{ "cells": [ { "cell_type": "markdown", "id": "6d3e7986", "metadata": {}, "source": [ "\n", " \"Open\n", "" ] }, { "cell_type": "markdown", "id": "a4e43922", "metadata": {}, "source": [ "# PCA" ] }, { "cell_type": "markdown", "id": "6e69af9f", "metadata": {}, "source": [ "
\n", " Table of Contents \n", "\n", "1. [Introduction](#introduction)\n", "2. [Data Exploration](#de)\n", "3. [Standarization](#STAND)\n", "4. [Covariance Matrix](#CM)\n", "5. [Interpretation Principal Compoments](#IPC)\n", "6. [Dimensionality Reduction](#DR)\n", "7. [Exercise](#exercise)" ] }, { "cell_type": "markdown", "id": "d91f3eea", "metadata": {}, "source": [ "
\n", " I. Introduction \n", "
" ] }, { "cell_type": "markdown", "id": "47a114ea", "metadata": {}, "source": [ "In this notebook, we will introduce Principal Component Analysis (PCA), a powerful technique used in machine learning and statistics for dimensionality reduction.\n", "\n", "Datasets often contain many features that may be correlated or redundant. Working with high-dimensional data can make models more complex, slower, and harder to interpret. PCA helps address this problem by transforming the original features into a new set of variables called principal components. They are linear combinations of the original features and are uncorrelated to each other. \n", "\n", "By selecting only the top few principal components, we can reduce the number of dimensions and retain most of the important information. \n", "\n", "Let's import the necessary libraries:" ] }, { "cell_type": "code", "execution_count": 193, "id": "a3479698", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "from sklearn.datasets import load_wine\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA" ] }, { "cell_type": "markdown", "id": "e8bbb4a3", "metadata": {}, "source": [ "
\n", " II. Data Exploration \n", "
" ] }, { "cell_type": "markdown", "id": "e5afb4c7", "metadata": {}, "source": [ "In this step, we load and inspect the dataset to understand its structure and contents before applying any transformations. We are using the Wine dataset, which contains chemical properties of different wine samples along with their class labels." ] }, { "cell_type": "code", "execution_count": 194, "id": "d2ed2c68", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First 5 rows:\n", " alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n", "0 14.23 1.71 2.43 15.6 127.0 2.80 \n", "1 13.20 1.78 2.14 11.2 100.0 2.65 \n", "2 13.16 2.36 2.67 18.6 101.0 2.80 \n", "3 14.37 1.95 2.50 16.8 113.0 3.85 \n", "4 13.24 2.59 2.87 21.0 118.0 2.80 \n", "\n", " flavanoids nonflavanoid_phenols proanthocyanins color_intensity hue \\\n", "0 3.06 0.28 2.29 5.64 1.04 \n", "1 2.76 0.26 1.28 4.38 1.05 \n", "2 3.24 0.30 2.81 5.68 1.03 \n", "3 3.49 0.24 2.18 7.80 0.86 \n", "4 2.69 0.39 1.82 4.32 1.04 \n", "\n", " od280/od315_of_diluted_wines proline target \n", "0 3.92 1065.0 0 \n", "1 3.40 1050.0 0 \n", "2 3.17 1185.0 0 \n", "3 3.45 1480.0 0 \n", "4 2.93 735.0 0 \n" ] } ], "source": [ "wine = load_wine()\n", "X = wine.data\n", "y = wine.target\n", "feature_names = wine.feature_names\n", "target_names = wine.target_names\n", "\n", "df = pd.DataFrame(X, columns=feature_names)\n", "df['target'] = y\n", "\n", "print(\"First 5 rows:\")\n", "print(df.head())" ] }, { "cell_type": "markdown", "id": "b54e5198", "metadata": {}, "source": [ "Before applying PCA or any machine learning method, it’s important to understand the number of features and samples and check how data is structured." ] }, { "cell_type": "markdown", "id": "7f697c0e", "metadata": {}, "source": [ "
\n", " III. Standarization\n", "
" ] }, { "cell_type": "markdown", "id": "09c040d2", "metadata": {}, "source": [ "Before applying PCA, we standardize the data so that each feature contributes fairly to the analysis." ] }, { "cell_type": "code", "execution_count": 195, "id": "843678c4", "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()\n", "X_scaled = scaler.fit_transform(X)" ] }, { "cell_type": "markdown", "id": "52c90eee", "metadata": {}, "source": [ "
\n", " IV. Covariance Matrix\n", "
" ] }, { "cell_type": "markdown", "id": "ae2f2f6a", "metadata": {}, "source": [ "After standardizing the data, the next step is to compute the covariance matrix, which helps us understand how features vary together. We want to measure the relationship between two variables. The positive covariance means both variables increase together, negative covariance indicates that one increases while the other decreases. If we have a near zero value indicates that there is little or no linear relationship." ] }, { "cell_type": "code", "execution_count": 196, "id": "8e3b9bcc", "metadata": {}, "outputs": [], "source": [ "cov_matrix = np.cov(X_scaled.T) # X_scales has shape (samples, features), \n", " # np.cov() expects variables as rows, we transpose and get (features, samples)\n", "cov_df = pd.DataFrame(cov_matrix, \n", " columns=feature_names, \n", " index=feature_names)" ] }, { "cell_type": "markdown", "id": "06604afd", "metadata": {}, "source": [ "Let's visualize the covariance matrix:" ] }, { "cell_type": "code", "execution_count": 197, "id": "01730dfd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "sns.heatmap(\n", " cov_df,\n", " annot=True, # show numbers\n", " cmap=\"coolwarm\", # color scheme \n", " center=0, # zero = neutral color\n", " linewidths=0.5\n", ")\n", "\n", "plt.title(\"Covariance Matrix (Colored Heatmap)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0a00896d", "metadata": {}, "source": [ "We can see some strong positive relationships: \n", "- ``flavanoids`` ↔ ``total_phenols`` (~0.87)\n", "- ``flavanoids`` ↔ ``od280/od315_of_diluted_wines`` (~0.79)\n", "- ``total_phenols`` ↔``od280/od315_of_diluted_wines``(~0.70)\n", "These features carry similar information and are redundant. \n", "\n", "We also can see strong negative relationships: \n", "- ``flavanoids`` ↔ ``nonflavanoid_phenols`` (~-0.54)\n", "- ``color_intensity`` ↔ ``hue`` (~-0.52)\n", "These features move in opposite directions.\n", "\n", "We can also see many near zero values. \n", "\n", "__What will do PCA?__\n", "\n", "PCA will take strong correlations and compress them into fewer components and removing redundant variables. It will also build components that capture opposing relationships. " ] }, { "cell_type": "markdown", "id": "638ea7f7", "metadata": {}, "source": [ "
\n", " V. Interpretation Principal Components\n", "
" ] }, { "cell_type": "markdown", "id": "3b0116fa", "metadata": {}, "source": [ "Let's compute PCA." ] }, { "cell_type": "code", "execution_count": 198, "id": "f32d79f4", "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=3)\n", "X_pca = pca.fit_transform(X_scaled)" ] }, { "cell_type": "markdown", "id": "2235a314", "metadata": {}, "source": [ "After computing it, we will not use the original features like alcohol, flavanoids, etc; we will use the new created features like PC1 and PC2. \n", "\n", "With parameter ``n_components``, we indicate the number of new features. In this case, I reduce the 13 features of the original dataset into 3 new features. Thes features are ``Principal Component 1 (PC1)``, ``Principal Component 2 (PC2)`` and ``Principal Component 3 (PC3)``.\n", "\n", "Principal components are new features created by mixing the original features together in specific proportions.\n", "\n", "The first new feature (PC1) is constructed to capture as much variation in the data as possible. The second one (PC2) captures the next largest amount of variation, but in a way that is independent (uncorrelated) with PC1. This process continues for all remaining components. However, these components are harder to interpret because they do not represent real-world variables. Instead, they are mathematical combinations (linear combinations) of the original features.