n", + "davies_bouldin_hierarchical = davies_bouldin_score(scaled_features, wine_data[\"Cluster_Hierarchical\"])\n", + "calinski_harabasz_hierarchical = calinski_harabasz_score(scaled_features, wine_data[\"Cluster_Hierarchical\"])\n", + "print(f\"Silhouette Score for Hierarchical Clustering: {silhouette_hierarchical:.4f}\")\n", + "print(f\"Davies-Bouldin Score for Hierarchical Clustering: {davies_bouldin_hierarchical:.4f}\")\n", + "print(f\"Calinski-Harabasz Score for Hierarchical Clustering: {calinski_harabasz_hierarchical:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization for Hierarchical Clustering\n", + "sns.scatterplot(x=pca_features[:, 0], y=pca_features[:, 1], hue=wine_data[\"Cluster_Hierarchical\"], palette=\"coolwarm\")\n", + "plt.title(\"Hierarchical Clustering Visualization\")\n", + "plt.xlabel(\"PCA Component 1\")\n", + "plt.ylabel(\"PCA Component 2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Hierarchical Clustering (Dendrogram)\n", + "linkage_matrix = linkage(scaled_features, method='ward')\n", + "plt.figure(figsize=(10, 5))\n", + "dendrogram(linkage_matrix)\n", + "plt.title(\"Hierarchical Clustering Dendrogram\")\n", + "plt.xlabel(\"Samples\")\n", + "plt.ylabel(\"Distance\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['hierarchical_model.joblib']" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import joblib\n", + "joblib.dump(kmeans, \"kmeans_model.joblib\")\n", + "joblib.dump(dbscan, \"dbscan_model.joblib\")\n", + "joblib.dump(hierarchical, \"hierarchical_model.joblib\")" + ] + } + ], + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}