{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# PCA 2D projection of Iris dataset\n", "# Adapted from Skitlearn example\n", "# http://scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html\n", "\n", "\n", "Principal Component Analysis (PCA) applied to this data identifies the\n", "combination of attributes (principal components, or directions in the\n", "feature space) that account for the most variance in the data. Here we\n", "plot the different samples on the 2 first principal components.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataset description\n", "\n", "The Iris dataset represents 3 kind of Iris flowers (Setosa, Versicolour\n", "and Virginica) with 4 attributes: sepal length, sepal width, petal length\n", "and petal width.\n", "\n", "It can be found at the UCI machine learning repository - Iris dataset\n", "([https://archive.ics.uci.edu/ml/datasets/Iris](https://archive.ics.uci.edu/ml/datasets/Iris)).\n", "\n", "Number of measurements (iris flowers): 150\n", "\n", "Number of species: 3\n", "\n", "Name of the species: \n", " Setosa, \n", " Versicoluor, \n", " Virginica.\n", "\n", "Number of measurements per specie: 50 \n", "\n", "Number of features: 4\n", "\n", "Name of the features (measured in centimeters):\n", " sepal length\n", " sepal width\n", " petal length\n", " petal width" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Automatically created module for IPython interactive environment\n" ] } ], "source": [ "print(__doc__)\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "from sklearn import datasets\n", "\n", "from sklearn import decomposition\n", "\n", "from sklearn.decomposition import PCA\n", "\n", "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# https://seaborn.pydata.org/generated/seaborn.pairplot.html\n", "import seaborn as sns; sns.set(style=\"ticks\", color_codes=True)\n", "iris = sns.load_dataset(\"iris\")\n", "g = sns.pairplot(iris, hue=\"species\", palette=\"husl\")\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Dataset is already part of sklearn\n", "\n", "iris = datasets.load_iris()\n", "\n", "X = iris.data\n", "y = iris.target\n", "target_names = iris.target_names" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-2.68412563 0.31939725]\n", " [-2.71414169 -0.17700123]\n", " [-2.88899057 -0.14494943]\n", " [-2.74534286 -0.31829898]\n", " [-2.72871654 0.32675451]\n", " [-2.28085963 0.74133045]\n", " [-2.82053775 -0.08946138]\n", " [-2.62614497 0.16338496]\n", " [-2.88638273 -0.57831175]\n", " [-2.6727558 -0.11377425]\n", " [-2.50694709 0.6450689 ]\n", " [-2.61275523 0.01472994]\n", " [-2.78610927 -0.235112 ]\n", " [-3.22380374 -0.51139459]\n", " [-2.64475039 1.17876464]\n", " [-2.38603903 1.33806233]\n", " [-2.62352788 0.81067951]\n", " [-2.64829671 0.31184914]\n", " [-2.19982032 0.87283904]\n", " [-2.5879864 0.51356031]\n", " [-2.31025622 0.39134594]\n", " [-2.54370523 0.43299606]\n", " [-3.21593942 0.13346807]\n", " [-2.30273318 0.09870885]\n", " [-2.35575405 -0.03728186]\n", " [-2.50666891 -0.14601688]\n", " [-2.46882007 0.13095149]\n", " [-2.56231991 0.36771886]\n", " [-2.63953472 0.31203998]\n", " [-2.63198939 -0.19696122]\n", " [-2.58739848 -0.20431849]\n", " [-2.4099325 0.41092426]\n", " [-2.64886233 0.81336382]\n", " [-2.59873675 1.09314576]\n", " [-2.63692688 -0.12132235]\n", " [-2.86624165 0.06936447]\n", " [-2.62523805 0.59937002]\n", " [-2.80068412 0.26864374]\n", " [-2.98050204 -0.48795834]\n", " [-2.59000631 0.22904384]\n", " [-2.77010243 0.26352753]\n", " [-2.84936871 -0.94096057]\n", " [-2.99740655 -0.34192606]\n", " [-2.40561449 0.18887143]\n", " [-2.20948924 0.43666314]\n", " [-2.71445143 -0.2502082 ]\n", " [-2.53814826 0.50377114]\n", " [-2.83946217 -0.22794557]\n", " [-2.54308575 0.57941002]\n", " [-2.70335978 0.10770608]\n", " [ 1.28482569 0.68516047]\n", " [ 0.93248853 0.31833364]\n", " [ 1.46430232 0.50426282]\n", " [ 0.18331772 -0.82795901]\n", " [ 1.08810326 0.07459068]\n", " [ 0.64166908 -0.41824687]\n", " [ 1.09506066 0.28346827]\n", " [-0.74912267 -1.00489096]\n", " [ 1.04413183 0.2283619 ]\n", " [-0.0087454 -0.72308191]\n", " [-0.50784088 -1.26597119]\n", " [ 0.51169856 -0.10398124]\n", " [ 0.26497651 -0.55003646]\n", " [ 0.98493451 -0.12481785]\n", " [-0.17392537 -0.25485421]\n", " [ 0.92786078 0.46717949]\n", " [ 0.66028376 -0.35296967]\n", " [ 0.23610499 -0.33361077]\n", " [ 0.94473373 -0.54314555]\n", " [ 0.04522698 -0.58383438]\n", " [ 1.11628318 -0.08461685]\n", " [ 0.35788842 -0.06892503]\n", " [ 1.29818388 -0.32778731]\n", " [ 0.92172892 -0.18273779]\n", " [ 0.71485333 0.14905594]\n", " [ 0.90017437 0.32850447]\n", " [ 1.33202444 0.24444088]\n", " [ 1.55780216 0.26749545]\n", " [ 0.81329065 -0.1633503 ]\n", " [-0.30558378 -0.36826219]\n", " [-0.06812649 -0.70517213]\n", " [-0.18962247 -0.68028676]\n", " [ 0.13642871 -0.31403244]\n", " [ 1.38002644 -0.42095429]\n", " [ 0.58800644 -0.48428742]\n", " [ 0.80685831 0.19418231]\n", " [ 1.22069088 0.40761959]\n", " [ 0.81509524 -0.37203706]\n", " [ 0.24595768 -0.2685244 ]\n", " [ 0.16641322 -0.68192672]\n", " [ 0.46480029 -0.67071154]\n", " [ 0.8908152 -0.03446444]\n", " [ 0.23054802 -0.40438585]\n", " [-0.70453176 -1.01224823]\n", " [ 0.35698149 -0.50491009]\n", " [ 0.33193448 -0.21265468]\n", " [ 0.37621565 -0.29321893]\n", " [ 0.64257601 0.01773819]\n", " [-0.90646986 -0.75609337]\n", " [ 0.29900084 -0.34889781]\n", " [ 2.53119273 -0.00984911]\n", " [ 1.41523588 -0.57491635]\n", " [ 2.61667602 0.34390315]\n", " [ 1.97153105 -0.1797279 ]\n", " [ 2.35000592 -0.04026095]\n", " [ 3.39703874 0.55083667]\n", " [ 0.52123224 -1.19275873]\n", " [ 2.93258707 0.3555 ]\n", " [ 2.32122882 -0.2438315 ]\n", " [ 2.91675097 0.78279195]\n", " [ 1.66177415 0.24222841]\n", " [ 1.80340195 -0.21563762]\n", " [ 2.1655918 0.21627559]\n", " [ 1.34616358 -0.77681835]\n", " [ 1.58592822 -0.53964071]\n", " [ 1.90445637 0.11925069]\n", " [ 1.94968906 0.04194326]\n", " [ 3.48705536 1.17573933]\n", " [ 3.79564542 0.25732297]\n", " [ 1.30079171 -0.76114964]\n", " [ 2.42781791 0.37819601]\n", " [ 1.19900111 -0.60609153]\n", " [ 3.49992004 0.4606741 ]\n", " [ 1.38876613 -0.20439933]\n", " [ 2.2754305 0.33499061]\n", " [ 2.61409047 0.56090136]\n", " [ 1.25850816 -0.17970479]\n", " [ 1.29113206 -0.11666865]\n", " [ 2.12360872 -0.20972948]\n", " [ 2.38800302 0.4646398 ]\n", " [ 2.84167278 0.37526917]\n", " [ 3.23067366 1.37416509]\n", " [ 2.15943764 -0.21727758]\n", " [ 1.44416124 -0.14341341]\n", " [ 1.78129481 -0.49990168]\n", " [ 3.07649993 0.68808568]\n", " [ 2.14424331 0.1400642 ]\n", " [ 1.90509815 0.04930053]\n", " [ 1.16932634 -0.16499026]\n", " [ 2.10761114 0.37228787]\n", " [ 2.31415471 0.18365128]\n", " [ 1.9222678 0.40920347]\n", " [ 1.41523588 -0.57491635]\n", " [ 2.56301338 0.2778626 ]\n", " [ 2.41874618 0.3047982 ]\n", " [ 1.94410979 0.1875323 ]\n", " [ 1.52716661 -0.37531698]\n", " [ 1.76434572 0.07885885]\n", " [ 1.90094161 0.11662796]\n", " [ 1.39018886 -0.28266094]]\n" ] } ], "source": [ "pca = PCA(n_components=2)\n", "X_r = pca.fit(X).transform(X)\n", "\n", "print(X_r)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "explained variance ratio (first two components): [0.92461872 0.05306648]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Percentage of variance explained for each components\n", "print('explained variance ratio (first two components): %s'\n", " % str(pca.explained_variance_ratio_))\n", "\n", "plt.figure()\n", "colors = ['navy', 'turquoise', 'darkorange']\n", "lw = 2\n", "\n", "for color, i, target_name in zip(colors, [0, 1, 2], target_names):\n", " plt.scatter(X_r[y == i, 0], X_r[y == i, 1], color=color, alpha=.8, lw=lw,\n", " label=target_name)\n", "plt.legend(loc='best', shadow=False, scatterpoints=1)\n", "plt.title('PCA of IRIS dataset')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Automatically created module for IPython interactive environment\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# http://scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html#sphx-glr-auto-examples-decomposition-plot-pca-iris-py\n", "\n", "print(__doc__)\n", "\n", "# Code source: Gaƫl Varoquaux\n", "# License: BSD 3 clause\n", "\n", "np.random.seed(5)\n", "\n", "centers = [[1, 1], [-1, -1], [1, -1]]\n", "\n", "fig = plt.figure(1, figsize=(4, 3))\n", "plt.clf()\n", "ax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n", "\n", "plt.cla()\n", "pca = PCA(n_components=3)\n", "pca.fit(X)\n", "X = pca.transform(X)\n", "\n", "for name, label in [('Setosa', 0), ('Versicolour', 1), ('Virginica', 2)]:\n", " ax.text3D(X[y == label, 0].mean(),\n", " X[y == label, 1].mean() + 1.5,\n", " X[y == label, 2].mean(), name,\n", " horizontalalignment='center',\n", " bbox=dict(alpha=.5, edgecolor='w', facecolor='w'))\n", "# Reorder the labels to have colors matching the cluster results\n", "y = np.choose(y, [1, 2, 0]).astype(np.float)\n", "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=y, cmap=plt.cm.nipy_spectral,\n", " edgecolor='k')\n", "\n", "ax.w_xaxis.set_ticklabels([])\n", "ax.w_yaxis.set_ticklabels([])\n", "ax.w_zaxis.set_ticklabels([])\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }