{ "cells": [ { "cell_type": "markdown", "id": "10201546", "metadata": {}, "source": [ "# Time Series " ] }, { "cell_type": "markdown", "id": "029a9f0f", "metadata": {}, "source": [ "## Stock Market Clustering with Unsupervised Learning" ] }, { "cell_type": "markdown", "id": "804ae9f2", "metadata": {}, "source": [ "### Overview \n", "This notebook demonstrates how to use **unsupervised learning** to analyze stock market data. \n", "We apply **four clustering algorithms** to stock price movements and visualize their results. \n", "\n", "**Algorithms Used:** \n", " K-Means Clustering \n", " Hierarchical Clustering \n", " DBSCAN (Density-Based Clustering) \n", " Gaussian Mixture Model (GMM) \n", "\n", "---" ] }, { "cell_type": "markdown", "id": "cb9b9b09", "metadata": {}, "source": [ "### Step 1: Import Required Libraries" ] }, { "cell_type": "code", "execution_count": null, "id": "189174d4", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import requests as requests\n", "import joblib \n", "from sklearn.cluster import KMeans, DBSCAN, AgglomerativeClustering\n", "from sklearn.mixture import GaussianMixture\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA" ] }, { "cell_type": "markdown", "id": "9254f5c9", "metadata": {}, "source": [ "### Step 2: Fetch Stock Market Data from SPY500MW" ] }, { "cell_type": "code", "execution_count": 3, "id": "eccfb966", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Date Open High Low Close\n", "0 8/11/2023 4450.69 4476.23 4443.98 4464.05\n", "1 8/10/2023 4487.16 4527.37 4457.92 4468.83\n", "2 8/9/2023 4501.57 4502.44 4461.33 4467.71\n", "3 8/8/2023 4498.03 4503.31 4464.39 4499.38\n", "4 8/7/2023 4491.58 4519.84 4491.15 4518.44\n" ] } ], "source": [ "df = pd.read_csv('SPY500MW.csv')\n", "\n", "# Display the first few rows\n", "print(df.head())" ] }, { "cell_type": "markdown", "id": "054a7bf0", "metadata": {}, "source": [ "### Step 3: Calculate Daily Returns" ] }, { "cell_type": "code", "execution_count": 4, "id": "1503c444", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 252 entries, 0 to 251\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Date 252 non-null object \n", " 1 Open 252 non-null float64\n", " 2 High 252 non-null float64\n", " 3 Low 252 non-null float64\n", " 4 Close 252 non-null float64\n", "dtypes: float64(4), object(1)\n", "memory usage: 10.0+ KB\n" ] } ], "source": [ "df.info() # Check data types and missing values" ] }, { "cell_type": "code", "execution_count": 5, "id": "2e36880a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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25%3912.5375003957.3325003887.8975003919.017500
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" ], "text/plain": [ " Open High Low Close\n", "count 252.000000 252.000000 252.000000 252.000000\n", "mean 4068.113056 4095.039484 4041.684683 4069.356349\n", "std 235.454093 229.601106 242.756045 236.959761\n", "min 3520.370000 3608.340000 3491.580000 3577.030000\n", "25% 3912.537500 3957.332500 3887.897500 3919.017500\n", "50% 4047.500000 4070.330000 4018.930000 4049.625000\n", "75% 4178.357500 4200.955000 4154.165000 4182.867500\n", "max 4598.260000 4607.070000 4573.140000 4588.960000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe() # Get statistical summary" ] }, { "cell_type": "code", "execution_count": 6, "id": "6e3b6a1b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Date', 'Open', 'High', 'Low', 'Close'], dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns # List column names" ] }, { "cell_type": "code", "execution_count": 7, "id": "f32dc7a8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date 0\n", "Open 0\n", "High 0\n", "Low 0\n", "Close 0\n", "dtype: int64\n" ] } ], "source": [ "missing_values = df.isnull().sum() \n", "print(missing_values) # Check for missing" ] }, { "cell_type": "code", "execution_count": 11, "id": "75e804f4", "metadata": {}, "outputs": [], "source": [ "# Ensure 'Date' column is in datetime format and set as index if not already\n", "if df.index.name != 'Date':\n", "\tdf['Date'] = pd.to_datetime(df['Date'])\n", "\tdf.set_index('Date', inplace=True) # Set 'Date' as the index" ] }, { "cell_type": "code", "execution_count": 13, "id": "2ace096d", "metadata": {}, "outputs": [], "source": [ "# Select features for unsupervised learning\n", "features = ['Open', 'High', 'Low', 'Close']\n", "df_selected = df[features]" ] }, { "cell_type": "markdown", "id": "d3255f7e", "metadata": {}, "source": [ "### Step 4: Standardize Data for Clustering" ] }, { "cell_type": "code", "execution_count": 14, "id": "5a126f67", "metadata": {}, "outputs": [], "source": [ "# Standardize the data\n", "scaler = StandardScaler()\n", "df_scaled = scaler.fit_transform(df_selected)" ] }, { "cell_type": "markdown", "id": "e8e51c4a", "metadata": {}, "source": [ "### Step 5: Apply PCA for 2D Visualization" ] }, { "cell_type": "code", "execution_count": 16, "id": "9ffb230d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reduce to 2 principal components\n", "pca = PCA(n_components=2)\n", "pca_result = pca.fit_transform(df_scaled)\n", "\n", "# Plot PCA result\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(pca_result[:, 0], pca_result[:, 1], c=df['Cluster'], cmap='viridis', alpha=0.5)\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.title('PCA Visualization of Clusters')\n", "plt.colorbar(label=\"Cluster\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d449817b", "metadata": {}, "source": [ "### Step 6: Define Clustering Models" ] }, { "cell_type": "markdown", "id": "06df967b", "metadata": {}, "source": [ "### K-Means Clustering Visualization" ] }, { "cell_type": "code", "execution_count": 15, "id": "65b734b5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Choose number of clusters (elbow method recommended for tuning)\n", "kmeans = KMeans(n_clusters=3, random_state=42)\n", "df['Cluster'] = kmeans.fit_predict(df_scaled)\n", "\n", "# Visualize Clusters using Closing Price\n", "plt.figure(figsize=(12, 6))\n", "plt.scatter(df.index, df['Close'], c=df['Cluster'], cmap='viridis', alpha=0.5)\n", "plt.xlabel('Date')\n", "plt.ylabel('Stock Price')\n", "plt.title('K-Means Clustering on Stock Prices')\n", "plt.colorbar(label=\"Cluster\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "73f28594", "metadata": {}, "source": [ "### Hierarchical Clustering Visualization" ] }, { "cell_type": "code", "execution_count": 29, "id": "95d21a0c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.cluster.hierarchy import linkage, dendrogram\n", "\n", "# Perform hierarchical clustering\n", "linked = linkage(df_scaled, method='ward')\n", "\n", "# Plot the dendrogram\n", "plt.figure(figsize=(12, 6))\n", "dendrogram(linked, orientation='top', distance_sort='descending', show_leaf_counts=True)\n", "plt.title(\"Hierarchical Clustering Dendrogram (Ward’s Method)\")\n", "plt.xlabel(\"Stocks\")\n", "plt.ylabel(\"Euclidean Distance\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "id": "952ccec6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cluster\n", "3 133\n", "1 63\n", "2 49\n", "Name: count, dtype: int64\n" ] } ], "source": [ "from scipy.cluster.hierarchy import fcluster\n", "# Define the number of clusters (adjust threshold as needed)\n", "num_clusters = 3\n", "df['Cluster'] = fcluster(linked, num_clusters, criterion='maxclust')\n", "\n", "# Check cluster counts\n", "print(df['Cluster'].value_counts())" ] }, { "cell_type": "code", "execution_count": null, "id": "d22959ce", "metadata": {}, "outputs": [], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.scatterplot(x=df.index, y=df['Close'], hue=df['Cluster'], palette=\"viridis\")\n", "plt.xlabel('Date')\n", "plt.ylabel('Stock Price')\n", "plt.title('Hierarchical Clustering on Stock Prices')\n", "plt.legend(title=\"Cluster\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "93b9fb25", "metadata": {}, "source": [ "### DBSCAN Clustering Visualization" ] }, { "cell_type": "code", "execution_count": 21, "id": "ac302206", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply DBSCAN for anomaly detection\n", "dbscan = DBSCAN(eps=2, min_samples=5)\n", "df['Anomaly'] = dbscan.fit_predict(df_scaled)\n", "\n", "# Visualize anomalies in closing prices\n", "plt.figure(figsize=(12, 6))\n", "plt.scatter(df.index, df['Close'], c=df['Anomaly'], cmap='coolwarm', alpha=0.5)\n", "plt.xlabel('Date')\n", "plt.ylabel('Stock Price')\n", "plt.title('DBSCAN Anomaly Detection in Stock Prices')\n", "plt.colorbar(label=\"Anomaly\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "86756128", "metadata": {}, "source": [ "### Gaussian Mixture Model (GMM) Clustering Visualization" ] }, { "cell_type": "code", "execution_count": 22, "id": "7ce2db32", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Choose number of clusters (GMM works best with an optimal K)\n", "gmm = GaussianMixture(n_components=3, covariance_type='full', random_state=42)\n", "df['Cluster'] = gmm.fit_predict(df_scaled)\n", "\n", "# Check cluster probabilities\n", "df['Cluster_Probabilities'] = gmm.predict_proba(df_scaled).max(axis=1)\n", "\n", "# Plot cluster distribution\n", "plt.figure(figsize=(12, 6))\n", "plt.scatter(df.index, df['Close'], c=df['Cluster'], cmap='viridis', alpha=0.5)\n", "plt.xlabel('Date')\n", "plt.ylabel('Stock Price')\n", "plt.title('GMM Clustering on Stock Prices')\n", "plt.colorbar(label=\"Cluster\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b9bbb788", "metadata": {}, "source": [ "### Optimize GMM with Bayesian Information Criterion (BIC)" ] }, { "cell_type": "code", "execution_count": null, "id": "502daa54", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bic_scores = []\n", "n_components = range(1, 10)\n", "\n", "for k in n_components:\n", " gmm = GaussianMixture(n_components=k, covariance_type='', random_state=42)\n", " gmm.fit(df_scaled)\n", " bic_scores.append(gmm.bic(df_scaled))\n", "\n", "# Plot BIC scores\n", "plt.figure(figsize=(8, 5))\n", "plt.plot(n_components, bic_scores, marker='o', linestyle='-')\n", "plt.xlabel('Number of Components (K)')\n", "plt.ylabel('BIC Score')\n", "plt.title('Finding Optimal Clusters using BIC')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "2aaf846c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All models and scaler saved successfully!\n" ] } ], "source": [ "# Save K-Means model\n", "joblib.dump(kmeans, \"kmeans_stock_model.pkl\")\n", "\n", "# Save Hierarchical clustering model (storing the linkage matrix)\n", "joblib.dump(linked, \"hierarchical_stock_model.pkl\")\n", "\n", "# Save DBSCAN model\n", "joblib.dump(dbscan, \"dbscan_stock_model.pkl\")\n", "\n", "# Save GMM model\n", "joblib.dump(gmm, \"gmm_stock_model.pkl\")\n", "\n", "# Save the scaler (for normalizing new data)\n", "joblib.dump(scaler, \"scaler.pkl\")\n", "\n", "print(\"All models and scaler saved successfully!\")" ] } ], "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": 5 }