\n", "\n", "We can visualize PCA using a cloud of points in space, where each axis represents a feature such as alcohol or flavanoids. PCA tries to find a line that goes through the center of this cloud and in the direction where the points are most spread out when projected onto it. This direction becomes PC1.\n", "\n", "After finding PC1, PCA then looks for another line that is perpendicular (uncorrelated) to PC1 and captures the next highest amount of variation in the data. This becomes PC2. The process continues in the same way for the remaining components until all are constructed. \n", "\n", "\n", "![PCA animation](https://builtin.com/sites/www.builtin.com/files/inline-images/national/Principal%2520Component%2520Analysis%2520second%2520principal.gif)\n", "\n" ] }, { "cell_type": "code", "execution_count": 199, "id": "e9b79a1c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Explained Variance Ratio:\n", "[0.36198848 0.1920749 0.11123631]\n", "\n", "Total variance explained by PC1 + PC2 + PC3:\n", "0.6652996889318524\n" ] } ], "source": [ "print(\"\\nExplained Variance Ratio:\")\n", "print(pca.explained_variance_ratio_)\n", "\n", "print(\"\\nTotal variance explained by PC1 + PC2 + PC3:\")\n", "print(sum(pca.explained_variance_ratio_))" ] }, { "cell_type": "markdown", "id": "8679703a", "metadata": {}, "source": [ "We can see how many variance each PC keeps from the original dataset. PC1 explains 36.2% of the total variance, PC2 19.2% and PC3 11.1%. The 3 principal components together capture about 66.5% of all the information in the original dataset.\n", "\n", "More information about PCA: [LINK](https://builtin.com/data-science/step-step-explanation-principal-component-analysis)" ] }, { "cell_type": "markdown", "id": "5beadc74", "metadata": {}, "source": [ "
\n", " VI. Dimensionality Reduction\n", "
" ] }, { "cell_type": "markdown", "id": "60319215", "metadata": {}, "source": [ "Let's visualize the data. First, we create a table of the data and each PC:" ] }, { "cell_type": "code", "execution_count": 200, "id": "999b9602", "metadata": {}, "outputs": [], "source": [ "pca_df = pd.DataFrame(X_pca, columns=['PC1', 'PC2','PC3'])\n", "pca_df['target'] = y" ] }, { "cell_type": "code", "execution_count": 201, "id": "752f8c6a", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n", "\n", "# PC1 vs PC2\n", "axes[0].scatter(pca_df['PC1'], pca_df['PC2'], c=pca_df['target'], alpha=0.7)\n", "axes[0].set_title(\"PC1 vs PC2\")\n", "axes[0].set_xlabel(\"PC1\")\n", "axes[0].set_ylabel(\"PC2\")\n", "\n", "# PC1 vs PC3\n", "axes[1].scatter(pca_df['PC1'], pca_df['PC3'], c=pca_df['target'], alpha=0.7)\n", "axes[1].set_title(\"PC1 vs PC3\")\n", "axes[1].set_xlabel(\"PC1\")\n", "axes[1].set_ylabel(\"PC3\")\n", "\n", "# PC2 vs PC3\n", "axes[2].scatter(pca_df['PC2'], pca_df['PC3'], c=pca_df['target'], alpha=0.7)\n", "axes[2].set_title(\"PC2 vs PC3\")\n", "axes[2].set_xlabel(\"PC2\")\n", "axes[2].set_ylabel(\"PC3\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "569dafb6", "metadata": {}, "source": [ "Each scatter plot shows a different view of the data. PC1 vs PC2 plot shows a clear clustering structure and the groups are clearly separated, which means that PC1 and PC2 capture the most meaningful variation in our data. \n", "The middle plot PC1 VS PC3 shows a more weak separation and points overlap between classes meaning that PC3 contributes less to the discrimination between classes. \n", "The last plot between PC2 vs PC3 shows the classes clearly overlap. We can see that PC1 carries the strongest signal to separate groups. " ] }, { "cell_type": "code", "execution_count": 202, "id": "4ae9fa59", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "PCA Components (how original features contribute):\n", " alcohol malic_acid ash alcalinity_of_ash magnesium \\\n", "PC1 0.144329 -0.245188 -0.002051 -0.239320 0.141992 \n", "PC2 0.483652 0.224931 0.316069 -0.010591 0.299634 \n", "PC3 -0.207383 0.089013 0.626224 0.612080 0.130757 \n", "\n", " total_phenols flavanoids nonflavanoid_phenols proanthocyanins \\\n", "PC1 0.394661 0.422934 -0.298533 0.313429 \n", "PC2 0.065040 -0.003360 0.028779 0.039302 \n", "PC3 0.146179 0.150682 0.170368 0.149454 \n", "\n", " color_intensity hue od280/od315_of_diluted_wines proline \n", "PC1 -0.088617 0.296715 0.376167 0.286752 \n", "PC2 0.529996 -0.279235 -0.164496 0.364903 \n", "PC3 -0.137306 0.085222 0.166005 -0.126746 \n" ] } ], "source": [ "print(\"\\nPCA Components (how original features contribute):\")\n", "components = pd.DataFrame(\n", " pca.components_,\n", " columns=feature_names,\n", " index=['PC1', 'PC2', 'PC3']\n", ")\n", "print(components)" ] }, { "cell_type": "markdown", "id": "773e0287", "metadata": {}, "source": [ "These values show how each original feature contributes to the principal components. We compute PCA to reduce the dimensionality of the dataset while preserving as much variance (information) as possible. Each principal component is a weighted combination of the original features, and the weights indicate their importance.\n", "This helps simplify the data, remove redundancy, and make patterns easier to visualize and model.\n", "\n", "For example, in PC1, flavanoids (0.42) and total_phenols (0.39) contribute strongly, so PC1 is largely driven by wine chemical quality traits.\n", "In PC2, color_intensity (0.53) and alcohol (0.48) dominate, meaning this component captures variation in wine strength and appearance." ] }, { "cell_type": "markdown", "id": "51df6450", "metadata": {}, "source": [ "
\n", " VII. Exercise\n", "
" ] }, { "cell_type": "markdown", "id": "a208c6d9", "metadata": {}, "source": [ "
\n", "\n", "__Run PCA with different number of components__\n", "\n", "__See how much variance each component has__\n", "\n", "__Visualize the feature contribution to each PC__" ] }, { "cell_type": "code", "execution_count": null, "id": "c1a880d8", "metadata": {}, "outputs": [], "source": [ "pca = ...\n", "X_pca = ..." ] }, { "cell_type": "code", "execution_count": 211, "id": "97befc25", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Explained Variance Ratio:\n", "\n", "Total variance explained by PC1 + PC2\n" ] } ], "source": [ "print(\"\\nExplained Variance Ratio:\")\n", "\n", "\n", "print(\"\\nTotal variance explained by PC1 + PC2\")\n" ] }, { "cell_type": "code", "execution_count": 210, "id": "15741341", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "PCA Components (how original features contribute):\n" ] } ], "source": [ "print(\"\\nPCA Components (how original features contribute):\")\n" ] }, { "cell_type": "markdown", "id": "506d5296", "metadata": {}, "source": [ "
\n", "\n", "__Train a Decision Tree with PCA and compare the results without PCA__\n" ] }, { "cell_type": "code", "execution_count": 206, "id": "cb9ec4b8", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.metrics import accuracy_score, classification_report" ] }, { "cell_type": "markdown", "id": "4c8a7780", "metadata": {}, "source": [ "Without PCA: " ] }, { "cell_type": "code", "execution_count": null, "id": "aefa2277", "metadata": {}, "outputs": [], "source": [ "\n" ] }, { "cell_type": "markdown", "id": "377d8bd2", "metadata": {}, "source": [ "With PCA:" ] }, { "cell_type": "code", "execution_count": null, "id": "980591e6", "metadata": {}, "outputs": [], "source": [ "pca =...\n", "X_pca =..." ] }, { "cell_type": "code", "execution_count": null, "id": "5dd12220", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "cv", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }