{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Principal Components Analysis\n", "\n", "In this notebook we'll explore the digits data with PCA." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn import datasets\n", "from sklearn.svm import SVC\n", "from sklearn.model_selection import StratifiedKFold\n", "from sklearn.model_selection import cross_validate\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import GridSearchCV\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the digits data and center or standardize it:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1797, 64)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "digits = datasets.load_digits()\n", "X = digits.data\n", "y = digits.target\n", "scaler = StandardScaler(with_std=False).fit(X)\n", "X = scaler.transform(X)\n", "X.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's apply PCA to the data and keep the first 10 principal components:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.14890594 0.13618771 0.11794594 0.08409979 0.05782415 0.0491691\n", " 0.04315987 0.03661373 0.03353248 0.03078806 0.0237234 0.02272696\n", " 0.01821863 0.01773853 0.01467097 0.01409693 0.01318516 0.01248101\n", " 0.01017188 0.00905374]\n" ] }, { "data": { "text/plain": [ "(1797, 20)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca = PCA(n_components=20)\n", "X_reduced = pca.fit_transform(X)\n", "\n", "print (pca.explained_variance_ratio_)\n", "X_reduced.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's visualize the first two principal components:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oLZ8+t8Cs8q74wyRCCNiclSzGkmnuJTjGOoLagHUYB0mhkYMIIXxqpxsKdtKK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\nAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], alpha=0.5, c=y, cmap=plt.cm.Paired)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the next two principal components:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UxL6iXk4qXZxUqgaUazt69Lxnc890hU6UkmSKfpLSCFMsYGwoTzVweWW5yUKj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Uc439KQx+jcgLW4ZkTVa5H94Are33uSpWef5fh/+W/pv/U9qqMBBkG5vEbnTIOlC0/QaITYiz0m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\nRkYR8d4ux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EKjucbACAgqKFuirUY6HpWwifV8KumUZPcSx8d7jIMFdurziEmPWm8Hledk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\nBNwgBAY/ICAg4AYhMPgBAQEBNwj/P8gE6ze029BNAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_reduced[:, 2], X_reduced[:, 3], alpha=0.5, c=y, cmap=plt.cm.Paired)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's go higher:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1TjpreZhsLOTWyQT/AaSXtK7IgrEMh17SRCEx7+LHWvMn6csW9XABQxhorRjytzF0F8cR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QuUnpLnmkoLsAqXCfx6Tr6TYbKS4tErhLVdamqCmlpmN05oX+nwuatXGd95gC59qrgFZYlfVcTO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\nRNNDZ3L01SDObk2YqaJeeA5DSdSOAZIWJMtzZD//cyhrH0KsI2SX2Gshc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Gsi\nAl4M+LFS6sjqNqk4ROQnwFeAChHpBf4t8B+An4nI94Bu4IXVa+Hq0jNtNU3TNgjdpaNpmrZB6ICv\naZq2QeiAr2matkHogK9pmrZB6ICvaZq2QeiAr2matkHogK9pmrZB6ICvaZq2Qfx/pkD44y4hS8EA\nAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_reduced[:, 18], X_reduced[:, 19], alpha=0.5, c=y, cmap=plt.cm.Paired)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compute baseline accuracy with all the features:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'C': array([ 0.01, 0.1 , 1. , 10. ])}\n" ] }, { "data": { "text/plain": [ "0.97940399286312785" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv_generator = StratifiedKFold(n_splits=5, shuffle=True, random_state=0)\n", "param_grid = {'C': np.logspace(-2, 1, 4)}\n", "print(param_grid)\n", "classifier = GridSearchCV(SVC(kernel='linear', C=1), param_grid, cv=cv_generator)\n", "cv_results = cross_validate(classifier, X, y, cv=cv_generator, scoring='accuracy', return_train_score=False)\n", "np.mean(cv_results['test_score'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now with the PCA-selected features:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.96882886766564269" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv_results = cross_validate(classifier, X_reduced, y, cv=cv_generator, scoring='accuracy', return_train_score=False)\n", "np.mean(cv_results['test_score'])" ] } ], "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": "3.5.5" } }, "nbformat": 4, "nbformat_minor": 1 }