{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Unsupervised Learning - Introduction to Dimensionality Reduction\n", "\n", "This practical work aims to discover some applications of dimensionality reduction techniques on various datasets of different complexities. \n", "\n", "Some parts are marked as \"bonus\", so you can postpone them to the end of the session, or for your personnal work at home. \n", "\n", "Take time to understand what you are implementing of visualizing.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this practical work, we will use dimensionality reduction techniques to i) visualize data, ii) compress the data while keeping a maximum of relevant information.\n", "\n", "We will first start with a classic dataset : The Iris dataset. Load the dataset, and check its dimensions. How can you display this data in 2D ? " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "cannot unpack non-iterable ellipsis object", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[1], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdatasets\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_iris\n\u001b[1;32m 2\u001b[0m X,y \u001b[38;5;241m=\u001b[39m load_iris(return_X_y\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m----> 3\u001b[0m n,p \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe dataset as \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m observations, each observation being represented by \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mp\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m values\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", "\u001b[0;31mTypeError\u001b[0m: cannot unpack non-iterable ellipsis object" ] } ], "source": [ "from sklearn.datasets import load_iris\n", "X,y = load_iris(return_X_y=True)\n", "n,p = ...\n", "print(f\"The dataset as {n} observations, each observation being represented by {p} values\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset as 150 observations, each observation being represented by 4 values\n" ] } ], "source": [ "from sklearn.datasets import load_iris\n", "\n", "X,y = load_iris(return_X_y=True)\n", "n,p = X.shape\n", "print(f\"The dataset as {n} observations, each observation being represented by {p} values\")\n", "# => donc impossible a representer en 2D (ou alors une projection arbitraire)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `PCA` from the module `sklearn.decomposition` to perform a 2D projection of the data while maximizing the information. Always a good advice the check the documentation !\n", "\n", "Plot the new 2D coordinates of the data. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "pca = PCA(...)\n", "X_pca = ...\n", "plt.scatter(X_pca[:,0], X_pca[:,1],c=y)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA has reduced the dataset to 2 dimensions\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "n_components = 2\n", "pca = PCA(n_components=n_components)\n", "X_pca = pca.fit_transform(X)\n", "print(f\"PCA has reduced the dataset to {n_components} dimensions\")\n", "plt.scatter(X_pca[:,0], X_pca[:,1],c=y)\n", "# y a été seulement utilisé pour l'affichage (non supervisé)\n", "# ca aurait été mieux si on avait normalisé (mais j'en parle pas :( )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How much percentage of information (aka variance) is kept by this projection ? " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "percentage_explained_variance = ...\n", "print(f\"The two first components explain {percentage_explained_variance:.2f}% of the information\")\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The two first components explain 97.77% of the information\n" ] }, { "data": { "text/plain": [ "97.76852063187948" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Ici le pourcentage est un peu optimiste car on a pas normalisé les données. \n", "# Comme on parle de variance, si un axe a une grosse variance alors il code artificiellement beaucoup d'infos de dispersion.\n", "# Mais bon, avec des data normalisées, on est autour de 95% au lieu de 98%, ça ne change pas le discours pour ce dataset là\n", "\n", "\n", "# pourcentage d'information expliquée par les deux premieres composantes\n", "print(f\"The two first components explain {pca.explained_variance_ratio_.sum()*100:.2f}% of the information\")\n", "# autrement dit : variance de la projection / variance du dataset original \n", "pourcentage_info_expliquée = np.var(X_pca, axis=0).sum()/np.var(X, axis=0).sum()*100\n", "pourcentage_info_expliquée\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform a 2D projection using the $t$-SNE method, implemented in the module `sklearn.manifold` by the class `TSNE`. Discuss the results." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "X_tsne = ...\n", "plt.scatter(X_tsne[:,0], X_tsne[:,1],c=y)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aq2GwcM8uTm/eoszxw7k5PlcbmWiS/fRde/xveojOr/4wREAkQRFCiCDkLTnJsdu5evrXpBf4/yJVSjG8dRvaxMWzNe0oEdYQRrXrQO+kJM7+ZKrf64s8lMFPiozmQHa21yRFAY2jovz2XTtCAT/7+xhxNRGICIAkKEIIUYfM2LKJo/l5Ac0tUSgaR0bx2JlnlTnuNE0SwsNJL/A+kdZpmvRsVH7V0IRu3fnzUPlHPyU0BOX8EwBsI8Due/6Me/djEQxkDooQQtQhc3ZsD7itS5uc175jueNWw2Bizz5e55IYShEXFsZ57TuUOX4kL5d1yYe9zl2xKEWXhomM7dQ54BhrVOw/AJv386ohRNxYU9EIPyRBEUKIOiTPURTQ6IlFKTomNKBxZCSeFmve0rc/pzdrDlAm4bAoRYhh4a3zx5RZKnwoJ5ux0z7l8w3rPN5fAaPadeDziy8jzBqcRc8MIwEazgWjZfmTIT0gcT6GIQ8WgoV8EkIIUYd0TWzEptQjfgu7ubRmW3oaoz77mFaxcdw1cBDjOnctPW+zWvlw7CV8tXE9n6xbw+7MDMKsVrolNqJVbCzLDu4nJiyMLsX7/jy18BeO5ud7vK8CWsbG8dp5F1bp3j0nS2sXFP2GLpgJZhpYmqHCL4XE+WjXXiicB1gh7CIMq+f9jUTtkTooQghRh6w/ksLYaZ/6bHNi/ZOS14+eMYwbT+vn8Zqfd+3g3nk/kVtURIhhYGqNS2tGtG7Lw2cMZdSnH/kdufny0svp37R5Bd5N9dFmLjrjFnD8BVgA17E/w8ahYqeglGy5Ul2kDooQQtQzPRo15s4BpwOUmUNy/LjFiYlEyevn/ljMkbzye+asPHyQW2fPJK/IvcLFYZqlIyUL9+7mvnk/BfRYaevRowG+i+qnsx4Fx8riV66yfxZ+j859ozbCEhUgCYoQQtQx95w+hFdHX1D6+AXcNVRC/JSK18C3mzeWO/7a8mVeq86aWrP+SEpAcYV5KW9f07TzANjn4rGkvbsF5H+E1oU1GZaooOD4X5MQQogKubBjZy7s2Jkcux1Ta+wuJ6d/8I7Pawyl2J+VVeZYXlERv+3b43OExKIMrIbC7nL5aKM4q3XbiryF6lP0B36L/OtccKyH0P41EpKoOElQhBCiDou2uZfNFjgcpXvw+BJjK7vMNjegVUGazg0bsTYl2eNZBVzevScNI2pmk728oiK+37qZn3ZsI6+oiE4NE7mqRy96NGpcHK6D8jNxPNCO6g5VnARJUIQQ4hQQHhLC2W3a8uvuXV5X+DhNkws7HqtRsjszgxtmTvfbt0trjuTlcW2PXnyyfi2W4+a+uLTmgg6deHLo8JN/EwHYm5nJVdO/4nBuTmkKsv5ICl9uXM/t/QZy36Ah7iXDftMuK4QEab0WAUiCIoQQp4w7BwxiwZ7dKA36hC9oQylGtG5L9+JRhmx7IVd+8yVpAZTMB3eRtlXJh/n52uv5bstmDuVkkxAezrjOXema2KjK34snLtPk+pnflk70LXmHJQnZmyuW0z4hgbGdeoK1Kzi3cmyC7PEsEHYBykiokbhF5UiCIoQQdZDWmjyHgxDDKC2o1r1RY6aOvZi75/xIWkE+1uLlwlprzm/fkedGjiq9/utNG0kNsGQ+uJOAjalH2JeVxb2DhlTDO/Jv4d7d7MnM9HpeAW+v/Iuxnbqg4v4PnX4lmFmUTVIMsLZBxTxWzdGKkyUJihBC1CFO0+Sz9WuYumYV+4onvA5s1pxb+g7grNZtGNKiFUv+djO/7tnF9rQ0wqxWzmnbnlZxcWX6+WHbloCTkxJWZTBnxzbOat2mat5MBf2xby9Ww8DpYRNDcI+obEs7SkZhAQnhbaDBTHT+/6BgOpiZYGmCCr8CIq5EGcG6oaEoIQmKEELUES7TZPKPs/h5144yx/86dJDlB6fz1LDhXNfrNEIsFka168Codh289AQ5RfaK31+b5Dtqb2Kpv+q5pe1MdztlaYSKvh+i76/OsEQ1kQRFCCHqiG82b2T+CckJULpy55+LFjC8dVtaxsaVa5Oan8dXGzfw2949uLSJ1hqLUgF/6YN7hKJBDa3U8aRPUhM+WbemzLFGYXlc2W4T57fYSaTVwe7cxjSw9EHr4UFVdl9UnCQoQghRR/xv7Wqfi2eVUvx3+VIeGnImjSKPPcJYun8fN86agd3lKk1mDLyXMfOlpNpsbTivfUf+vXghmfZCTK3pFp/KJ8N+INLqwGK431ej8L2QeSs67BKIfQalpB5pXSWfnBBC1BHb0o76nDdias2MLZsY9ME7/O376exMTyM1L48bZ82g0OkqUyOlMskJwJID+yp55cmzWa28c9FYwixWwiwm75/xExHHJScAhip+Z4XfQsG0WopUVAVJUIQQoo6wWQIb9NbAb/v2MP6rz3njr+XYXa5yy45LKBQR1pCAY3D4qCZbE/o2acZPV1/HvwdrEsMLsBpex5PQeVMJ4v1whR+SoAghRB1xbrv2ZYqk+eLSmgKHg+mbN/qsLqvRRIRYWTzpRsZ06uzzS8GiFKc1aVrBqKtei9hYxrXLx/csBQ2uvaAzfPaltUbbf8PMuAXzyCDMI0Mxs/+Fdu6pypBFJUiCIoQQdcRNp/VDKUWgUz9dWpPr8D9nxKWheUwst/Yd4PMRkktrrut1WoB3r24nPwFWa43OeQ6dcQPYF4OZBmYy5H+OPnoh2r64CuIUlSUJihBC1BFdEhvx1gVjsFmtKKriK9qtT1ITADo3TOSJ4pL1x4/UlPx+54DTOb15iyq668lRoacDTj+NYtGuspsj7kxP44kFP3P6+2/z4A/3QP6HxWeOf3TlAhzojDvQpu8RGFF9ZBWPEELUIWe3aceyG25lxpaNzNy6hdXJh0+6zyEtWpb+Pqn3aXRumMgHq1ewZP8+TK3p37QZ1/fpy/Bg2a0YwDYCjCQwU/Fczh7Q2ZB2Hjr2OVT4WBbs2cWtP3yPqTUurbmszUpcpiozyfa4iwG7u8hb5A3V+EaEN5KgCCFEHRNjs3Fdr9O4qGNnTv/gHa+VVQO1JiUZu9NZWjL/9OYtgmakxBulQiD+fXT6taAz8bz4WgManfUQ2a5WTJ69CKdpFrfU9G5wBIvyPYlWF61CSYJSK+QRjxBC1FEJ4RHcdFq/k+7nh21buHHWjFpfoZNtL+SjNau4b95PPPzzXH7asc1nTCqkIypxLoQO9NOz4lDKm9hdzjJpTGALfORrsrbICIoQQtRh9w06A63h/dUrcJkmFmXg1CZRoaH886yz+XTdWtamHPZZMVYDf+zfx/dbN3Np1+4+71fgcDBr2xbWpiQTarEwrFUbhrZqjXGSVVt/2bWTO+f8gN3pLO5L8dWmDbSMieXjcZeW20uohDLi0GaOn95dNApZDXQ6/kqWHWnK6Y0O+ViqrFG2QRV+L6JqKB3Ei8Szs7OJjY0lKyuLmJiY2g5HCCGC1tH8fObu3E5mYQHNY2IZ1a49YdYQDuZkc/k30ziU4/tL3FCKno2TmH7ZVV7b/L5vL5N/nElOURFWwz2y4DRN2scnMHXsJTSr5P9Pb0o9wrgvP8NV+vjlGItSJEVF8/O115c+gjqReXQsODf7vEdmUQwDvr+qzJLrMxvvZ+qwH71cYYCKQiUulI0FK6Eqvr9l7EoIIU4BDSMiuLpHLyb3P52xnboQVlx8rVl0DLOvnEijyEif15taszfT+4qV7Wlp3DhrBrlF7s0CnaZZOvdld2YGV0//CrvT+6qaQqeDHLvdY+G091etcC/59XCdS2sO5mTz4/Zt3oMPHQBYvJ/HQpbZs1w9mN9SWjBlzenF7+f4ESADVCQq/gNJTmqRPOIRQohTXGxYGO3jE0jNy/daURYgxhbm9dwHxY+QPF3v0pp92Vn8tGM74zp3KXPut717eGvFnyw7uB9wJ0zX9erDdb36EGJxJxVzd+7w+QjKAObv2sH4Ll09nlcRV6HzP/F6PbhIanQ78WHLybLbyyQqH2zrxR8pzbmq/UbGtCkiyhaNsp0NERNQRoKPPkV1kxEUIYSoBy7q1MVncmIoxdhOXbye/3HHNt9JhFLM3Vl2lOPz9Wu57vtv+fPQgdJjB3OymfL7Im7+4bvSCbBFLt/1TEygwMfojLK2QcU+h/sr7fiRFPfvKvoxwiP68dG4S4kOtZWpH2NRii1ZDbBHPElM058wGnyFirpFkpMgICMoQghRD4zp2Jl3Vv7F/qzMcomGRSliw8K4umcvr9f7enwD7kdE+Q5H6euDOdk8ufCX0nPH08CivXv4YsM6JvbqQ8cGDdlyNNVr+mQoRZeGiT7vr8LHgrUjOu8TKPodMCF0ACpiIiq0NwA9GjVmwXV/45tNG5m/awd2l5PejZtwVY9edGzQ0Gf/ouZJgiKEEPVAeEgIX1x8Gbf9OJM1yYdLq8O6tKZVbBzvXDiWxAjv81TaxSew1cduyhalynzJf7Vxvc94FPDJujVM7NWHib368Mgv87y21VpzRfcePvsDUCFdUHH/8dkmLiycG0/rx41VsDxbVC9JUIQQop5oHBXFtxOuZG1KMn/s34epTfo2acag5i1QfpYJT+zVh8d+ne/1vEtrruzes/T11qNH/WxSCDsz0jG15tIu3ViwZxfzd+4oPQfukRNTa54aNoKWsXGBvk1xipAERQgh6hGlFL2TmtC7eP+dQF3atTvzdu5g0d7dZUZRSpKIBwafQdv4Y/M2bFZr6TlvQgwLCjAMg9fPu4jP169l6ppV7M3KBGBgs+bc0ncAQ1u1DjhOrU0o+gNdMBPMdLA0Q0Vcigrp6f/igO9R5O5bRckqn2okdVCEEEIExOFy8eGalXy8djXJubkA9GzUmFv6DeC89h3LtJ29bSt3zvnBa18WpRjdviOvnXdhmeO6eC6L1TC81j3xRpu56IzbwLEc9wRZ17E/wy5Fxf4LpXwtR/bTvysNnfcG5H8LFAAKbGehoiZXaQJ0KqiK728ZQRFCCBGQEIuFW/oO4KbT+pNeUECoxfC6NPmcdu1pHRfH/qyscpNySx4meSrTr5QiMjS0UvHprMfA8VfxK1fZPwu/AWsziJpcub5dR9Bpl4GZclzfGuyL0fbfIP49lG1IpfoWnkmCIoQQp5Cj+fl8uXEdc3fuoNDpoEejJK7p0Ys+TZpW2T0MpWgYEeGzTajFwifjJzDpu2/ZmZGOVRloNKbWhFosPDD4TBpERGBqze/79rL56BHCrFZGtG5Hi9jYCseknQfAPgfPmwYWt8mbCpE3opSt4v3nvHBCclLCBSh01n2Q+Jt7E0NRJeQRjxBCnCLWpiQzccbX5DkcpXM/LErh0po7B5zOPafX/L/wXabJwj27+XXPLjIKCtifncXm1COU7L8cYhg4TBPLcfNVLujQiWdHjiIiJPAve50/DZ39pN92KuFzVGjFVvBoMxN9ZDDge6m1insNFTaqQn2fqqTUvRBCCADyHQ6u//7bMskJUPp45bU/lzFnx/Yaj8tiGJzdth239xvIX4cOsuVoamlyAuAoLpfvKi51r3EXhbvjx1key+J7pR1AABsWaof/Nidy7cdfcgJWcO6seN/CK0lQhBDiFDBr2xYyCwu9rpoxlOK9VX95PHcirTVp+fmk5uf5XIVTEc/+sZjMwgKf1WhLmFqzcO9uVicfDvwGIT3w9XjHzQohnfy08UCFB9DIBOX7sZeoGJmDIoQQp4BlB/b7XNZras3q5MM4XK7SPXBOpLXmm80beW/lX+zISAfce+fc0Kcv1/bsjcWo3L9pMwsLmOOnVP6JrIbBzK2bOS3QuTMhvcDaCZw7KD9PBMACYeeXK2GvHdvRBV+AYz0oG8o2EsIvRhnHPZawtANLK3Dtw3sSpMF2dmCxioDICIoQQpwCfO2zU7add//5fREP/TyXncXJCbhL1v9r8QLum/dTpUdTDmZnVyg5AXdClVFYGHB7pRQq7hVQMZTf2dgASytUzGNljuq8D9BpF0D+F+BYC0V/onOmoFPPQTs2le076u94/9szIOwilLVFwPEK/yRBEUKIU0C/Js18JhCGUvRo1JhQL6MnKw8f5IPVK4HyX8MamLltC/OKK71WVLSt4qtmFNAipmKreZS1Harh9xAxCVQ8YIDRBKLugsib0Bm3Y6b0xkwZiJl+AzrnueIrjx9x0aCz0Bk3oPWxBEmFX4SKfhR38mPgfgBR/HdpOwcV++8Kv0fhmyQoQghxChjXuSvRoaEYXkrWm1pzQ5++Xq//bN1aLMr7V4KhFJ+sW12p2FrGxtHVz2Z/J3JpzYSu3St8L2VJwoh5CKPxcoykLajEBeDcA9mPgGM16HzQGVD0m49eTDDToGB22b4jJ6ESf0NFPwDhl7mXLDeYiRH/Gkp5rgcjKk8SFCGEOAVEhYby3kXjsVkspRsBAqW/X9/7NC7q2Nnr9VvSUnFp0+t5U2u2paVVOr57B51RofaT+w+kVVxcpe9XqmA6FM4ofuH9/ZVnoIuWlDuqLA1RkTdgxP4DI/o+VIj3v1NxcmSSrBBCnCIGNGvOvGuu59P1a5izYzt2l5MejRpzbc8+DGnR0ueGgJEhoSh8z1GJrEBdkhONaNOWy7r24KtNvnc5DrNYefTMYVzdo1el73U8nf8R+H1n3vhbWiyqkyQoQghxCmkWE8NDQ4by0JChFbru/A6dWHX4kNfzhlJc0LESS3SP8+Sw4Szcu4ujeXnlxjIU7pop0y+7ks6JjU7qPiW0LgLntspejQrpUyVxiMqp1kc8U6ZMoX///kRHR9OoUSPGjRvH1q1bq/OWQgghKuGSLt1oGBFZ5vFQCUMpIkJCuKZH75O6R0RICJ9ffBlJ0dGA+/GTRSkUEGa18u6F46osOXEz0IEUbytHATYIH1+FsYiKqtZS96NHj+aKK66gf//+OJ1OHn30UTZs2MCmTZuIjIz0e72UuhdCiJqzKyOd67+fzv7sLKzFNU+cpkmD8AjeHzOeXo2TquQ+DpeL+bt2sGjvHpymSa/GSYzr3JWYSqz28cZlmjz3x2LOiv0H/Roexmr4+qo7/hGQe5WOin8LZavYKJQ4piq+v2t0L57U1FQaNWrEokWLGDrU/wcvCYoQQtQsp2myYPculh7Yh6k1fZs2Y1S7Dl6XJx9Pa81fhw4ybcM6dmWkExsWxphOXbiwQyds1pqdUfCvxQuYumYVQ5P28eHQn7y0MkBFg7UzODeDsrmXDEdei7K2q9F4TzVV8f1do/+LycrKAiAhIcHjebvdjt1uL32dnZ1dI3EJIYRwsxoG57Rrzznt2lfoOlNrHv1lHl9t2lC6QaGhFL/t28tbK5bz+cWX0SgyqpqiLislN5eP17qXRC9Obsm/Vw/i0d5LMbXCamhM7R4zUZYEVPzHqJAONRKXqJgaS1BM0+Tuu+9myJAhdO/ueW37lClTePrpp2sqJCGEEFXkw9Ur+WrTBuDYBoUlheP2ZmZy2+yZfHvZVRXqM7eoiBlbNvH9ls1kFBbQNj6eK7r3ZHjrtl7rvYB7s8HjfbS9J4uTW3Blu010iz9KocvKLwdbc9uZ/6ZpSICl9EWNq7EEZfLkyWzYsIHff//da5tHHnmEe++9t/R1dnY2LVpI6WAhhAhmTtP0uRGhq3gfoLXJh+mV1CSgPg/mZHPVt19xINs98q6BfVmZ/LJ7F6PbdeDV8y4snSdzoszCgnL7Eu3KieeZNUPKtLtygBVJT4JXjSQod9xxBz/88AOLFy+mefPmXtvZbDZsVThJSgghRPXblZFOan6+zzYWpfh9/76AEhStNbfPnsmhnOwy1UtKRmbm7tzOm38t5+8DB3m8vnlMLE6zfFG2+NACJrTdyrnNdhNuddLaOIx2TESF9PQbk6h51brMWGvNHXfcwYwZM/j1119p06ZNdd5OCCFELQh0I0CXh6TBkzXJh1l/JMVrvxr4aO0qilyedi2G89t3JPyESbnd4lKZf96X3N9jOT0TjtApNh2bYzY67VLMnFcDikvUrGpNUCZPnsynn37K559/TnR0NMnJySQnJ1NQUFCdtxVCCFGD2sbFEx0a6rONS2v6NAns8c6yg/s91mM5XmZhITvSPZfejwwN5alhI4DiiiYWJx8M/ZGokCIMBUZp18UJTt7r6MK5AcUmak61JihvvfUWWVlZnHXWWTRp0qT058svv6zO2wohhKhBNquVq3r08jpx1aIUrWLjGNKiVUD9BVr8wleVjMu69eCN8y+idVw85zffScOwQh+1UAx03geB3VTUmGqdg1KDJVaEEELUorsHDmZdSjJLD+zHQGEWzx4xlCLaZuOdC8f6XHlzvP7Nmvl9bBRjs9E+oYHPNue178jodh3IOrIWbRoo5e0RkwmONWhdhFK+R4JqitZ2MDNBRaOMiNoOp1bIXjxCCCFOms1qZerYS/huyyY+Xb+WfZmZRNtsjO/clWt69qpQDZR+TZrRuWFDtqeleUxUFHBtz94BFX9TShFjC4HCypS8r3nadQid+wYUfA8UAQbaNgoVdUe9q9dSo5VkK0oqyQohRP20NzOTK76dRmpefpnRGFNrhrVqzTsXjguoui2Azv8Cnf2UjxYGWDthNPy+CiKvPO3ch06bADqb0vkxgLv8figq4X+o0KrZ5bm61blS9xUlCYoQQtRfWYWFfLVpPTM2byLTXkjruHiu6t6T89p3xOKlBoon2sxFpw4DnQfl9lF2U7HPo8LHVU3glWSmXw9FyyibnJQwwNIS1XAuKsBHZbVJEhQhhBAiALroT3T6Tbgfm5QkABb37+FXo2KerNUvfu08gD46wm87lfAZKrR/DUR0curcXjxCCCFEbVChA6DhbHTB51A4B7QdrF1RkddA6NDaH5Vw7QqsnXMH1IEEpSpIgiKEEKJeUNbmqOgHIfrBGrmf1i7ACYT6T4BUeGCdBtruFCAJihBCCFFBWmvQmaBNMBLKJCDasQGd+y7Y5wMuMJIg4hqInIhSYZ47DOkNKh50ho+7WsE2rArfRXCr1kJtQgghxKlEa40umIlOuwh9ZCA6dRA6dTg6bypau9CFC9Bplx1LTgDMZHTuS+j0iWjtuZK6UiGoqNt93FlBxDUoI77K31OwkhEUIYQQIkA69xXIewt3NZZi5iF0zrNQ9BfYl+BOTE5cf6LBsQ6d+y4q+i7PnUdMdBdny3uzuH+juB8XhF/qfjxVj8gqHiGEELVOa836IylsTTtKmNXKmS1bERcWXPMttGMDOu3ik+tExaEaLUEp7+MD2nUYCr5z/2k0gJDeKNcu0EUQ0gVCz0Cp4H4AIqt4hBBC1Hlb045y39wf2XQ0tfRYiGFwbc/ePDRkKCEBFmSrbjp/GqVLkz1SlB85ObGTTDCPgiXJaxNlaQJRt4GZi856EPLeQGMU9+8CoynEv4oK6VmZt1FnSIIihBCiWh3IzuKTdWuYu3M7DpdJz8ZJTOzZm0EtWrIvK5PLv55GnqOozDUO02TqmlVkFBTw0qjzaynyEzi34j05Ab/JSQll89tEa43OuBUcK4uPHFdgzkxGp0+EBt+hrK0Du2cdJAmKEEKIarNk/z5umDkDp+kq3VfnSF4uc3du59a+A0gvyCfPUeRxzx0NzNi6mRv79qdLw8QajtwDFUlAoyReGRDSw+tEV631sdVARUvA8aeXfkzQdnTeB6jYf1UyluAX3A+xhBBC1FlZhYXc8sN3FLlcZRKQkt/fXvkn07ds8rlzsUUZfLdlU7XHGggVNgrfyYkFjIbuPz0yUZG3ljminTswMx/BTO6FTumEmXo2Ou8DdMFMH/0AuKBgJkE8jfSkSYIihBCiWny7eSP5Dgfay5e6oRRO0/PeOMdoUvPyqj64yggb465p4jFxMECFQtw7YO1UfMziPl78o6IfR4WdXXqFLvoTfXQcFH4HFC8/dh1A5zwP9l/xtm/QMQX4fuRUt0mCIoQQolqsOHTQ53kzgH/9a63JKbIzbcM6/jp0oFZHDJQRiUr4BCzNio9YKZ0poWJR8R9ihPZANZgOsS+DtSsYjcHaAaKfgIgrSvvSugidcSfuSrPHJxna/aOz/AdkJPpcDVTXnbrvTAghRK1yz6fwPWejpIW3sQIT+GX3Ln7Z7d6rpm1cPC+NOp9ejb2vgqlOytoKGs4F+0J00RLQLlRobwg7D1Uy+bVwDmQ9hDv5UGAegZyn0fnvQ/zHKGtLKJznp2os+H6cZKAirqyS9xSsZARFCCFEtRjYrDm+vmQtStEnqQkJERFYAtysb09WJld9+yXb0o5WUZQVp5QFFXY2RswTGLH/QIWPK01OdNFadNa9uJMTjTvFKh4hcSWj069zj544N1H5MQILqDh0/nTMlL6YRy9A5/3Pa5XaukoSFCGEENVifOeuRNtsGF6SD5fW3N7/dL6dcBWDmrcIqE9Ta4pcLl77c2lVhlpldN77eB81coF50D3CQoiXNieIutv9mKhUCBDqHn0xD4DOAecOdM4z6LTL0Wb2yb+JICEJihBCiGoRbbPxwZjxhFtDyiQpJaMl9w0awog2bWkRG8v/xk9gwcQbePfCsYzr1MXniIpLa+bs2E6+w1Ht76EitNbFk1t9TVw10PZfUbaz/LRTYGmHirwNlbgQ1WAmKuFrsHYDiiib3BTPW3FuR2c/c9LvI1jIHBQhhBDVpm+TZvwy8XqmbVjPvF07sDud9E5qwjU9etErqUmZtq3i4mgVF8eivXvc81d8TIh1aU1WYSERISHV/RYqyOnnvLuGCSG9IaQPONbhOVHRqKjbiufxWCCkM9qxBZxrfPTtgsJZaPMhlJFQyfiDhyQoQgghqlWjyCj+PnAQfx84KKD2SVHRflf4hBgG8eFhVRFelVFKoa3twbkD749vFBStQqcOB2tbMJq4H9WUltB3/6mi7kaFjyl7qWNNAFE4wbEJbGdU/o0ECUlQhBBCBJWLO3fl/5b94fW8RSnGdupCmDXYRk8A2zng3O6jgXbPH9EZUJQMmGAdBJaGQD5Y26DCJ6CsbTxcG+ieRMGxd9HJkjkoQgghgkqT6Ggm9x/o8ZxFKaJttoBHY2qcw1dycqLixdXOpUAhKu5VjOgHvSQnQOjpuCfg+hIOp8gmgpKgCCGECDp3DxzME0OHEx9W9jHOwGbN+fayq2geE1tLkXmndREU/Vq5i+3z0Rm3obX3ib/K2gJsI/E+QqIg4iqUEVm5GIKM0kFcyD87O5vY2FiysrKIiYmp7XCEEELUsCKXi9WHD5HncNAuPoFWcXG1HZJX2sxCH+l/Un2omH+ijqs4W/4e2eiMG8CxFvcYg0np/BXb2ai4/6JU6EnFUBWq4vtb5qAIIYQIWqEWCwMDrJFS61Q0qNjAytR77gCd/4nPBEUZMZDwOdh/QRfMANdRsDRDRVwGoYNR6tR5MCIJihBCCFEFlDLQEZdD3vv43+jPEw3OXQHcJwTCRqPCRlfiHnWHJChCCCFqjd3p5OtNG/h8/VoO5GQTawtjXOcutI6NZ29WJiEWg2Gt2tCzlvbeqSgVeTO6cD649lGpnYZL9vMRMgdFCCFE7cgrKuLaGV+zJiXZY3H4kmqyLq3p37Q5b55/EQ0iImo8zorSZiY652UomAHY3QeNZmAePfbaIwuEjcWIe7YGoqxeMgdFCCFEnfX8kt9YdyQF8LJzzXH/fl51+CDXff8N311+DVYj+OZZaMcWdOFc0Hkoa1tU9IMQ/RC4DoIKA0sLtJkCR8eAzvTQgwIMVOTf3P3pAtAaZQR/QlZdgu9TFkIIccrLsdv5auN6vxVjS7i0ZlNqKr/u3lnNkVWMNvMxM25Dp42BvLch/1N09lPoI4PB/isqpCPK2hKlFIYlCdXwO7C0K77aSuk4gYqAuLfAuQXz6Fh0Si/0kd6YR8egC74niB92VBsZQRFCCFHjtqUfxe6q2BwNQyl+2L6Vc9t1qKaoKk5n3Qv2hcWvjn8/heis+8FIQNmGlB5VlqbQcDYU/Ya2LwTtQIX0QNsugLxX0fkfUaYYm3MbOusBcGyE6EeK9+apHyRBEUIIUeMslVgOa2pNtt3XHI6apR1bincv9kahc18vk6CAe7UPtmEo27BjB+3Li5MTKPvAq3g1UP5HYBsBttNPPvA6Qh7xCCGEqHFdGiYSa6vYihWLUrSJi6+miCpOF87F9743JjhWos10/33lf+anLws6/zO01uii1eiC2Wj7ErT2t3ty3SUjKEIIIWqczWrl+t59+e/yJV73/T2RS2su79ajWuOqEJ2H/71xADMXjATfbZwb8b0s2QWOVeij54Jr77HDRgOIfhAVPj6AgOsWGUERQghRK27vP5CLOnYGji0p9qTkzC19+9O5YWINRBYYZW2L/1on4WBpFEBnYf7bmKnF9VWOP5aGznoInf+V/+vrGKmDIoQQotZorVl+8AAfrF7J6sOHyCgsKDei0jwmhlv6DqBpVDQ/7thGXlERrePiubxbj1rdm8d0HYXUYYC3Df4sEHElRsyTfvvSua+hc9+gchVoARWFarQEFUiiUwOkDooQQog6TSlFjM3G8oP7KXA4yiQnhlIkRkTy3oXjeOjnuaw7koJFKUytMZTinZV/cs/pQ7hjQM1PHNVmBmRcj8/kxNIcFXVHYB2GXwF5U0HnUz5J8VTG7sSAct2riU6h8vcygiKEEKLWaK0599OP2JOZUaYwWwmLUsTawsiyF3o8DxBjs3FDn75c37svUaGed/I9lJPNtA3rWXrA/YhkcIuWXNm9J0lR0ZWK28y4FeyL8PqIx9Ie1eBTlL+5J8fRjnXo9JtAZ+CegaGLf2z4rkALoFDRj6EiJwZ8v+okIyhCCCHqtBWHD7Izw/sqF5fWpBcW+Owj227nlWVL+GHbVr6ecAUxtrKPOebv3MEdP83CpXVpYbjVyYd5e8VfvHn+RZzdtp2nbr3Szn1gX4DPUQ3Xngr1CaBCekKjRejsZ6DgW8CJO1EJZGm1BkvwzM+pCjJJVgghRK3ZnJoayDoYvzSwKyOd5/74rczxPZkZTP5pFk7TLFO11tQap+ni9h9nsi8rs2I3c6zE7yMXnOBYV7F+Aey/Q8GX7uuBgOekqCiwDa/4/YKYJChCCCFqjc1qDXiZsT8urZm+eSM5xxVz+2TdGnftEA/tNe5E5dN1ayp4p+qZGaG1Rue8SEBLl0+goh8MmgmyVUUSFCGEELVmWKvWGFVYvt3ucrE7M6P09cI9u73OXQF3UrNwz+6K3SSkH/6TCCuE9KxYv87t4NpFhRIgIwEV8x9UxBUVu1cdIHNQhBBC1JqkqGjGd+7KjC2bvG4cGG61Yne5At5Y0GY99tXm0v4fkTjNii3tVdaWaNtZYF+M50myBoSNq9AEWQB0ViB3h/CrUKF93MXfQgeiVEjF7lNHyAiKEEKIWvWv4WczvHUbwL1Hj6FUaeG263ufxvsXjSfEMHwWcyvRJCqaDgkNSl/3b9rc53UWpRjQrHmFY1axU8DatuRV8Z/FX6khPVExj1W4TyzNAmikUbbTUeFjULYzTtnkBGQERQghRC0Ls4bw7oXjWJN8mO+2bia9IJ9m0TFM6NqddsXJxvdXXMO7K/9ixpZNPh+A3NZvQJlHRhN79eHbzRu9tndpzbU9e1c4ZmUkQINvoGAmuuBbcKWCpQkq4jIIOx+lPC939tmnpSk6dDAULcd7hVoL2tqrSiYWBzupgyKEEKLOyCos5MZZM1h5+FCZom0urbm17wAeGHwG6oQRk6lrVvGvxQuwFLcDSn//x7ARTOzVpzbeikfasR2ddingbWm1AdaOqAYzUMrX5oK1qyq+vyVBEUIIUaeYWrNk/z5mbdtCtt1Oy9hYLjtutMWTFYcOMnXNKpYdV6htUu/T6NskkMcqJ0e7DqPzP4WCH0EXQEhHVMTVYDsHpcrPtDDTb4GiBT77VHFvo8JGVFfIJ63OJChvvPEGL7zwAsnJyfTq1YvXXnuNAQMG+L1OEhQhhBCB2JmeRmp+Po0iI2kbX8HJqdVIF61FZ1wHupBjNU0sgAvCLkLFvlAmSdFao1N64rs4mwXCLsKIe776Aj9JdaKS7Jdffsm9997L22+/zcCBA3nllVcYNWoUW7dupVGjAHZ4FEIIIbxYfmA/z/y2kA2pR0qP9WzUmMeGnkX/phWf/FqVtC5CZ95yQnICpfNLCn+AkN4Qee1x50z8V4413bsYO3eA0QhlnJr/gK/2EZSBAwfSv39/Xn/9dQBM06RFixbceeedPPzwwz6vlREUIYQQ3vy+by/Xf/9tacG1EoZSGErxybhLGdi8Ra3FpwtmorPu99FCgYoDIxFc+0BFQPgYKJwDZnKAd7FA2HmoqHtR1tpNyI5XFd/f1brMuKioiJUrVzJy5MhjNzQMRo4cydKlS8u1t9vtZGdnl/kRQgghTqS15vEF8zE15eqjmFrjMk0eX/AztTnNUhetwveDCu3eGNC1DSgEnQ75n4CZTuDVZF1Q+BM67RK0c/9JxxxMqjVBOXr0KC6Xi8aNG5c53rhxY5KTy2eHU6ZMITY2tvSnRYvay3yFEEIEn3yHg6X79/HhmpXsy8rCcxF7dy3WnRnprEsJdCSiGlSqQq4LcOCepxLoV7QLdDY6Z0ol7he8gqoOyiOPPMK9995b+jo7O1uSFCGEEDhcLl5e9gf/W7uGAqcj4OsOZGfTK6lJNUbmnQodhM7/rBJXasAJtnPdNVECqjDrAvuvaNdRlKVhJe4ZfKo1QWnYsCEWi4WUlJQyx1NSUkhKSirX3mazYbPZqjMkIYQQdYzWmrvmzGbuzu0V3qYvPjy8WmIKiG0EGM2K55N4K7zmjRWsrVFxL6MLF0Duy+Dyt2eQCa4DcIokKNX6iCc0NJS+ffvyyy+/lB4zTZNffvmFQYMGVeethRBCnCKWHtjPnEokJw0jIipVxr6qKGVFJbwHRjxl55QEUmBNA1YomAlZfwfXnsBuakRVOM5gVe2PeO69916uu+46+vXrx4ABA3jllVfIy8vj+uuvr+5bCyGEOAV8tWl9mSqwgXpg8JlYjdrdck5Z20PDuVAwA134E+h8sHYC+x+gU31c6QJrB3TWfQS2u7ECSxuwtKuiyGtftScol19+OampqTz55JMkJyfTu3dv5syZU27irBBCCOHJwezsgJITo7j0fWRICI+cMYwJXbvXQHQBMhJQ4WPB0hpCB6Az/gZFPhIUSydwrCfw1TwaFX13uTL/dVmNTJK94447uOOOO2riVkIIIU4xDSMiSpMPb+LDwrmt3wAaR0Uxsk07wkNqf5dfrU107muQ9x5QdOyEkeS/zom1HTjWEtjcFRsq5nFU2OiTiDb4BNUqHiGEEOJE4zt3Ze7OHV7PG0pxXa8+3HhavxqMyj+d8wLkf1D+RCBF2Ozz3VVm/YpANfoddQrNPSlRuw/nhBBCCD9GtGnHaU2aYnh4fGFRisSICK7p2asWIvNOu5Ihf+pJ9OCA0AH4fsRjgbDRp2RyApKgCCGECHJWw2DqmIsZ1a59ua/rno2T+OrSK0kIj6iV2LwqnH2SHVgh4jJQUXj/qtaoyIlee9DOXei8T9B5H6GLVtVqVd3KkEc8Qgghgl60zcYb54/hQHYWf+zfh8s06Z3UhK6JwbnprDbTcScWpr+mHlgg7AIMSxN0/AfojBtA53JsNY8BGO6dkEO6erh3FjrzfihahHsERrnjsHaEuFdR1raVe1M1TBIUIYQQdUbzmFgu79ajtsPwSxlJ6AoXZwMwQIWjom539xPaGxIXQMF0tP13wAkhfVARl6Ms5Queau1Ep/8NnJtKjlCa2Dh3otOvggazUJbESsRWs+QRjxBCCFHVwi/Ad0E2C1jaAmFlD1s7oxI+Q1nblB5SRgwqchJGwvsYCR9hRN/lMTkBwP4LONfjefWPC8xMdP6nFXsvtURGUIQQQogqpowEiL4PnfOch7MW9yhJ/JtgNIKiJcUF3DqgQrqd1H11wUx8P1oyoWA6RN9zUvepCZKgCCGEENVARd4AKgqd+18wjx47EXIaKuYfx+aChJ1bdTc10/E778UMZPPB2icJihBCCFFNVMTlEH4JONa4J7paWqOsravvhpZW7nt5nf+iwNKs+u5fhSRBEUIIIaqRUlYIrZkiciriUnThdD9trqiRWE6WTJIVQgghThUhfSFsrJeTFrB2cddXqQMkQRFCCCFOEUopVOyzqKi7QMUedyYUwi9FJXyKUuG1Fl9FyCMeIYQQ4hSilAWiJkPkTeDYBDjB2hFlxNR2aBUiCYoQQghxClIqFEJ713YYlSaPeIQQQggRdCRBEUIIIUTQkUc8QgghRB2itQadAVqDkYBSJ+7xfGqQBEUIIYSoA7TWUPAtOu99cO1yH7S0gIjrIeIqlDq1HopIgiKEEEIEOa01OucZyP8fcNyIiesAOuef4FgHsc+dUqMpp1a6JYQQQpyKHCuKkxMAfdyJ4t8LvwP7rzUcVPWSBEUIIYQIcjr/c8Dio4UFnf9ZTYVTIyRBEUIIIYKdYyveNwDEfc65raaiqRGSoAghhBC1QGsH2nUUrQv8NzYi/LdRAbSpQ2SSrBBCCFGDtOsoOu9NyP8WKAAMtG0kKmoyKqSLx2tU2Hlox3rKzj85ngFhF1RTxLVDRlCEEEKIGqJdKei0iyH/C9zJCYAJ9l/QaRPQRX95vjD8UjDi8TwPxQAViYq4IuA4TNOBmfc/zKwnMHPewDRzK/hOqp8kKEIIIUQN0dlTwEyl/HwSF+BEZ96H1uXnmigjFpXwKRiNi49YKX0IYiSgEj5GWRqXu84TM+ctONITcv4NBV9C3n/hSF/MzPvctVaChDziEUIIIWqANtPBPgcwvbQwwUyGot/BNqzcWWVtD4k/u0dbipYDGhXSF8LOdW8MGAAz9z3I+z9P0UHhLLR2oOJfDfQtVStJUIQQQoia4NyN9+SkhAWcOzwmKABKWSFsFCpsVIVvr7ULcv/ru5F9DqbzCIa1UYX7r2ryiEcIIYSoCSo8gEYmqLBqub0u/BUo8t8w761quX9FyQiKEEIIUROsncFoAuZh3+1sI/x2pZ170flfgGMNqBCU7SwIvxhlxHu/yLUnsDj9xVdDZARFCCGEqAFKGaioO3y0MCBsPMrSxGc/Ov9r9NFzIf9jcKyCouXonOfRqSPRRWu9X2htG1igRvPA2lUzSVCEEEKIGqIiJqCi7sX99WvgfpBRvHTYNgoV+7TP63XRKnT247jroRy/2keDzkNn/A1tZnu+t204YPMfZNSt/tvUAHnEI4QQQtQgFXUrhI+Dghlo1wEw4lBhF3ot0nY8nfch7sTGU9l7E3Suu9+Ia6HoN3ThT2DmgLU1KnwCRD/gXl7sTdgYDEvDSr6zqqV0MC16PkF2djaxsbFkZWURExNT2+EIIYQQtcpM6QU+S+MrCBnkTlSc63CPzpiUJDUq6u9oFQE5LwGOsteFX4KKeQal1EnHWRXf3zKCIoQQQtQV2t8yZQ3Oje4EBTg20uL+U+e+iop9FhqvRxd8B86tYGkM4VdhGNWzeqiyJEERQggh6oqQXuBYifedjRXoLB8dKHTu26iw8RgRF1dDgFVHJskKIYQQdYB2bAJrO3wmJyg879dT2ot7ubFrf1WHV+VkBEUIIYQIYtq5F515X/GcEm8sgAbbSLD/GkCvARRsq2WSoAghhBBBSrtS0elXgJnppYUFiIawEajI68C1D22f57tTFQmW4Kh14oskKEIIIUSQ0vkfFScn3h7ruFDx/4eyDXG3t7YHowGYGXje98eA8AmoaiqnX5UkQRFCCCGCVcF0vCcnABZ0/rfupcdmBliaQuwrkHEj4DzhWgOsXVBRf6/OiKuMJChCCCFEsPL6aKeEC+w/oe0/HDtkNIboR8CxDgpnA3YwklARV0PEtSgjohoDrjqyikcIIYQIVkajABqdMMJipkDO0xB2DiT+BpF34F5e/F/00XMxc15Bm+nVEW2VkgRFCCGECFIq4nIq91WtIfMuODoO8t4s3qHYCeYRyHsbfXQs2nWoaoOtYpKgCCGEEMEq4hqwtMR3bRNvikAfovxkWRPMo+jMB08+vmokCYoQQggRpJQRg2owDWznUvYrO+Qke3aB40+0c+dJ9lN9ZJKsEEIIEcSUkYCK/y/alQrOzUAI2kyFrPtPvnPH+uLqtMFHEhQhhBCiDlCWRLAkul9oOzrrMcB+kr2e7EhM9am2Rzx79uzhhhtuoE2bNoSHh9OuXTueeuopioqCv7yuEEIIEcyUskHk7SfZixVCT6+SeKpDtY2gbNmyBdM0eeedd2jfvj0bNmzgpptuIi8vjxdffLG6biuEEELUC0b0bZiFs8G1rRJXKwgfj7I0qPK4qorSWuuautkLL7zAW2+9xa5duwJqn52dTWxsLFlZWcTExFRzdEIIIUTdos1MdNr14NqIeydjjfvhiAlh46FwHpDn4UoLJEzDCO1VLXFVxfd3jc5BycrKIiEhwet5u92O3X7seVp2dnZNhCWEEELUScqIg4Zfg30BuuAH0BlgaYWKmIDOmwYUerlSQ9YD6IZzUUrVYMSBq7EEZceOHbz22ms+H+9MmTKFp59+uqZCEkIIIeo8pawQdg4q7JzSY9rMhsLv8b6PjwmuPVC0HGzBOQ+lwpNkH374YZRSPn+2bNlS5pqDBw8yevRoJkyYwE033eS170ceeYSsrKzSn/3791f8HQkhhBD1nXMH4PDTyADnxpqIplIqPIJy3333MWnSJJ9t2rZtW/r7oUOHGD58OIMHD+bdd9/1eZ3NZsNms1U0JCGEEEIcTwWyfNhEaxfB+YCnEglKYmIiiYmJAbU9ePAgw4cPp2/fvkydOhXDkMK1QgghRLWzdgGjAZhpvtsVfIeOnIRSoTUTVwVUW8Zw8OBBzjrrLFq2bMmLL75IamoqycnJJCcnV9cthRBCCIF7XoqKvNF/Q9cOKPyx+gOqhGqbJDt//nx27NjBjh07aN68eZlzNbiyWQghhKifIv4Gue+BTvfRyEDnf4sKH1dTUQWs2kZQJk2ahNba448QQgghqpdSKoC5KCaYKTUST0XJpBAhhBDiVGVJAp/TYA2wNKmpaCpEEhQhhBDiFKXCL8NdXdYbExU+oabCqRBJUIQQQohTVfgYsHbD89e9ASF9IGxUTUcVEElQhBBCiFOUUjZUwv8g7ALKfuVbIWw8Kv5DVEA1U2peje7FI4QQQoiapYxoVNxLaNfD4FgLKAjtgzK8740XDCRBEUIIIeoBZUkEy8jaDiNg8ohHCCGEEEFHEhQhhBBCBB1JUIQQQggRdCRBEUIIIUTQkQRFCCGEEEFHEhQhhBBCBB1JUIQQQggRdCRBEUIIIUTQkUJt1URrzbrFm/j5k8VkpGTSsFkDzp10Fl0GdnBvgS2EEEIIryRBqQZFhUX86/KXWTZrJRargctpYrEazH53PsOvPIOHPr4Di9VS22EKIYQQQUse8VSDN+/5iOWzVwHgcppl/lw47Q+mPv5FrcUmhBBC1AWSoFSxzNQs5nzwK9rUHs9rrfnu9TkU5BbUcGRCCCFE3SEJShVb/csGXE6Xzzb2fDvrf9tSQxEJIYQQdY8kKFXMYXdUaTshhBCiPpIEpYp16NvWfyMF7fu0qf5ghBBCiDpKEpQq1qZ7S7oN7oTF6vmv1mI1GHD+aTRulVjDkQkhhBB1hyQo1eDBj+8gpkE0hqXsX69hMWjQNIF73rmlliITQggh6gZJUKpB03ZJvLXqBS699yJiGkajFMQ3juXKh8fz5ornaNg0obZDFEIIIYKa0lp7Xg8bBLKzs4mNjSUrK4uYmJjaDqfStNZSPVYIIUS9URXf3zKCUgMkORFCCCEqRhIUIYQQQgQdSVCEEEIIEXQkQRFCCCFE0JEERQghhBBBx1rbAQQLrTUbft/CslkrKLI7aNe7DWddPpiwCBtaa3as3k16ciYNmsTTrndrmfgqhBBCVCNJUICMlEyeHPscW/7cgcVqAQUuh4u37/2ICQ+M4dfPfmPf5oOl7Vt1bc7tr1zPaSN71mLUQgghxKmr3tdBcblcTO73EHs27sflNMueVIB2LxM+/q9JKYUyFM/MfpR+5/aqlriEEEKIukrqoFSBP39czc61e8snJwDFOcmJOZzWGm1qXpv8XrlzQgghhDh59T5B+W36Mq8b+/mitebQzhQ2Ld1WDVEJIYQQ9Vu9T1AKcwsxXZUfBUndf7QKoxFCCCEEyCRZWnRqhjIUupJJSlyjWABW/7qe6a/MZu3CjWig91nduPjuC+gzokcVRiuEEELUD/V+BOW8G8+u9DyShCbx9Bjaha9fnMmDI//Jn3NWU5BbSGFuIX/+tJoHR/6Tr174voojFkIIIU599T5BSWrdiJufvxYAZZStbeKv1MnNz1/LjlW7effBTwAwj5toa7rcv7/30Kds+XN7FUYshBBCnPrqfYICcOm9F/HkN/fTvneb0mMxDaK56tFLuOutm4iOjyzTPjohigc/uoOzrz6T79+c43OSrcVq8P0bc6otdiGEEOJUVO/noJQ48+KBnHnxQDJTsygqdJCQFIc1xP3Xc+6k4ayYs4a0wxk0aBpP/9G9CQkNAWDTH1s9L1Eu5nKabPxja428h+M5ihzM+eBXZr41l4M7kgmPtDH8ijO45J4LadK2cY3HI4QQQlSEJCgncBY5mffRQvZuPkBYhI0zLh5Iv1G9GDy2v8f2lhCL3z6toTX711xUWMSj5/+HdYs2AqA1OAodzHpnHvM+Xsiz856g6+kdazQmIYQQoiIkQTnOrLfn8fqdH7hfaI0yFHM+/JV2vVoxZc7jxDeOK3fN6Rf05cC2w6VzTk5kWAwGXdi3GqMu7/NnprNu8SZOnPtrOk3sBUU8ffELfLb3rdIRIiGEECLYyByUYst/XMWrt7+H6TLdP6YufXSze8N+HrtwisfVPhfdPgpLiMXj5oFKKSxWgwtvO7fa4y/hKHIw8805aNPzyiTTZZKenMnSmStqLCYhhBCioiRBKfb5f6ZjGJ6X7Zguk+0rd7F24cZy55JaN+LpGQ8SEhZSZhWQMhQhYSE8PeNBmrQJfM6Hy+nit+nLeeWWd3jphjeZ9fY88nMKAr7+yL6j5GTk+WxjCbGw9a8dAfcphBBC1DQZ4wdyM/PYtMT3RFaL1cLSmSvoPbx7uXP9R/Xm091vMueDX1mzYD0Avc7qznk3jPD4WMibgzsO88joZzi8K8W9qzKaOR8t4L2HPuWpb+6j7zn+NyZ0X+eH1vJ4RwghRFCTbynAYXf4b6Tck08P7jjM9Fdms/CrJdjz7bTs3Iwxt4/mnInDuPKR8Vz5yPhKxVCYb+eBs58m7VAG4B5JKT2XV8gTY57lrVUv0KpLc5/9NG6VSNP2SRzamVy62eGJXE6TfqN7VypOIYQQoibIIx4gpmE0sYm+t4N2OV3YIm3c0ut+Zr87n+yjOdjzi9i+ajcv3fgW54VdyT8ve7HSj04WTvuD1P1pHifbalNjukxmvDLbbz9KKa54aJzX5MRiNejUvx3dBneqVJxCCCFETZAEBbBYLIy9fXS5SrIllAJbWCjzpi7EYXd4rHuiTc3v0//k74MfY9HXSyscw+/f/elxom0Jl9Nk0TeB9Tv6byPcSQqUFpErmV/TrEMTnv7uIZ/3EkIIIWpbjSQodrud3r17o5RizZo1NXHLCrvswTF0OK1tuS9ui9VAWQwuuPkccjJyMb2sjoFjIx3PXvsqmalZFbp/YW6h3z2BHIUBPIrCPYpyw5SreWfNi1xw8zn0HtGdwWP789gXd/P26hdo0CS+QrEJIYQQNa1G5qA8+OCDNG3alLVr19bE7SosZW8qr05+j20rdpY5rpRi0Jj+XP7gWH7+ZDGWEAsuh8tLL8e4nC7mfLigdBQjEO16tWb975vL7OdTJhZD0apbi4D7A2jbsxV3vn5jha4RQgghgkG1j6D89NNPzJs3jxdffLG6b1UpaYcz+Pvgx1gxt3zypLWmccuGdB7Qwb06pgKbHm9ftatCcZx/80ivyQm4R2fG3XFehfoUQggh6qpqTVBSUlK46aab+OSTT4iIiPDb3m63k52dXeanuk17dgaZR7K8VoL99pXZHNh+mH6jepVZWeOLUoqQ48rba63Zv/Ug21ftIjfTc42SVl2ac9Nz1wCUrcei3D9nXjKQEVefEdibCkBRYRHz/7eI569/neeue63C9VaEEEKI6lRtj3i01kyaNIlbb72Vfv36sWfPHr/XTJkyhaeffrq6QirH5XIxd+oCr8kJuOegzPtoAZP+dQUtuzTjwPbDPkc6wF3YbcD5pwHwy2e/8ck/v+bg9sOAe1+es686gxuevYb4RrFlrrvsgbE079iUac9/x+al2wBo0qYxY24fRa+zurF7/T5admlOqC3kZN42O9bs5tHzniEjJQvD4s5Rf/50Me8//Cn//P4heg3rdlL9CyGEECdLaX8zM0/w8MMP89xzz/lss3nzZubNm8dXX33FokWLsFgs7NmzhzZt2rB69Wp69+7t8Tq73Y7dbi99nZ2dTYsWLcjKyiImxvcy4MrIzcxjfMIkn20Mi8GIq87goY/vJHnPER44+2mSdx/x2b5hswSmbn2VmW/M4Z37/+ceBdFl2zRq2ZDXl08htqHn91WQV0hRQRHfvz6H7177sbQ6bFRcJGPvGM3Vj19SuqNyiaLCIn7+9Dd++uAXjh5Io0HTeEZdP4JzJg4jLMIGQHZaDpM6/Z28rPxyiZkyFKG2EN7b8HKFqt8KIYQQx8vOziY2Nvakvr8rnKCkpqaSlpbms03btm257LLLmDVrVplVMS6XC4vFwtVXX83HH3/s915V8QZ9cTqcjIm5Fofd6bWNxWph/N/P55YXJ3JkXypphzPZtmInP773M7vW7S1NPpSh0KYmsUUDnv/5KcKjwriq5a0+NxEcf+d53PrypNJjWmvWLdrEnKm/krz7CId3pZQWbjueUooBF5zG0zMewGJxV47NzczjwZH/ZPuqXaWxKKXQaFp3bcFLC58mpkE0X73wPe8/8pnXvXoMi8HFd13ALS9ODPwvUgghhDhOrSQogdq3b1+ZOSSHDh1i1KhRfPPNNwwcOJDmzX1XRIXqT1AAXrzhTX7+ZJHH2iYl7nrrZuZO/ZUtf7qLsBkWgzPGD2D8XeezYu5adq7ZQ2h4KKdf2JdhEwYRGhbKtGdnMPXxL3wuSw6PDmP60alYQ6y4nC6evfZVFn65BIvV8BlPiSe+upehlw4CYMo1/2Xhl0s8JkSGxeD0C/vy9IwH+fvgx9i8bJvPfhu3SuTT3W/6vb8QQgjhSVV8f1fbHJSWLVuWeR0VFQVAu3btAkpOasqVj4znt2+XUZhn9/jIo9vgTrw6+b0yx02Xye8z/mT1rxt4ffkUmv4zqVy/h3amoAwDTO8TawtyCsnJyCO+USz/+8dXLPrKXYgtkOTEsBj88M58hl46iPTkDK/JSUm8S2b+RcreVOz5do9tjldUWOS3jRBCCFGd6n0l2Wbtm/DSwqdp0blZmeMWq4ULbh7Jng370FqXeyRiukzysvLdc0w8iI6PxN+6ZGUowqPCKMy3M+O1H/0Wajvx/iUTb//6abXPib7gDmXjH1vo0LdtaXVZTwyLQbvebQKOQwghhKgONbZZYOvWrSv0BVyT2vduw3vrXmLz8u3sXreX0PBQ+o/uzdoFG/nh7flerzNdJktnriAjJbPcrsXDLh/MVy/O9HptyWOXsAgbaxdupCCnsGJBK4hOcI9KLZj2R4DXKC66bRRzpy7w2sR0mYydPLpisQghhBBVrN6PoJRQStH19I5ccPM5nHPtMOISYzm4I9nnaAO4J7Ym70ktd7xj33YMuqhf2ZomJfcyFIahuPrxSwACrq9Spg8UI68ZSmG+nbWLNwVyAd3P6Eynfu2Y+NRlAKVLjEtiArjw1nMZeMFpFY5HCCGEqEqSoPgQFReJ6fI/6hMZ67kI3aNf3M2ZxZNYDUO5q9ECMQ2ieWb2o3Ts2w6Atr1alZ4LhGE1aNAsgdF/G0H64QycPlYhlWjWvgmNWjQE4NqnJvDUt/fTaUD70vNturfkgamT+fsbN8pGgkIIIWpdjT3iqYuGjB/AG3d9iPaSpCilaNm1OS06NfV4PizCxuPT7uH6f1/Bku9XYM+306pbCwZd1BdryLG/+rjEWIZfOYRfP//d51wSw2JgukzadGvBU9MfICouMuDRlzMvHljm9RnjB3LG+IEU2R1o08QWbguoHyGEEKImSILiQ4Mm8YydPJrvXvsRT9NntNZc/68r/I44NGvfhAn3XeSzze2vXM+O1bvZu/FAmbk6hsUgMi6CUZNGEB0fSc+hXeg2pDNKKfZvPcirt78f0Hs557qzPB4/2aq0QgghRHWodwmK1pqNS7ayZ8N+bBGhDDivj9dqrgC3vDgR0zSZ+eZcwJ0wuJwuwiJs3Pn6jQwZNwBHkYN9mw+itaZl52aEhoVWOK7o+CheXfIMs9/9mR/emc/RA2nENIhm1PXDGTN5dLmy+Id3p3DX4MfIy/a9f44yFMMuG0zLE1YpCSGEEMGs2gq1VYWqLtS2fdUunr32VfZtPlh6zBpi4cJbz+WWFyeWeexyotQDaSz+eik56bkktW3MsAmnExoWyhdTZjD9v7PJSc8F3PNRxtw+imufmlCuFH1Veu6611jwxe9+a6aMvGYo97x7S5mkyTRNUvenobW78m1JNVohhBCiKgR1JdmqUJUJyv6tB7m930MUFTrKF2RTirOvOZOHPr4z4P5M0+Q/V77C4m+Wlnv8owxF33N68e9ZD1do8qu3++xYvZvczHyatmtMUutGFObbGR9/HU6H9/knSikm3D+mdIfkkr6+e+0nvnl5Fqn73dsVNGyWwMV3X8jFd58viYoQQogqEdSVZIPNZ898S5G9fHIC7sc+P3+ymMsfHEfrbi0C6u+vOWtY9PVSj+e0qVkx131+xJVnlDt/aGcyK+evw+V00eX0jnTq185jP79+/hsfPv4FKcctY+5zdg+ueHi8z+QE3Ct9CvOO1VbRWvPSjW8x76OFZdodPZjOuw/+j+0rd/Lwp3/HMGRhlxBCiNpXLxKUIruDRV8uwfTxOMRiNfj5k0Xc+Ow1Xtscb/a780tX1XhiWAxmvzu/TIKSm5nH85NeZ+nMFaDctUy01nTo25bHvribZu2blLad9fY8Xr39vXL9rl24ka1/7SjdENAbbWrijpu3smLe2nLJybHG7mJv/Ub15tDOZBZM+4OC3EJadW3ORbeeyxkXD5TERQghRI2qFwlKfna+3xEHUGQeyfbT5pgD2w75XBJ8fCl6cBdje+S8f7NtxS73AQ26uBT+rrV7uOfMJ3hn7UvEN4olLyuPt+/1vNuz6TIpzLOTkBRHRkqW9/13TJOR1wwtfT37nfk+NyFUhuLlm95Ga13aZ1ZqNmt+3cCwywbzyGd/l0dAQgghaky9+GdxVFwktnDfK2u01jRq2TDgPmMaROOvnll0fFTp70tnrWDL8h0eEwqX0yTraA4z35gDwKKvl1Fk975hn+kySTucgTXUimHxEISCi249lyZtG5ce2rNxv88JtdrUuJyuMvGV/L7466VMf+VH729UCCGEqGL1IkGxhlg597qzMHyUrTdNk3OuGxZwn2dfPdTnVoDKUIy89lh/v3y2uExp+XL3d5nM/ci9R86Rvan+J9dquPfdW2l63GMhgBBbCFc8OI7Jr/6tzHFv1W4DobXmy+e/w+n0X7FWCCGEqAr14hEPwJWPXsxv05eTnZbjcRTjsvvH0qRN43LHXU4X378xh29emkXGkSysIRZOG9mTvz1zJU3aNObIvtRyIxMWq0Fco1jOu3FE6bHMI9l+dxzOTssBIKZhdEAVYnud1ZURV73CxiVb2bf5IOFRYfQf3ZuouMhybc+6fAjbV+3yOW/Fl6zUbK5tM5k7X7+RwWP7V6oPIYQQIlD1YgQFILF5A15b9h9OG9kTjnsqEtMgmltenMiNz15d7hpHkYNbet/PW/d8ROqBNJxFTgrz7Cz5/i9u6nkfVz9xKe16twHck2JLRkhadG7GSwufJiYhurSvpDaN/G48aM8v4sFz/klc41if7Upkp+WilKL7kM6cf+PZDL9iiMfkBGD034YT1yjW8yhOgFvvHD2YzlMXP88f3/0Z2AVCCCFEJdWbOijHS9mbyr7NB7BF2OhyegevBdWevfZVfvnsN6/9WKwGMzI+Zvf6faxdsBGtNT3O7EL3MzqXK3+/dtFG7h/+D7+xlawM8rVCqKTd+L+fz60vXee3zxL7tx7k8Yue5dCOZCwh7kdILoeL+MaxZKRkBdaJcid7n+5+U1b2CCGE8EjqoFRS41aJNG6V6LNNkd3Bwi//8NnG5TT5/JlvueE/V9P19I4+2/Yc2pXhVwxh4ZdL8JUTliQl/h4HoTVph9J9tzlBi07NmLrlv6yYu5a1CzeC1vQY2pW+o3pyU/f7OLwrJYD7Qur+NNb/tplew7pV6P5CCCFEoOSfwF7s23zAbxl5gOWzVwXUn1KKh/53J1c9djERMeEnGx7KMIhvHFfu+OHdKbx970dc2eIWLm5wPfcNf4rF3yzFNN3vxTAM+o/uTb9RvTBNzcp5a1nw+R88+c19xDeODfhxT9rBiiVHQgghREXUyxGUQAT4PY0Z4KRTrTWF+XaufvwSrnxkPGPjr8NV5GcirAJvS4VcThfnTCy76mj9b5t55LxncBxXMXfD71tYt2gTI646g4f+dyfphzN4/KJn2blmDxarBaXA6XARGRfBAx/dwZqf1/Pd6z/5fT/xSXEBvGshhBCiciRB8aJVtxZ+54GA+9ENQF5WHivmrqUgz07LLs3oMrADSikK8+1889IsZr41l4zkTJShGHj+aVitFv8JisZjkqKUYviVQ+hwWtvSY4X5dp4a/zyOwqIySVNJ/L9+/jtdBnZg5lvzOLjDXUDu+JVC+dkFPHP5y7y2fAq/z1jOUR8jJA2axtNzWFffsQshhBAnQRIUL6whVgaP7c/v05d7baOU4qrHL+HVO95n9rvzy5TSb9WtBXe9dRPv3Pc/tq3cWbq8V5uaP39ajWmaGIbyPwJzwukQm5Uxt48ut+po4ZdLSndU9hbr51NmkJGc6fk2pruC7Iz//sht/zeJf132ste+bnt5klSVFUIIUa3q5SqeQDkcDq7vdFeZzfqOd+6kYSz8cilFBeWrviqlMKwGptNVbrdjdwO8Pr45kWExaNY+iUn/uoJuQzqzaclWUvenEZsYw6Ax/YiIDuflm95m3scL/dZP8beHT3hUGDOzP2HR10t58+6ppB/OKD2X0CSe216+jrMuHxJY4EIIIeqlqvj+lgTFD9M0+fDRz/nx/V/IzchDGYrmnZoSEmpl55o9J92/JcSCy+8+QW49hnZh+8pdFObZS0dfbBE2rnv6cg5uP8ScDxcEVODNF8NQzHV+BbgfAa1duJG0QxkkNImj9/Du/ivcCiGEqPckQalBRw+l8879H/PbN8sCWt0TCEuIhXOuHYo2NXO97TQcoHMmDmP+/xZ5Pa8MRWzDaLLTcr3Pq1HQolNTPtz035OKRQghRP1WFd/fssw4ABkpmfx90KMsrsLkBAANUXFRDJ0w+KS7+m36MhJbNPC63482NZYQi89JvwoYc/vok45FCCGEOFmSoATg0399Q9qhjDKTYKuCy+li8Nj+dBvSidAwz9VsA1WYa+eSey4kLjHG6xrp9MOZpb8ro2wjZSh6De/OBTePPKk4hBBCiKogCYofjiIHcz9a6L/CagUZFoMup3ek+xmdiYyJYMzto8uVx68oW7iND7f8l55nel4CXDI51rAYtO7WovR4XKNYJj51Gc/MftRr2X8hhBCiJskyYz+y03Kx59srda1hMZj0z8v5+B9fYbpMlFIopXA5XXQ4rS3/mvlQaVJyw5SrSNl7hN++XY7FalTqUVLjVg0JDQth+6pdPttprRl9/QhGXH0GDruThCZxsmxYCCFEUJEExY+ImPDA6pWcwLAonvr2fgaP6c/ov41g7tQF7N18gPDIMM64eCB9zu5RZsTEGmLlia/uY8PvW5g7dQFLZ60gOz0noKXISkF8UjynndOT9MOZFOQW+onN4MD2w8Qlet41OeNIFstmrSA/u4DmnZrSb1QvSWCEEELUKElQ/AiPDOP0i/qx7IeVAT/m6T2iO3e9eRPNOzYFIL5xHFc8PN7vdUopepzZhR5ndmHZDyt5YsyzAV0DcNebN2GxWIiIDvMfoNZEetgPyOV08e6Dn/D963NwOV2llXQbNI3ngamT6XtOL/99CyGEEFVA5qAE4JonLsWwGOUmlpaIaRDNaef05OYXruXrlPd54eenSpOTyhp4wWmMuOoMv5sCterWnGdmP8Lgsf0BiIyNpO85Pb2u5gH3LszDLi+/cuj1v3/AjP/OLq2lUpKQpSdn8tgFU9i0bFsl340QQghRMVIHJUBrFmxgyjWvkn44A8NquCecanf9kbveuonQsNAqv6fL5WLGf3/k2//7oXRvnIbNGzDy2qH0Ht6dhKQ4WndrUW5y7YY/tnDfWU+hTbNcFVvDMBhwfh/+NfPhMscP705hYvs7vD5SMiwGfUZ059m5T1TZ+xNCCHFqkkJtNczldLH8x1Xs23SAsMgwBo3pR+NWidV/X5eL1P1pACS2aBDQfJAlM//i+eteJy8rH2uIBbN4r50h4wfw0P/uJDyy7KOgL6bM4KMnp/l9jPXNkQ+IbVj7n4UQQojgVRXf3zIHpQIsVguDx/Rn8Jj+NXtfi4Wk1o0qdM3gMf358tC7/PbtcvZuOkB4VBhDxg+gVZfmHttnp+W4JwP7qZSfk5EnCYoQQohqJwlKkCiyOzh6II3QsBAaNE046Zoo4K6LMvKaoR7PuVwulny/gh/f+5lDO5IxTROnn318LFYL8Y09r/wRQgghqpIkKLWsILeAT57+mtnv/Ux+dgEAbXq05OrHL2XYhEHVcs8iu4N/jH+ev+asKV2po/zsrmxYDIZdNojImIhqiUkIIYQ4niQotaggr5D7zvoHO9fuKTP3Y8/G/fz78pc5sm8iE+67qMrv+/ET01gxby1wbKWOr5lIhsUgMjaCSf+6ospjEUIIITyRBKWSTNNkxdy1/PT+zxzefYT4pDjOuXYYZ14yMOBy8dP/bzY71uwuLUFfouT1ew99wrAJp9OoZdVNxC3IK2TW2/PK3dMrBf1G9eL2V66nSZvGVRaHEEII4YskKJXgKHLwzwkvsWzWytJHJIahWDFnDV+/2Ibn5j9BTEK0zz601sx8a67PREEpxU8f/Mp1T19eZbHvWrvXb6VZZSguvfciBp5/Gk3bJ5HYvEGV3V8IIYQIhBRqq4SPHp/G8tmrgGOPSEpK4e9at5cXJr3htw+H3UH64QzfjbTmwLZDJxdsuS4DGzlp2CyBXmd1k+RECCFErZAEpYIKcgv4/k3vIx+my2TZDys5uOOwz36soVYsIb7rmSjDICK6fEn6k9GuVytsETafbbSp6TnU847IQgghRE2QBKWCtq3YFdDuxmt+3eDzvGEYnHnJQCxWXyXpXQy7rHxJ+kBordm+aherflnP4V0ppcfDo8K58OaRXsv2W6wGXQd1pH2fNpW6rxBCCFEVZA5KBbkC2TBQEdDGgpc/OI7fp/+JUrrcoxfDYtCxb1t6j+juOx6ni8O7j6AUJLVphMViYdHXS/ng0c84vPNYYtJzWFfuePVvtOnRir/95yp2rtvLml83lM6hAfecl8QWDXn8y3v9v0chhBCiGkmp+wrKTs/h8qY34yxy+mz39uoXaNertd/+Vs5fy7+v+D9yM/KwhljQWuNymvQc1pWnvrmfmAaeJ9u6XC6+eekHvn3lBzKSMwFIaBJPjzM6s+jrpe5NBo/7ZA2LgS08lP8ueYY23VvicrpY9PVSfnxvPod2phCXGMM5E8/i3ElnSa0TIYQQJ0X24qklL934FvM+XuhxlMRiNeg8oAOv/P7vgPsrKixi8TfL2LV2D6FhoQwa049O/dt7bW+aJlOu/i+Lvlris37JiQyLwWkjezLlp8cCv0gIIYSoINmLp5bc+vJ17Fq7h22rdrkHKoqTBGUoGjRN4NHP76pQf6Fhoe6S9F7K0p9o2Q8rWfjlkgpG7X7stGLeGo4eSqdh04QKXy+EEELUFElQKiEyJoKXF/+T+f9bzOx355OyJ5W4RjGcO2k4F9w8kuj4qGq9/w9vzyszd6RCNKTuT5MERQghRFCTBKWSbOE2LrzlHC685Zwav/e+zQcrl5wUi23ou4icEEIIUdtkmXENcDld5GTk4nT4nlh7vKOH0ln/22Z2rdtbboVPVHxkpeJQhqJjv3Y0bZdUqeuFEEKImiIjKNUo9UAaX0yZwbyPF2LPtxMSFsLIq8/kykcupklbz/vaHNqZzFv3fMTy2atKE5Om7Roz6V9XMvyKIQAMGT+AnWv2VCgWVVz25IYpV1f6/QghhBA1pVpHUGbPns3AgQMJDw8nPj6ecePGVeftgsqhncnc1vdBfnxvfmlhN0ehg3kfL+S2fg+yZ+P+Mu211iz8agm39nmA5T+uKjNqcmhXCv+56hVmvT0PgK6ndww4jpKCbLGJsTw940FOO7vHyb41IYQQotpV2wjKt99+y0033cR//vMfRowYgdPpZMMG39VVTyX/d/M75Gbk4nKWnSvicpoU5BTy/HWv8eaK5wFY/et6XrnlHQ4dV1itjOJc5a17P2L4FUO81kYpQ8GIK86g04D2NGnbmP6je2MNkQEzIYQQdUO1fGM5nU7uuusuXnjhBW644YbS41271o/9XQ5sP8yaBd6TMdNlsn3Vbnas3k1hXiGPjH4Gl8vlt1+n3cmCaX9w3g0jiE2MISs123tjDVc9djGturaozFsQQgghalW1POJZtWoVBw8exDAM+vTpQ5MmTTjvvPP8jqDY7Xays7PL/NRFezbsC6jd7vX7eO+hT9GmWabqqzcWq0Hy7iNYQ6xcdv8Yr+0Mi0G/Ub0kORFCCFFnVUuCsmvXLgD+8Y9/8Pjjj/PDDz8QHx/PWWedRXp6utfrpkyZQmxsbOlPixZ18wvW327BJfJz8tm0dBuml52RT2SauvTxzqX3XVS6xLlkw0HD4v6zw2lteOSzihWLE0IIIYJJhRKUhx9+GKWUz58tW7Zgmu55F4899hiXXHIJffv2ZerUqSil+Prrr732/8gjj5CVlVX6s3//fq9tg1mPM7sQER3us02IzUqzDk0q1K82NWdd7t7d2DAM7nrrZl5b9h9GTRpOr+HdOGP8AJ6e8SD//eMZYhKk1okQQoi6q0JzUO677z4mTZrks03btm05fPgwUHbOic1mo23btuzb5/3xh81mw2YLbPQhmIVF2Jhw/xg+fupLj+eVUoy94zxadGoWcJ9KKS689Rwat0osc7zzgA50HtDhpOIVQgghgk2FEpTExEQSExP9tuvbty82m42tW7dyxhlnAOBwONizZw+tWrWqXKR1zFWPXUxmahbfvz7H/QhGA8q9iuecicO4ccrVWKwWegztwsY/tvqsDGtYDMbeMZpbXphYc29ACCGEqEXVtpvx3XffzTfffMOHH35Iq1ateOGFF5g1axZbtmwhPj4+oD6CdTfjiti/9SDzPl5E2qF04hvHMfLaobTp3rL0/JY/t3PvsCdxOlxoD3NRzrp8MLe/cj3xjeNqMGohhBCi8qri+7vaEhSHw8EjjzzCJ598QkFBAQMHDuSVV16hW7duAfdxKiQogdi0dCuv3Pouu9cfe/wV3ziW6/99JefdcHYtRiaEEEJUXFAnKFWhviQo4K4ku3PNHg7vSiE6IYoeZ3bBYrXUdlhCCCFEhVXF97eUFg0SSina92lD+z5tajsUIYQQotbJbsZCCCGECDqSoAghhBAi6EiCIoQQQoigIwmKEEIIIYKOJChCCCGECDqSoAghhBAi6EiCIoQQQoigIwmKEEIIIYKOJChCCCGECDpBXUm2pAp/dnZ2LUcihBBCiECVfG+fzG46QZ2g5OTkANCiRYtajkQIIYQQFZWTk0NsbGylrg3qzQJN0+TQoUNER0ejlKrtcE4J2dnZtGjRgv3795/yGzDWJfK5BCf5XIKTfC7B6fjPJTo6mpycHJo2bYphVG42SVCPoBiGQfPmzWs7jFNSTEyM/IcdhORzCU7yuQQn+VyCU8nnUtmRkxIySVYIIYQQQUcSFCGEEEIEHUlQ6hmbzcZTTz2FzWar7VDEceRzCU7yuQQn+VyCU1V/LkE9SVYIIYQQ9ZOMoAghhBAi6EiCIoQQQoigIwmKEEIIIYKOJChCCCGECDqSoNQTe/bs4YYbbqBNmzaEh4fTrl07nnrqKYqKisq0W7duHWeeeSZhYWG0aNGC559/vpYirj+eeeYZBg8eTEREBHFxcR7b7Nu3jwsuuICIiAgaNWrEAw88gNPprNlA66E33niD1q1bExYWxsCBA/nzzz9rO6R6ZfHixVx00UU0bdoUpRTfffddmfNaa5588kmaNGlCeHg4I0eOZPv27bUTbD0yZcoU+vfvT3R0NI0aNWLcuHFs3bq1TJvCwkImT55MgwYNiIqK4pJLLiElJaVC95EEpZ7YsmULpmnyzjvvsHHjRv7v//6Pt99+m0cffbS0TXZ2Nueeey6tWrVi5cqVvPDCC/zjH//g3XffrcXIT31FRUVMmDCB2267zeN5l8vFBRdcQFFREUuWLOHjjz/mo48+4sknn6zhSOuXL7/8knvvvZennnqKVatW0atXL0aNGsWRI0dqO7R6Iy8vj169evHGG294PP/888/z6quv8vbbb7N8+XIiIyMZNWoUhYWFNRxp/bJo0SImT57MsmXLmD9/Pg6Hg3PPPZe8vLzSNvfccw+zZs3i66+/ZtGiRRw6dIiLL764YjfSot56/vnndZs2bUpfv/nmmzo+Pl7b7fbSYw899JDu1KlTbYRX70ydOlXHxsaWO/7jjz9qwzB0cnJy6bG33npLx8TElPmsRNUaMGCAnjx5culrl8ulmzZtqqdMmVKLUdVfgJ4xY0bpa9M0dVJSkn7hhRdKj2VmZmqbzaa/+OKLWoiw/jpy5IgG9KJFi7TW7s8hJCREf/3116VtNm/erAG9dOnSgPuVEZR6LCsri4SEhNLXS5cuZejQoYSGhpYeGzVqFFu3biUjI6M2QhS4P5cePXrQuHHj0mOjRo0iOzubjRs31mJkp66ioiJWrlzJyJEjS48ZhsHIkSNZunRpLUYmSuzevZvk5OQyn1FsbCwDBw6Uz6iGZWVlAZR+n6xcuRKHw1Hms+ncuTMtW7as0GcjCUo9tWPHDl577TVuueWW0mPJycllvgSB0tfJyck1Gp84Rj6Xmnf06FFcLpfHv3f5Ow8OJZ+DfEa1yzRN7r77boYMGUL37t0B92cTGhpabk5dRT8bSVDquIcffhillM+fLVu2lLnm4MGDjB49mgkTJnDTTTfVUuSntsp8LkIIUddMnjyZDRs2MG3atCrv21rlPYoadd999zFp0iSfbdq2bVv6+6FDhxg+fDiDBw8uN/k1KSmp3CzrktdJSUlVE3A9UdHPxZekpKRyq0fkc6leDRs2xGKxePzvQf7Og0PJ55CSkkKTJk1Kj6ekpNC7d+9aiqp+ueOOO/jhhx9YvHgxzZs3Lz2elJREUVERmZmZZUZRKvrfjyQodVxiYiKJiYkBtT148CDDhw+nb9++TJ06FcMoO4A2aNAgHnvsMRwOByEhIQDMnz+fTp06ER8fX+Wxn8oq8rn4M2jQIJ555hmOHDlCo0aNAPfnEhMTQ9euXavkHqKs0NBQ+vbtyy+//MK4ceMA91D2L7/8wh133FG7wQkA2rRpQ1JSEr/88ktpQpKdnc3y5cu9rogTVUNrzZ133smMGTNYuHAhbdq0KXO+b9++hISE8Msvv3DJJZcAsHXrVvbt28egQYMqdCNRDxw4cEC3b99en3322frAgQP68OHDpT8lMjMzdePGjfW1116rN2zYoKdNm6YjIiL0O++8U4uRn/r27t2rV69erZ9++mkdFRWlV69erVevXq1zcnK01lo7nU7dvXt3fe655+o1a9boOXPm6MTERP3II4/UcuSntmnTpmmbzaY/+ugjvWnTJn3zzTfruLi4MqupRPXKyckp/e8B0C+//LJevXq13rt3r9Za62effVbHxcXp77//Xq9bt06PHTtWt2nTRhcUFNRy5Ke22267TcfGxuqFCxeW+S7Jz88vbXPrrbfqli1b6l9//VWvWLFCDxo0SA8aNKhC95EEpZ6YOnWqBjz+HG/t2rX6jDPO0DabTTdr1kw/++yztRRx/XHdddd5/FwWLFhQ2mbPnj36vPPO0+Hh4bphw4b6vvvu0w6Ho/aCridee+013bJlSx0aGqoHDBigly1bVtsh1SsLFizw+N/Gddddp7V2LzV+4okndOPGjbXNZtNnn3223rp1a+0GXQ94+y6ZOnVqaZuCggJ9++236/j4eB0REaHHjx9f5h/EgVDFNxNCCCGECBqyikcIIYQQQUcSFCGEEEIEHUlQhBBCCBF0JEERQgghRNCRBEUIIYQQQUcSFCGEEEIEHUlQhBBCCBF0JEERQgghRNCRBEUIIYQQQUcSFCGEEEIEHUlQhBBCCBF0JEERQgghRND5f5snHqH1XiyvAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE\n", "X_tsne = TSNE(n_components=2, perplexity=30).fit_transform(X)\n", "plt.scatter(X_tsne[:,0], X_tsne[:,1],c=y)\n", "# pas de grande différence, essayons sur un dataset + compliqué\n", "# la perplexité se fait au \"feeling\" mais plus elle est basse, plus la projection est simpliste, plus elle est haute, plus elle est chaotique\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main limit of PCA is that this method is limited to linear transformations. Then, we will compare the PCA and $t$-SNE on a non linear dataset. \n", "\n", "Create two \"moons\" using the `make_moons` function without noise. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_moons\n", "\n", "X, y = ...\n", "plt.scatter(X[:,0], X[:,1],c=y)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import make_moons\n", "\n", "X, y = make_moons(n_samples=100, noise=0., random_state=42)\n", "plt.scatter(X[:,0], X[:,1],c=y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform a 1D projection of this 2D dataset using PCA and $t$-SNE (use a perplexity of 10). Can you spot the difference using a non linear method ? " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "X_pca = ...\n", "\n", "X_tsne = ...\n", "\n", "fig, axes = plt.subplots(1,2, figsize=(10, 5))\n", "axes[0].scatter(X_pca, np.zeros_like(X_pca), c=y, alpha=0.5)\n", "axes[1].scatter(X_tsne, np.zeros_like(X_tsne),c=y, alpha=0.5)\n", "axes[0].set_title(\"PCA\")\n", "axes[1].set_title(r\"$t$-SNE\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '$t$-SNE')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test de la PCA et TSNE\n", "fig, axes = plt.subplots(1,2, figsize=(10, 5))\n", "pca = PCA(n_components=1)\n", "X_pca = pca.fit_transform(X)\n", "axes[0].scatter(X_pca, np.zeros_like(X_pca), c=y, alpha=0.5)\n", "\n", "X_tsne = TSNE(n_components=1, perplexity=10).fit_transform(X)\n", "axes[1].scatter(X_tsne, np.zeros_like(X_tsne),c=y, alpha=0.5)\n", "# on voit que la PCA ne marche pas, mais la TSNE si\n", "axes[0].set_title(\"PCA\")\n", "axes[1].set_title(r\"$t$-SNE\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now try a much more complex dataset. The Olivetti dataset is composed of 400 images of different persons faces, each image being encoded by a 64 x 64 image. We will perform a 2D projection of this data, and plot the coordinates together with the faces to see if the method is able to identify a good latent space. \n", "\n", "First, let's load the dataset and check the dimensions." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset as 400 observations, each observation being represented by 4096 values\n" ] } ], "source": [ "from sklearn.datasets import fetch_olivetti_faces\n", "X,y = fetch_olivetti_faces(return_X_y=True)\n", "n,p = X.shape\n", "print(f\"The dataset as {n} observations, each observation being represented by {p} values\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following function `plot_faces` will help you to plot the images with the coordinates you computed using your 2D projection. \n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n", "\n", "def plot_faces(faces, coords):\n", "\n", " # Setup figure and axis, adjust figsize for a larger plot\n", " fig, ax = plt.subplots(figsize=(10, 10)) # Adjust figsize as needed\n", "\n", " for face, coord in zip(faces, coords):\n", " img = face.reshape(64, 64)\n", " imagebox = OffsetImage(img, zoom=.25, cmap=\"gray\") # Adjust zoom as needed\n", " ab = AnnotationBbox(imagebox, coord, frameon=False)\n", " ax.add_artist(ab)\n", "\n", " # Adjust limits if needed, based on the range of PCA components\n", " ax.set_xlim(coords[:, 0].min() - 5, coords[:, 0].max() + 5)\n", " ax.set_ylim(coords[:, 1].min() - 5, coords[:, 1].max() + 5)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the PCA on Olivetti dataset, and display the images with the coordinates computed with PCA." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "\n", "# Fit PCA\n", "pca = PCA(n_components=2)\n", "X_pca = pca.fit_transform(X)\n", "\n", "plot_faces(X,X_pca)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do the same with $t$-SNE. Tune the perplexity parameter. What do you think about the two 2D projections ?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE \n", "X_tsne = TSNE(n_components=2, perplexity=20).fit_transform(X)\n", "plot_faces(X,X_tsne)\n", "# on voit que TSNE est plus adapté !" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Bonus Application : Image compression**\n", "\n", "The PCA can be used to compress image information. The purpose is to find a good trade off between quantity of data and quantity of information. We will test the PCA on this task.\n", "\n", "First, we will load a gray level image." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 511.5, 276.5, -0.5)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from matplotlib.image import imread\n", "image = imread(\"chevreuil.png\")\n", "coeff_conversion_gray = [0.2989, 0.5870, 0.1140]\n", "image = np.dot(image,coeff_conversion_gray) # we convert the color image to gray level according to human perception\n", "plt.imshow(image,cmap=\"gray\")\n", "plt.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Considering the image as a series of observations, perform a full PCA (with maximum number of components) and check how many information is kept by $d$ first dimensions (make a plot). \n", "\n", "Determine graphically and numerically how many components do you need to keep 90% of information ? and 75% ?" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "float() argument must be a string or a real number, not 'ellipsis'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[19], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m pca \u001b[38;5;241m=\u001b[39m PCA()\n\u001b[0;32m----> 2\u001b[0m \u001b[43mpca\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m explained_variance \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\n\u001b[1;32m 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m)\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/base.py:1474\u001b[0m, in \u001b[0;36m_fit_context..decorator..wrapper\u001b[0;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1467\u001b[0m estimator\u001b[38;5;241m.\u001b[39m_validate_params()\n\u001b[1;32m 1469\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[1;32m 1470\u001b[0m skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[1;32m 1471\u001b[0m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[1;32m 1472\u001b[0m )\n\u001b[1;32m 1473\u001b[0m ):\n\u001b[0;32m-> 1474\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/decomposition/_pca.py:428\u001b[0m, in \u001b[0;36mPCA.fit\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m 410\u001b[0m \u001b[38;5;129m@_fit_context\u001b[39m(prefer_skip_nested_validation\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 411\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfit\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, y\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 412\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Fit the model with X.\u001b[39;00m\n\u001b[1;32m 413\u001b[0m \n\u001b[1;32m 414\u001b[0m \u001b[38;5;124;03m Parameters\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 426\u001b[0m \u001b[38;5;124;03m Returns the instance itself.\u001b[39;00m\n\u001b[1;32m 427\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 428\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 429\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/decomposition/_pca.py:483\u001b[0m, in \u001b[0;36mPCA._fit\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 478\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msvd_solver \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124marpack\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m is_array_api_compliant:\n\u001b[1;32m 479\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 480\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPCA with svd_solver=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124marpack\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m is not supported for Array API inputs.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 481\u001b[0m )\n\u001b[0;32m--> 483\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 484\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 485\u001b[0m \u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43mxp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfloat64\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfloat32\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 486\u001b[0m \u001b[43m 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\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcheck_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 634\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_y:\n\u001b[1;32m 635\u001b[0m out \u001b[38;5;241m=\u001b[39m _check_y(y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcheck_params)\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/utils/validation.py:997\u001b[0m, in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[1;32m 995\u001b[0m array \u001b[38;5;241m=\u001b[39m xp\u001b[38;5;241m.\u001b[39mastype(array, dtype, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 996\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 997\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[43m_asarray_with_order\u001b[49m\u001b[43m(\u001b[49m\u001b[43marray\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxp\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mxp\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 998\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ComplexWarning \u001b[38;5;28;01mas\u001b[39;00m complex_warning:\n\u001b[1;32m 999\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1000\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mComplex data not supported\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(array)\n\u001b[1;32m 1001\u001b[0m ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcomplex_warning\u001b[39;00m\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/utils/_array_api.py:521\u001b[0m, in \u001b[0;36m_asarray_with_order\u001b[0;34m(array, dtype, order, copy, xp)\u001b[0m\n\u001b[1;32m 519\u001b[0m array \u001b[38;5;241m=\u001b[39m numpy\u001b[38;5;241m.\u001b[39marray(array, order\u001b[38;5;241m=\u001b[39morder, dtype\u001b[38;5;241m=\u001b[39mdtype)\n\u001b[1;32m 520\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 521\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[43mnumpy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43masarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43marray\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 523\u001b[0m \u001b[38;5;66;03m# At this point array is a NumPy ndarray. We convert it to an array\u001b[39;00m\n\u001b[1;32m 524\u001b[0m \u001b[38;5;66;03m# container that is consistent with the input's namespace.\u001b[39;00m\n\u001b[1;32m 525\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m xp\u001b[38;5;241m.\u001b[39masarray(array)\n", "\u001b[0;31mTypeError\u001b[0m: float() argument must be a string or a real number, not 'ellipsis'" ] } ], "source": [ "pca = PCA()\n", "pca.fit(...)\n", "explained_variance = ...\n", "plt.plot(...)\n", "\n", "info_threshold = 0.9\n", "\n", "nb_min_components = ... \n", "print(f\"We need {nb_min_components} to encode {info_threshold*100:.2f}% of the information\")\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qumyvqalRVlZWt/uMHDlSL7zwgpqamrR//37t3LlTaWlpmjBhQo+fs3DhQtXX14cfBw4ciKTMQa3R16oFz2xTIGj0L5dl6+5Z8RXEAADxJ6IwkpSUpIKCAlVUVIS3BYNBVVRUqKio6Kz7JicnKzc3V62trfrDH/6g22+/vce2TqdTLperyyNefG/NDlUdO6ncjBR9787pstk4hRcAcGGL+AqsZWVlmjt3rmbOnKlZs2Zp6dKlampqUmlpqSRpzpw5ys3NVXl5uSTpzTff1KFDhzRjxgwdOnRI3/nOdxQMBvWNb3yjf7/JBeDV9+v0+01VkqQfffoypaewYBUAcOGLOIzMnj1bdXV1WrRokTwej2bMmKF169aFF7VWVVV1WQ/S3NysRx55RB9++KHS0tL08Y9/XE899ZQyMjL67UtcCOpPteibz2+XJP3r1eN09cRMiysCACA2Ir7OiBXi4TojX332n/rDloMaNyJVaxdcq9QkbhsEABjconKdEUTHKztr9YctB2WzSf/x6XyCCAAgrhBGLNYSCOrf17wnSfr8NeM1c9xwiysCACC2CCMWe2ZTlT6sa9LwIUlaUDzZ6nIAAIg5woiFGn2tWvrXDyRJDxVPlovLvQMA4hBhxEIr/75XR5v8mpA5RJ+ZNcbqcgAAsARhxCLe5hb912sfSpIWFE9WooP/KQAA8Yke0CJP/m2vvM2tmjwqTf9yWY7V5QAAYBnCiAVOnPRrxca9kqQHiy+Sw84l3wEA8YswYoFf/22vGnytujhrqG6Z1v0NBgEAiBeEkRg71uTXf/+9bVTkoY9dJDujIgCAOEcYibGVr+9Tkz+gabku3TTVbXU5AABYjjASQ80tAT39xn5J0gMfnSSbjVERAAAIIzG0esshHWvyKzcjRSWXMioCAIBEGImZYNDoyY1t1xX5/EfGK4HrigAAIIkwEjOv7zmqPXVNSnMm6P/NHG11OQAADBiEkRgJrRW58/JcDeUeNAAAhBFGYsBT36z1O2okSZ+9aqzF1QAAMLAQRmLgmX9UKRA0unLcME3JGmp1OQAADCiEkShrDQT1zKYDkhgVAQCgO4SRKPvrjlp5vM0aMSRJN3PpdwAAzkAYibLfvdm2cPXTM/PkTHBYXA0AAAMPYSSK9h9t0t8+OCKbTbq3cIzV5QAAMCARRqLoT9urJUkfmZSpvOGpFlcDAMDARBiJor+865Ek3TIt2+JKAAAYuAgjUXL4xCn982C9bDbpY9ydFwCAHhFGoiQ0KjJz7DCNHOq0uBoAAAYuwkiUrGsPIyWXcjovAABnQxiJgmNNfm3ae0wSYQQAgHMhjETBX9+rUdBIl+a4OIsGAIBzIIxEwUtM0QAA0GuEkX7W6GvV3z44Iklc/h0AgF4gjPSzDbtq5Q8ENSFziCaPSrO6HAAABjzCSD97eUetJOljl7pls9ksrgYAgIGPMNKPjDF6rX2K5qMXjbS4GgAABgfCSD/a6WnQkUafUhIdKhg7zOpyAAAYFPoURpYtW6Zx48YpOTlZhYWF2rRp01nbL126VFOmTFFKSory8vL00EMPqbm5uU8FD2Qb20dFrpowXM4Eh8XVAAAwOEQcRlatWqWysjItXrxYW7ZsUX5+vkpKSlRbW9tt+//5n//Rt771LS1evFg7duzQk08+qVWrVunb3/72eRc/0Lz2QZ0k6drJTNEAANBbEYeRJUuWaN68eSotLdXUqVO1fPlypaamasWKFd22f/3113XNNdfonnvu0bhx43TTTTfp7rvvPudoymDT3BIIX3X12smZFlcDAMDgEVEY8fv92rx5s4qLizvewG5XcXGxKisru93n6quv1ubNm8Ph48MPP9TatWv18Y9/vMfP8fl88nq9XR4D3T/2HZOvNagsV7ImcUovAAC9lhBJ4yNHjigQCMjtdnfZ7na7tXPnzm73ueeee3TkyBF95CMfkTFGra2tuv/++886TVNeXq7HHnssktIsF7rQ2bWTMzmlFwCACET9bJoNGzbo+9//vn7xi19oy5YtWr16tdasWaN///d/73GfhQsXqr6+Pvw4cOBAtMs8b6+9375ehFN6AQCISEQjI5mZmXI4HKqpqemyvaamRllZ3V/6/NFHH9XnPvc53XfffZKk6dOnq6mpSV/84hf18MMPy24/Mw85nU45nc5ISrNUrbdZOz0Nstmkj0xivQgAAJGIaGQkKSlJBQUFqqioCG8LBoOqqKhQUVFRt/ucPHnyjMDhcLSd9mqMibTeAWnj7rYpmktzXBo+JMniagAAGFwiGhmRpLKyMs2dO1czZ87UrFmztHTpUjU1Nam0tFSSNGfOHOXm5qq8vFySdNttt2nJkiW6/PLLVVhYqN27d+vRRx/VbbfdFg4lg13HehGmaAAAiFTEYWT27Nmqq6vTokWL5PF4NGPGDK1bty68qLWqqqrLSMgjjzwim82mRx55RIcOHdLIkSN122236Xvf+17/fQuLvfHhUUlM0QAA0Bc2MwjmSrxer9LT01VfXy+Xy2V1OV0cPnFKV//gZTnsNr39nZuUmhRxvgMA4ILU2/6be9Ocp837j0uSpma7CCIAAPQBYeQ8hcIIN8YDAKBvCCPnKRRGriCMAADQJ4SR83DS36r3qtsuVc/ICAAAfUMYOQ//PFCvQNAoy5WsnPRkq8sBAGBQIoych60HQlM0GdyPBgCAPiKMnIe3D9ZLkvJHZ1hbCAAAgxhh5Dxsbw8j00enW1wJAACDF2Gkj442+nToxClJ0rRcwggAAH3FVbr6IhDQgdVr9Yn3KuXIzZEr8WarKwIAYNAijERq9WppwQLNOHhQPw1t+9OPpZ/8RLrrLisrAwBgUGKaJhKrV0uf+pR08GDX7YcOtW1fvdqaugAAGMQII70VCEgLFkjd3VcwtO3BB9vaAQCAXiOM9Nbf/nbmiEhnxkgHDrS1AwAAvUYY6a3q6v5tBwAAJBFGei87u3/bAQAASYSR3rv2Wmn0aKmny77bbFJeXls7AADQa4SR3nI42k7flRQ8/bVQQFm6tK0dAADoNcJIJO66S4Fnn1PN0Myu20ePlp5/nuuMAADQB1z0LEJV19+sG+9/UtdU79Bvbs6TPTenbWqGEREAAPqEMBKhXR6vgnaHjs+6WvZ7WR8CAMD5YpomQjs9DZKkKW6XxZUAAHBhIIxEaFd7GLk4a6jFlQAAcGEgjERod22jJGmyO83iSgAAuDAQRiLQGghq39EmSdKkUYQRAAD6A2EkAvuPnVRLwCgl0aGc9BSrywEA4IJAGIlAaIpm4qghstt7uBIrAACICGEkAqEwMmkkUzQAAPQXwkgE9oTCCOtFAADoN4SRCOyuI4wAANDfCCO9ZIxhZAQAgCggjPRSdX2zmvwBOew2jRk+xOpyAAC4YBBGeim0eHXsiFQlJXDYAADoL/SqvRS62NmETKZoAADoT30KI8uWLdO4ceOUnJyswsJCbdq0qce2119/vWw22xmPW2+9tc9FW2HfkZOSpHEjUi2uBACAC0vEYWTVqlUqKyvT4sWLtWXLFuXn56ukpES1tbXdtl+9erWqq6vDj3feeUcOh0Of/vSnz7v4WKo61jYyMjaT9SIAAPSniMPIkiVLNG/ePJWWlmrq1Klavny5UlNTtWLFim7bDx8+XFlZWeHH+vXrlZqaOujCyL6jbSMjY4czMgIAQH+KKIz4/X5t3rxZxcXFHW9gt6u4uFiVlZW9eo8nn3xSn/nMZzRkSM8jDD6fT16vt8vDSsGgUdWx0DQNIyMAAPSniMLIkSNHFAgE5Ha7u2x3u93yeDzn3H/Tpk165513dN999521XXl5udLT08OPvLy8SMrsdx5vs/ytQSXYbcrJSLa0FgAALjQxPZvmySef1PTp0zVr1qyztlu4cKHq6+vDjwMHDsSowu7tb5+iGT0sRQkOTkACAKA/JUTSODMzUw6HQzU1NV2219TUKCsr66z7NjU16ZlnntHjjz9+zs9xOp1yOp2RlBZV+9tP6x3DFA0AAP0uov/MT0pKUkFBgSoqKsLbgsGgKioqVFRUdNZ9n3vuOfl8Pn32s5/tW6UWCi1e5bReAAD6X0QjI5JUVlamuXPnaubMmZo1a5aWLl2qpqYmlZaWSpLmzJmj3NxclZeXd9nvySef1B133KERI0b0T+UxFD6tl5ERAAD6XcRhZPbs2aqrq9OiRYvk8Xg0Y8YMrVu3LryotaqqSnZ71wGXXbt2aePGjfrLX/7SP1XHWOiCZ5zWCwBA/7MZY4zVRZyL1+tVenq66uvr5XK5YvrZxhhN/85f1Ohr1fqHrtNk99CYfj4AAINVb/tvTg05B29zqxp9rZKk3GEpFlcDAMCFhzByDp76ZklSekqiUpMintUCAADnQBg5h+r6U5Kk7HQudgYAQDQQRs4hNDJCGAEAIDoII+dQ3R5GstJZLwIAQDQQRs4hNE2Tw8gIAABRQRg5h46REcIIAADRQBg5h441I0zTAAAQDYSRcwiHkQxGRgAAiAbCyFk0NLeoof2CZ1kuwggAANFAGDmL0KiIKzlBQ5xc8AwAgGggjJxFNetFAACIOsLIWbBeBACA6COMnMVhLgUPAEDUEUbOIjQykuVimgYAgGghjJxFjTd0wTOnxZUAAHDhIoycRY3XJ0kaxWm9AABEDWHkLGob2kZG3EMJIwAARAthpActgaCONPolSW4X0zQAAEQLYaQHdQ1tUzSJDpuGpSZZXA0AABcuwkgPQotXRw1Nlt1us7gaAAAuXISRHnQsXmWKBgCAaCKM9IDFqwAAxAZhpAe17SMjLF4FACC6CCM9CK8Z4RojAABEFWGkBzUNoZERwggAANFEGOlBbfvICNM0AABEF2GkBzXhMMLICAAA0UQY6YavNaDjJ1skcTYNAADRRhjpRuhMGmeCXa6UBIurAQDgwkYY6UboGiOjXE7ZbFx9FQCAaCKMdCN0g7wRQ1i8CgBAtBFGunG8KRRGuEEeAADRRhjpxtH2MDKcMAIAQNT1KYwsW7ZM48aNU3JysgoLC7Vp06aztj9x4oTmz5+v7OxsOZ1OXXTRRVq7dm2fCo6FY4QRAABiJuJTRVatWqWysjItX75chYWFWrp0qUpKSrRr1y6NGjXqjPZ+v18f+9jHNGrUKD3//PPKzc3V/v37lZGR0R/1R8VxwggAADETcRhZsmSJ5s2bp9LSUknS8uXLtWbNGq1YsULf+ta3zmi/YsUKHTt2TK+//roSExMlSePGjTu/qqMsNE0zjDACAEDURTRN4/f7tXnzZhUXF3e8gd2u4uJiVVZWdrvP//7v/6qoqEjz58+X2+3WtGnT9P3vf1+BQKDHz/H5fPJ6vV0esXSMBawAAMRMRGHkyJEjCgQCcrvdXba73W55PJ5u9/nwww/1/PPPKxAIaO3atXr00Uf14x//WN/97nd7/Jzy8nKlp6eHH3l5eZGUed5YMwIAQOxE/WyaYDCoUaNG6b/+679UUFCg2bNn6+GHH9by5ct73GfhwoWqr68PPw4cOBDtMrsgjAAAEDsRrRnJzMyUw+FQTU1Nl+01NTXKysrqdp/s7GwlJibK4XCEt11yySXyeDzy+/1KSjqzw3c6nXI6rbng2Cl/QKda2qaQCCMAAERfRCMjSUlJKigoUEVFRXhbMBhURUWFioqKut3nmmuu0e7duxUMBsPb3n//fWVnZ3cbRKx27GTbqEiSw640J/elAQAg2iKepikrK9MTTzyh3/zmN9qxY4ceeOABNTU1hc+umTNnjhYuXBhu/8ADD+jYsWNasGCB3n//fa1Zs0bf//73NX/+/P77Fv3oWGPoTJpE7ksDAEAMRPyf/rNnz1ZdXZ0WLVokj8ejGTNmaN26deFFrVVVVbLbOzJOXl6eXnrpJT300EO67LLLlJubqwULFuib3/xm/32LfhQaGRnOfWkAAIgJmzHGWF3EuXi9XqWnp6u+vl4ulyuqn/XHrQf10Kp/6ppJI/S7+66K6mcBAHAh623/zb1pTnO0kZERAABiiTBymuMnueAZAACxRBg5TegaI8NSCSMAAMQCYeQ04QuepRFGAACIBcLIabgvDQAAsUUYOc1RpmkAAIgpwshpvKdaJUnpKYkWVwIAQHwgjJymoblFkjQ0mUvBAwAQC4SRTvytQfla2+6h40pmZAQAgFggjHTS6GsN/z7E6ThLSwAA0F8II500NreFkdQkhxIcHBoAAGKBHreTBl/bepE0J+tFAACIFcJIJw3tIyMsXgUAIHYII52EpmnSWLwKAEDMEEY6CU3TDGWaBgCAmCGMdNLINA0AADFHGOnEG5qmYWQEAICYIYx0ErrOyFDWjAAAEDOEkU46FrAyMgIAQKwQRjoJ3ZfGRRgBACBmCCOdhKZpWDMCAEDsEEY68TJNAwBAzBFGOuk4tZcFrAAAxAphpBOmaQAAiD3CSCcsYAUAIPYII+2MMR0jI4QRAABihjDSztcaVEvASGLNCAAAsUQYadfQvnjVZpNSEx0WVwMAQPwgjLTrvHjVbrdZXA0AAPGDMNIutHh1KGfSAAAQU4SRdtyXBgAAaxBG2nm54BkAAJYgjLTjgmcAAFiDMNKuMbRmhGkaAABiqk9hZNmyZRo3bpySk5NVWFioTZs29dh25cqVstlsXR7Jycl9LjhaGsLTNIQRAABiKeIwsmrVKpWVlWnx4sXasmWL8vPzVVJSotra2h73cblcqq6uDj/2799/XkVHw6mWgCQpNYkwAgBALEUcRpYsWaJ58+aptLRUU6dO1fLly5WamqoVK1b0uI/NZlNWVlb44Xa7z6voaGhuCUqSnAnMXAEAEEsR9bx+v1+bN29WcXFxxxvY7SouLlZlZWWP+zU2Nmrs2LHKy8vT7bffrnffffesn+Pz+eT1ers8os3X2jYy4kzg6qsAAMRSRGHkyJEjCgQCZ4xsuN1ueTyebveZMmWKVqxYoRdffFFPP/20gsGgrr76ah08eLDHzykvL1d6enr4kZeXF0mZfeJrbR8ZSWRkBACAWIp6z1tUVKQ5c+ZoxowZ+uhHP6rVq1dr5MiR+tWvftXjPgsXLlR9fX34ceDAgWiX2RFGmKYBACCmIlqtmZmZKYfDoZqami7ba2pqlJWV1av3SExM1OWXX67du3f32MbpdMrpdEZS2nnztTBNAwCAFSIaBkhKSlJBQYEqKirC24LBoCoqKlRUVNSr9wgEAnr77beVnZ0dWaVRxsgIAADWiPg81rKyMs2dO1czZ87UrFmztHTpUjU1Nam0tFSSNGfOHOXm5qq8vFyS9Pjjj+uqq67SpEmTdOLECf3oRz/S/v37dd999/XvNzlPze0jI8mJjIwAABBLEYeR2bNnq66uTosWLZLH49GMGTO0bt268KLWqqoq2e0dowvHjx/XvHnz5PF4NGzYMBUUFOj111/X1KlT++9b9ANGRgAAsIbNGGOsLuJcvF6v0tPTVV9fL5fLFZXPuOUnf9OOaq+e+sIsXTt5ZFQ+AwCAeNLb/pthgHZcZwQAAGsQRtr5uAIrAACWoOdtx0XPAACwBj1vO6ZpAACwBmGkXWiaJpmREQAAYoqeV1IwaOQPhNaMMDICAEAsEUakcBCRWMAKAECs0fOqY4pGIowAABBr9LzqWLzqsNuU4OCQAAAQS/S84lLwAABYid5XHTfJI4wAABB79L7qGBnhjr0AAMQeYUSdL3jG4QAAINbofdX5vjSMjAAAEGuEEXFfGgAArETvK6ZpAACwEr2vpGamaQAAsAxhRIyMAABgJXpfcWovAABWIoyo89k0HA4AAGKN3ledpmk4mwYAgJij91Xne9MwTQMAQKwRRsSN8gAAsBK9r7hRHgAAVqL3VacFrJxNAwBAzBFGxHVGAACwEr2vOt+bhpERAABijTAiFrACAGAlel8xTQMAgJXofcWN8gAAsBJhRFyBFQAAK9H7invTAABgJXpfcTl4AACsRBhRxzRNMtM0AADEXJ9632XLlmncuHFKTk5WYWGhNm3a1Kv9nnnmGdlsNt1xxx19+dioYWQEAADrRBxGVq1apbKyMi1evFhbtmxRfn6+SkpKVFtbe9b99u3bp6997Wu69tpr+1xstLBmBAAA60Tc+y5ZskTz5s1TaWmppk6dquXLlys1NVUrVqzocZ9AIKB7771Xjz32mCZMmHBeBfc3Y4yaOZsGAADLRNT7+v1+bd68WcXFxR1vYLeruLhYlZWVPe73+OOPa9SoUfrCF77Qq8/x+Xzyer1dHtHSEjAypu13pmkAAIi9iMLIkSNHFAgE5Ha7u2x3u93yeDzd7rNx40Y9+eSTeuKJJ3r9OeXl5UpPTw8/8vLyIikzIqHFqxLTNAAAWCGqvW9DQ4M+97nP6YknnlBmZmav91u4cKHq6+vDjwMHDkStxtDiVYkwAgCAFRIiaZyZmSmHw6Gampou22tqapSVlXVG+z179mjfvn267bbbwtuCwbbOPyEhQbt27dLEiRPP2M/pdMrpdEZSWp91vkmezWaLyWcCAIAOEQ0FJCUlqaCgQBUVFeFtwWBQFRUVKioqOqP9xRdfrLffflvbtm0LPz7xiU/ohhtu0LZt26I6/dJbvpa2aZokRkUAALBERCMjklRWVqa5c+dq5syZmjVrlpYuXaqmpiaVlpZKkubMmaPc3FyVl5crOTlZ06ZN67J/RkaGJJ2x3Sr+AKf1AgBgpYjDyOzZs1VXV6dFixbJ4/FoxowZWrduXXhRa1VVlez2wdOx+9unaZIcg6dmAAAuJDZjQie2Dlxer1fp6emqr6+Xy+Xq1/d+a98xfWp5pcaOSNWrX7+hX98bAIB41tv+O+6HA0LTNIyMAABgjbjvgcPTNKwZAQDAEnHfAxNGAACwVtz3wC2BtiUziUzTAABgibjvgf2B9pvkMTICAIAl4r4H5tReAACsFfc9cCiMME0DAIA14r4H9revGWEBKwAA1oj7HpizaQAAsFbc98CEEQAArBX3PXDobBoWsAIAYI2474FbWDMCAICl4r4H5tReAACsFfc9sI81IwAAWCrue+CWANcZAQDASnHfA3M2DQAA1or7HpgwAgCAteK+B/YHQgtYbRZXAgBAfIr7MBJaM8LICAAA1oj7Hjh8No3DYXElAADEp7gPI6wZAQDAWnHfA3ec2suaEQAArBD3YYSREQAArBX3PXDobBonYQQAAEvEfQ8cGhnhCqwAAFgj7ntgTu0FAMBacd8D+7hrLwAAlor7HpgFrAAAWCuue2BjTKfLwcf1oQAAwDJx3QMHgkbGtP3OyAgAANaI6x44NCoiEUYAALBKXPfAofUiEtM0AABYJa574NDIiM0mOexcDh4AACvEdxjpdFqvzUYYAQDACn0KI8uWLdO4ceOUnJyswsJCbdq0qce2q1ev1syZM5WRkaEhQ4ZoxowZeuqpp/pccH/itF4AAKwXcS+8atUqlZWVafHixdqyZYvy8/NVUlKi2trabtsPHz5cDz/8sCorK7V9+3aVlpaqtLRUL7300nkXf744rRcAAOtF3AsvWbJE8+bNU2lpqaZOnarly5crNTVVK1as6Lb99ddfrzvvvFOXXHKJJk6cqAULFuiyyy7Txo0bz7v489XS2nZeLyMjAABYJ6Je2O/3a/PmzSouLu54A7tdxcXFqqysPOf+xhhVVFRo165duu666yKvtp/5AwFJhBEAAKyUEEnjI0eOKBAIyO12d9nudru1c+fOHverr69Xbm6ufD6fHA6HfvGLX+hjH/tYj+19Pp98Pl/4udfrjaTMXuO+NAAAWC+iMNJXQ4cO1bZt29TY2KiKigqVlZVpwoQJuv7667ttX15ersceeyzqdbUE2qZpEgkjAABYJqIwkpmZKYfDoZqami7ba2pqlJWV1eN+drtdkyZNkiTNmDFDO3bsUHl5eY9hZOHChSorKws/93q9ysvLi6TUXuFsGgAArBdRL5yUlKSCggJVVFSEtwWDQVVUVKioqKjX7xMMBrtMw5zO6XTK5XJ1eUQDYQQAAOtFPE1TVlamuXPnaubMmZo1a5aWLl2qpqYmlZaWSpLmzJmj3NxclZeXS2qbcpk5c6YmTpwon8+ntWvX6qmnntIvf/nL/v0mfRBawOokjAAAYJmIw8js2bNVV1enRYsWyePxaMaMGVq3bl14UWtVVZXs9o7OvampSV/60pd08OBBpaSk6OKLL9bTTz+t2bNn99+36KPQqb2sGQEAwDo2Y4yxuohz8Xq9Sk9PV319fb9O2Tz1xn49+sI7uvnSLC3/XEG/vS8AAOh9/x3XQwKsGQEAwHpx3QuHwgjTNAAAWCeue+GWACMjAABYLa574dDICGfTAABgnbjuhf2MjAAAYLm47oU71ozYLK4EAID4Fd9hJDQy4nBYXAkAAPErvsMIp/YCAGC5uO6FmaYBAMB6cR1GQqf2cjYNAADWietemGkaAACsF9e9MKf2AgBgvbjuhbkcPAAA1ovrXrjj1N64PgwAAFgqweoCrPSpgtG6asIITRiZZnUpAADErbgOI/cWjrW6BAAA4h7zEwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsNSju2muMkSR5vV6LKwEAAL0V6rdD/XhPBkUYaWhokCTl5eVZXAkAAIhUQ0OD0tPTe3zdZs4VVwaAYDCow4cPa+jQobLZbP32vl6vV3l5eTpw4IBcLle/vW+84Tj2D47j+eMY9g+OY//gOLaNiDQ0NCgnJ0d2e88rQwbFyIjdbtfo0aOj9v4ulytu/1D6E8exf3Aczx/HsH9wHPtHvB/Hs42IhLCAFQAAWIowAgAALBXXYcTpdGrx4sVyOp1WlzKocRz7B8fx/HEM+wfHsX9wHHtvUCxgBQAAF664HhkBAADWI4wAAABLEUYAAIClCCMAAMBScR1Gli1bpnHjxik5OVmFhYXatGmT1SUNWN/5zndks9m6PC6++OLw683NzZo/f75GjBihtLQ0ffKTn1RNTY2FFQ8Mr732mm677Tbl5OTIZrPphRde6PK6MUaLFi1Sdna2UlJSVFxcrA8++KBLm2PHjunee++Vy+VSRkaGvvCFL6ixsTGG38J65zqO//qv/3rG3+fNN9/cpU28H8fy8nJdeeWVGjp0qEaNGqU77rhDu3bt6tKmN/+Oq6qqdOuttyo1NVWjRo3S17/+dbW2tsbyq1iqN8fx+uuvP+Pv8f777+/SJt6P4+niNoysWrVKZWVlWrx4sbZs2aL8/HyVlJSotrbW6tIGrEsvvVTV1dXhx8aNG8OvPfTQQ/q///s/Pffcc3r11Vd1+PBh3XXXXRZWOzA0NTUpPz9fy5Yt6/b1H/7wh/rpT3+q5cuX680339SQIUNUUlKi5ubmcJt7771X7777rtavX68//elPeu211/TFL34xVl9hQDjXcZSkm2++ucvf5+9///sur8f7cXz11Vc1f/58vfHGG1q/fr1aWlp00003qampKdzmXP+OA4GAbr31Vvn9fr3++uv6zW9+o5UrV2rRokVWfCVL9OY4StK8efO6/D3+8Ic/DL/GceyGiVOzZs0y8+fPDz8PBAImJyfHlJeXW1jVwLV48WKTn5/f7WsnTpwwiYmJ5rnnngtv27Fjh5FkKisrY1ThwCfJ/PGPfww/DwaDJisry/zoRz8Kbztx4oRxOp3m97//vTHGmPfee89IMv/4xz/Cbf785z8bm81mDh06FLPaB5LTj6MxxsydO9fcfvvtPe7DcTxTbW2tkWReffVVY0zv/h2vXbvW2O124/F4wm1++ctfGpfLZXw+X2y/wABx+nE0xpiPfvSjZsGCBT3uw3E8U1yOjPj9fm3evFnFxcXhbXa7XcXFxaqsrLSwsoHtgw8+UE5OjiZMmKB7771XVVVVkqTNmzerpaWly/G8+OKLNWbMGI7nWezdu1cej6fLcUtPT1dhYWH4uFVWViojI0MzZ84MtykuLpbdbtebb74Z85oHsg0bNmjUqFGaMmWKHnjgAR09ejT8GsfxTPX19ZKk4cOHS+rdv+PKykpNnz5dbrc73KakpERer1fvvvtuDKsfOE4/jiG/+93vlJmZqWnTpmnhwoU6efJk+DWO45kGxY3y+tuRI0cUCAS6/CFIktvt1s6dOy2qamArLCzUypUrNWXKFFVXV+uxxx7Ttddeq3feeUcej0dJSUnKyMjoso/b7ZbH47Gm4EEgdGy6+zsMvebxeDRq1KguryckJGj48OEc205uvvlm3XXXXRo/frz27Nmjb3/727rllltUWVkph8PBcTxNMBjUgw8+qGuuuUbTpk2TpF79O/Z4PN3+vYZeizfdHUdJuueeezR27Fjl5ORo+/bt+uY3v6ldu3Zp9erVkjiO3YnLMILI3XLLLeHfL7vsMhUWFmrs2LF69tlnlZKSYmFlgPSZz3wm/Pv06dN12WWXaeLEidqwYYNuvPFGCysbmObPn6933nmny7ovRK6n49h5LdL06dOVnZ2tG2+8UXv27NHEiRNjXeagEJfTNJmZmXI4HGesEq+pqVFWVpZFVQ0uGRkZuuiii7R7925lZWXJ7/frxIkTXdpwPM8udGzO9neYlZV1xqLq1tZWHTt2jGN7FhMmTFBmZqZ2794tiePY2Ze//GX96U9/0iuvvKLRo0eHt/fm33FWVla3f6+h1+JJT8exO4WFhZLU5e+R49hVXIaRpKQkFRQUqKKiIrwtGAyqoqJCRUVFFlY2eDQ2NmrPnj3Kzs5WQUGBEhMTuxzPXbt2qaqqiuN5FuPHj1dWVlaX4+b1evXmm2+Gj1tRUZFOnDihzZs3h9u8/PLLCgaD4f+Dw5kOHjyoo0ePKjs7WxLHUWo7jfzLX/6y/vjHP+rll1/W+PHju7zem3/HRUVFevvtt7sEu/Xr18vlcmnq1Kmx+SIWO9dx7M62bdskqcvfY7wfxzNYvYLWKs8884xxOp1m5cqV5r333jNf/OIXTUZGRpfVzejw1a9+1WzYsMHs3bvX/P3vfzfFxcUmMzPT1NbWGmOMuf/++82YMWPMyy+/bN566y1TVFRkioqKLK7aeg0NDWbr1q1m69atRpJZsmSJ2bp1q9m/f78xxpgf/OAHJiMjw7z44otm+/bt5vbbbzfjx483p06dCr/HzTffbC6//HLz5ptvmo0bN5rJkyebu+++26qvZImzHceGhgbzta99zVRWVpq9e/eav/71r+aKK64wkydPNs3NzeH3iPfj+MADD5j09HSzYcMGU11dHX6cPHky3OZc/45bW1vNtGnTzE033WS2bdtm1q1bZ0aOHGkWLlxoxVeyxLmO4+7du83jjz9u3nrrLbN3717z4osvmgkTJpjrrrsu/B4cxzPFbRgxxpif/exnZsyYMSYpKcnMmjXLvPHGG1aXNGDNnj3bZGdnm6SkJJObm2tmz55tdu/eHX791KlT5ktf+pIZNmyYSU1NNXfeeaeprq62sOKB4ZVXXjGSznjMnTvXGNN2eu+jjz5q3G63cTqd5sYbbzS7du3q8h5Hjx41d999t0lLSzMul8uUlpaahoYGC76Ndc52HE+ePGluuukmM3LkSJOYmGjGjh1r5s2bd8Z/WMT7cezu+Eky//3f/x1u05t/x/v27TO33HKLSUlJMZmZmearX/2qaWlpifG3sc65jmNVVZW57rrrzPDhw43T6TSTJk0yX//61019fX2X94n343g6mzHGxG4cBgAAoKu4XDMCAAAGDsIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwggAALAUYQQAAFiKMAIAACz1/wGYQXYj7i7UvQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca = PCA()\n", "pca.fit(image)\n", "variance_expliquee = np.cumsum(pca.explained_variance_ratio_)\n", "plt.plot(variance_expliquee)\n", "seuil_variance = 0.75\n", "# a partir de combien de composantes on garde 90 % de la variance ? \n", "# graphiquement ~ 30\n", "# numériquement : \n", "nb_min_components =np.argmax(variance_expliquee > seuil_variance) \n", "print(f\"{nb_min_components}\") # indicde la premiere occurence est retournée (cf doc)\n", "plt.plot(nb_min_components, variance_expliquee[nb_min_components], \"ro\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform a PCA using the minimal number of components you just compute. Compute the projection of your image. How many data do you have now ? (don't forget the data required to reconstruct the image !)\n", "\n", "Compare with the amount of data of uncompressed image." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "ename": "InvalidParameterError", "evalue": "The 'n_components' parameter of PCA must be an int in the range [0, inf), a float in the range (0.0, 1.0), a str among {'mle'} or None. Got Ellipsis instead.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mInvalidParameterError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[21], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m pca \u001b[38;5;241m=\u001b[39m PCA(n_components\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m \u001b[43mpca\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m reduced_image \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\n\u001b[1;32m 4\u001b[0m nb_pixels_original \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/base.py:1467\u001b[0m, in \u001b[0;36m_fit_context..decorator..wrapper\u001b[0;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1462\u001b[0m partial_fit_and_fitted \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 1463\u001b[0m fit_method\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpartial_fit\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m _is_fitted(estimator)\n\u001b[1;32m 1464\u001b[0m )\n\u001b[1;32m 1466\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m global_skip_validation \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m partial_fit_and_fitted:\n\u001b[0;32m-> 1467\u001b[0m \u001b[43mestimator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_params\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1469\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[1;32m 1470\u001b[0m skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[1;32m 1471\u001b[0m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[1;32m 1472\u001b[0m )\n\u001b[1;32m 1473\u001b[0m ):\n\u001b[1;32m 1474\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m fit_method(estimator, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/base.py:666\u001b[0m, in \u001b[0;36mBaseEstimator._validate_params\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 658\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_validate_params\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 659\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Validate types and values of constructor parameters\u001b[39;00m\n\u001b[1;32m 660\u001b[0m \n\u001b[1;32m 661\u001b[0m \u001b[38;5;124;03m The expected type and values must be defined in the `_parameter_constraints`\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 664\u001b[0m \u001b[38;5;124;03m accepted constraints.\u001b[39;00m\n\u001b[1;32m 665\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 666\u001b[0m \u001b[43mvalidate_parameter_constraints\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 667\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parameter_constraints\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 668\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_params\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdeep\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 669\u001b[0m \u001b[43m \u001b[49m\u001b[43mcaller_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__name__\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 670\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/sklearn/utils/_param_validation.py:95\u001b[0m, in \u001b[0;36mvalidate_parameter_constraints\u001b[0;34m(parameter_constraints, params, caller_name)\u001b[0m\n\u001b[1;32m 89\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 90\u001b[0m constraints_str \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 91\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin([\u001b[38;5;28mstr\u001b[39m(c)\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mfor\u001b[39;00m\u001b[38;5;250m \u001b[39mc\u001b[38;5;250m \u001b[39m\u001b[38;5;129;01min\u001b[39;00m\u001b[38;5;250m \u001b[39mconstraints[:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m or\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 92\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mconstraints[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 93\u001b[0m )\n\u001b[0;32m---> 95\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidParameterError(\n\u001b[1;32m 96\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mparam_name\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m parameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcaller_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 97\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mconstraints_str\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. Got \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mparam_val\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m instead.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 98\u001b[0m )\n", "\u001b[0;31mInvalidParameterError\u001b[0m: The 'n_components' parameter of PCA must be an int in the range [0, inf), a float in the range (0.0, 1.0), a str among {'mle'} or None. Got Ellipsis instead." ] } ], "source": [ "\n", "pca = PCA(n_components=...)\n", "pca.fit(...)\n", "reduced_image = ...\n", "nb_pixels_original = ...\n", "print(f\"Quantité d'infos avant compression : {nb_pixels_original}\")\n", "\n", "nb_info_compresse = ...\n", "print(f\"Quantité d'infos après compression : {nb_info_compresse}\") \n", "print(f\"Soit un ratio de compression de x {...}\")\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Quantité d'infos avant compression : 141824\n", "Quantité d'infos après compression : 7101\n", "Soit un ratio de compression de x 19.97 pour 75.00% de l'information\n" ] } ], "source": [ "# on calcule la projection\n", "pca = PCA(n_components=nb_min_components)\n", "pca.fit(image)\n", "# voici la version compressée, impossible à visualiser car elle n'est plus dans l'espace des images\n", "reduced_image = pca.transform(image)\n", "# la quantité d'info à été ramenée à 277 * 25 (l'image compressée) + 25 * 277 (la matrice de changement de base) pour 90 % de l'info encodée\n", "nb_pixels = image.shape[0]*image.shape[1]\n", "print(f\"Quantité d'infos avant compression : {nb_pixels}\")\n", "nb_info_compresse = reduced_image.shape[0]*reduced_image.shape[1] + pca.components_.shape[0]*pca.components_.shape[1]\n", "print(f\"Quantité d'infos après compression : {nb_info_compresse}\") \n", "print(f\"Soit un ratio de compression de x {nb_pixels/nb_info_compresse:.2f} pour {seuil_variance*100:.2f}% de l'information\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we will reconstruct our image after the compression. To do so, we can rely on the `inverse_transform` function of the `PCA` class. Check the original image and the reconstructed one side by side. Try different levels of compression. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "Image data of dtype object cannot be converted to float", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[23], line 5\u001b[0m\n\u001b[1;32m 3\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m2\u001b[39m, figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m20\u001b[39m, \u001b[38;5;241m10\u001b[39m))\n\u001b[1;32m 4\u001b[0m ax[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mimshow(image,cmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgray\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 5\u001b[0m \u001b[43max\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimshow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreconstructed_image\u001b[49m\u001b[43m,\u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgray\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 6\u001b[0m ax[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39maxis(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124moff\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 7\u001b[0m ax[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39maxis(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124moff\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/matplotlib/__init__.py:1465\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1462\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 1463\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 1464\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1465\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1467\u001b[0m bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 1468\u001b[0m auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[1;32m 1469\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/matplotlib/axes/_axes.py:5759\u001b[0m, in \u001b[0;36mAxes.imshow\u001b[0;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, interpolation_stage, filternorm, filterrad, resample, url, **kwargs)\u001b[0m\n\u001b[1;32m 5756\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m aspect \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 5757\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mset_aspect(aspect)\n\u001b[0;32m-> 5759\u001b[0m \u001b[43mim\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5760\u001b[0m im\u001b[38;5;241m.\u001b[39mset_alpha(alpha)\n\u001b[1;32m 5761\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m im\u001b[38;5;241m.\u001b[39mget_clip_path() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 5762\u001b[0m \u001b[38;5;66;03m# image does not already have clipping set, clip to axes patch\u001b[39;00m\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/matplotlib/image.py:723\u001b[0m, in \u001b[0;36m_ImageBase.set_data\u001b[0;34m(self, A)\u001b[0m\n\u001b[1;32m 721\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(A, PIL\u001b[38;5;241m.\u001b[39mImage\u001b[38;5;241m.\u001b[39mImage):\n\u001b[1;32m 722\u001b[0m A \u001b[38;5;241m=\u001b[39m pil_to_array(A) \u001b[38;5;66;03m# Needed e.g. to apply png palette.\u001b[39;00m\n\u001b[0;32m--> 723\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_normalize_image_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mA\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 724\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_imcache \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 725\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstale \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", "File \u001b[0;32m~/work/Cours/I4/i4ml/TDs/.venv/lib/python3.10/site-packages/matplotlib/image.py:688\u001b[0m, in \u001b[0;36m_ImageBase._normalize_image_array\u001b[0;34m(A)\u001b[0m\n\u001b[1;32m 686\u001b[0m A \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39msafe_masked_invalid(A, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 687\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m A\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m!=\u001b[39m np\u001b[38;5;241m.\u001b[39muint8 \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np\u001b[38;5;241m.\u001b[39mcan_cast(A\u001b[38;5;241m.\u001b[39mdtype, \u001b[38;5;28mfloat\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msame_kind\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m--> 688\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mImage data of dtype \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mA\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m cannot be \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 689\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mconverted to float\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 690\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m A\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m3\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m A\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 691\u001b[0m A \u001b[38;5;241m=\u001b[39m A\u001b[38;5;241m.\u001b[39msqueeze(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m) \u001b[38;5;66;03m# If just (M, N, 1), assume scalar and apply colormap.\u001b[39;00m\n", "\u001b[0;31mTypeError\u001b[0m: Image data of dtype object cannot be converted to float" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reconstructed_image = ... \n", "\n", "fig, ax = plt.subplots(1,2, figsize=(20, 10))\n", "ax[0].imshow(image,cmap=\"gray\")\n", "ax[1].imshow(reconstructed_image,cmap=\"gray\")\n", "ax[0].axis('off')\n", "ax[1].axis('off')\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [ "correction" ] }, "outputs": [ { "data": { "text/plain": [ "(-0.5, 511.5, 276.5, -0.5)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# on reconstruit\n", "image_reconstruite = pca.inverse_transform(reduced_image)\n", "fig, ax = plt.subplots(1,2, figsize=(20, 10))\n", "ax[0].imshow(image,cmap=\"gray\")\n", "ax[1].imshow(image_reconstruite,cmap=\"gray\")\n", "ax[0].axis('off')\n", "ax[1].axis('off')\n", "# il ne faut pas confondre info et qualité ! " ] } ], "metadata": { "kernelspec": { "display_name": "I4", "language": "python", "name": "i4" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }