{ "metadata": { "name": "", "signature": "sha256:ec8f8a290aa7e71251094baaae02a02367e13a218233f6116a662acfe398bd90" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Breakout: EigenFaces\n", "\n", "In this breakout, we'll be using *Principal Component Analysis* to explore how it interacts with the *faces* dataset that we saw earlier." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "\n", "# use seaborn plotting defaults\n", "import seaborn as sns; sns.set()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use this code to load the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.datasets import fetch_lfw_people\n", "faces = fetch_lfw_people(min_faces_per_person=70, resize=0.4)\n", "\n", "X, y = faces.data, faces.target" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Compute a PCA of the data\n", "\n", "- Compute a Principal Component Analysis of the data, using all components\n", "- Plot the cumulative explained variance ratio. How many components do we need to recover 90% of the variance?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.decomposition import PCA\n", "pca = PCA().fit(X)\n", "pca" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "PCA(copy=True, n_components=None, whiten=False)" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "pca.n_components_" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "1850" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.axes(xscale='log')\n", "plt.plot(pca.explained_variance_ratio_.cumsum())\n", "plt.xlabel('number of components')\n", "plt.ylabel('cubulative variance ratio');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that given about 100 components, we'll retain 90% of the variance.\n", "\n", "Note that we could also have determined this automatically, using the following:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pca = PCA(n_components=0.90)\n", "pca.fit(X)\n", "pca.n_components_" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "105" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Plot the \"eigenfaces\"\n", "\n", "The mean of the data (found in the ``mean_`` attribute) and each component of the data (found in the rows of the ``components_`` attribute) can be reshaped and interpreted as an image.\n", "\n", "- Display the mean face using ``plt.imshow``\n", "- Display the first few \"eigenfaces\" (given by the rows of the ``components_`` matrix\n", "\n", "You'll have to play around with the colormap and grid settings to make this look OK" ] }, { "cell_type": "code", "collapsed": false, "input": [ "imshape = faces.images.shape[-2:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.axes(xticks=[], yticks=[])\n", "plt.imshow(pca.mean_.reshape(imshape), cmap='binary_r');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XC+XZmPRx6em78DJPPHlhBnE/sz5MWxgEFw+83wGdvHAZ5wQyOyvZOJ10jhy4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\nY1ty9GKrXyvj28DrXmzhC60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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(2, 5, figsize=(14, 6),\n", " subplot_kw=dict(xticks=[], yticks=[]))\n", "for i in range(10):\n", " ax.flat[i].imshow(pca.components_[i].reshape(imshape),\n", " cmap='binary_r')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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p+O1iuzv0xRjucycOtJE47vo9jZsJmZjo0RGEs9hiwmo7DDeJJ06IcXjuV4D2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\ncO+kcxQsT/NbKwdxXfpUA+9A5RlEHXyJc65uYDpJToD3MuAqmeMA7j6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3j6jDqzp04kDl\n6+vren5+vjiUuJ1Z0kAr6ZwR7SfZ4C5wluxY/dvb5TMB+rvKoT3pebW79EaBNBOgTi4FKAbRNBZ2\n0unrlkX7qvquCMHLy8v7+O5WCXbbiGorJPWn51KAmUgHolhGJwnUaSBLgZP+PQF811YdA6wDz7sA\neQZJ5EbHePkRZydpwinFyc5vaoxlWq2Tfk+r4FVntREFTCQeHSB02MDZtubhJl5KOM4UdHbkwIHL\n31UmhKDEjftkn66cHQbQcn6l0Hen8eR8/JQ0ab70fd3WIUe2k4xIgW7RKTBKUkBCwP15Xcd0QY5s\nqlvqW+vyodtJ0HHOw9UjATBNV9tASAoICHYAztWJDkz7gYfq/6xCvTlCoN87O2TAULuYEjUNXokU\nuDY4m3SDfAI43ayult/pp3NGTtedTB34LUmBMSVzO2IweQvRdFk3+THXpwRPzg54OBJIe0ggnflU\nXpzxcnbk7DURAZKA9N2R59+BFCRCUHrVFUS9b60MYBSoOzLggC/JggpBPmP7xM5ZR9aX9dCyd21l\neo5N+vgdYD0Chm9JXL93WCrlQf+i4nwCr+9Imfab4sKUtmtXd6hO+J04k3aodXQYJdmm85FpRVp3\n2exk/KCxbpHRlYIquEiBkgPutU9AzA1+5yjq98vLy0WeFAYmF1hcZ6QOq8MxLi5tVptVN7rNwDk8\nrbPqxrVLCUHpOq0UnMUBdZL0udalI9gNZA1UrgzNM32qPbEeadmfqwMJ3NCO0gOsCjJZd1e3tZYl\n106PdHRO1LGeSZQU1FF98O3bt/X8/PxhRXBH4vTfkNMERgoG/N75DmePCXxVvhokd4DerXaWn9J2\npKCfQODkSP7dkYMzSDeuta9S36aVgiSOGKx1+Spm9bEak1Nfujq6FQLdnuR04Nqu9eWWjmRnlUeq\ns9oOMUOnvwm4u1Vx4FmvOb10oJr+h3bCa0fijAP8uzbt6tv1q/O36be2ZZe3Gze7bUOKCaYyeqaA\ng62eL9BKFRit4MgHX/kw5WSgUHnaeN0v2QGUFEjqujoDVTqD9GS2SvddazDSbUM7sEZdq4M7SgjO\n4oCSJEffDWoHgB2w34He5JRcoO3sMA1mgkk3C93tU1dbK+kAvyPYzhl37WVAPZOkZwpqTLrtQ47M\nabrUZ8meKbsgV3K0L9x42OXdjRsdM+4abSgBfT3H62mFQI8ziGtH8i9OtwQWyYYmvrXAvMYoB5Zd\nPVKcreu64sF89HyKm0pKtb6uTZq/ltOtumo6FYLDitdni8fObjo/lWJyEhcr07a3FLecT9r5sx0o\n7+qfdNH5aWc/Dpt0enETh27CcBovRqRAB7zue9XKKCjVQwMnD86SOmXqACyAvdayW2QSQEnKrGva\nPpdmQhDoZF2ASoGz7iFp4lYpJVkkBarz7uGqMwr1z2DniJUb4Aw4LmgwnWP9d3d3H7aFqO10wJ+H\nA5OODOyIQee83X5ajhu2z/UBdZbS3qLoSkHJjx8/to54sv3r4eHn/68QDDnwo8LznQ3vgmMX5Hgf\nxw2vc4sK07k60r86n+t88I4YnMkO09hTIJ224dB31fcE0Bj76lzyrQkwJZ/QxVhNy9ia+nJX7kSv\nbtKPKwUkPmksMYafiRhwa5bzHYyPO6DN/uLqrOJFF69VnP27g/WfkgLXJuqBebjt3M43MS9nN+oD\nNcakeERddtKSAqeMWikoUF+VIjjlSkF61oDLkqkOBbTW+ufAraX3eu971+nJ4HTFwAVjBiUH7Cot\nJc1U0bkmY0xESgmBIwb69qeziwsw3Z48fd7DbWdLQIVlJofEQLIDLZxFJgHgZ3qL1WSlQNvJ88lh\nUc90YI448NpZxM3Q/vjxz1cPv73515M6QsAtRq7P1Bft/GIXjNXndH2V8ub3NCbS2HHEwNVZ68Wx\nMyUBHTH4XUjBDvwouOb2HweoXewroV9NIKqrf/lr/azD7f0+0oddWpKLI0Ql5Z98qntN+xlk55d4\nbndUOrVR2qDabfKRjE/Ojh3J29UzXXdtZ3pORrKutD+Xl0tPYrB7di3VmzJ6pkAbpQrgrHU6dDZM\nD10SSqIN0Y6tcwTmHMyOYZEUlIG5Dqojga8kNEStY2pjfefKAAlAfX7//n19//79AyE4oxOiJMDE\n84lkaTDTVavKI5Wp+XIA7/q5rk0PTZ9WHboZ1VQn57zYptR2V79dm88gDqCoPbnVno7Y8bdbKZiA\n926MK+DS/Fw/O6I7DZIdQEogtvPLOxtPQdH55xQHzibOd+g1l04n5Bxg6fLsAFMnycfsfKGzAYLC\nsvXKryMnri7OrvT8rl31yVX9M74mnJNILjbuwDZ3izi/UX3x9vZ24R8rX/2kJPvt4lySzrYdEd75\nTuppGkdpn/R9iRSonndy+EFj7UA3ADpSUJVWUjBRhnNWpQwHyLp8qVB3vQs8dE47w2Q7CCR5vQ7+\ni7Tqs8iAHkUMODtxBnH93w1Qd47OSFcMNEC68o7U0znDLr3WSckLr7mZM+okgQHXhmkwT0FTx1k3\njs4SBJ3udcWpgP63b9/ej8mKj9tuxL6naH85HetvbnMgodP7XTodG/qpZMPVh793Qbnzt4kYMF0i\nBNTJLcsOUKf0jmiWrbl+dPlSl8QDKjvwv9bHN/qx79KMPW3J4ZIEHNUuHSBLJETLYzvrnNvmW7H7\nbNuHChtO/LwjkFwhSrrR/lhrXUwCq+1OhPk7EuLS7drC+xIJmORPST65xsuOCPzylYLampP+c2Cy\npYUP3HGlgA5nwpTW+jm7r2yeyuN9VOhuFoqO6eHhwTrGI+B7Sh5qm1bSayIF7q/azyI73U2u755t\ncSDm2jqm2QE6FRID1pPjrgPwtH0dF11Ac3mlfNNYObOo3ynRiYl6C9Hr6+s7IXDPgiRywDcRcXZ/\nrf3MmOtf51+7flO/p3VwhEDHDQkx9caxtQMAPPT8jhi4SZ+zgLEdKejIgbOB6g+dxXYkkbIDF8kf\nuLiatny5T82bgDyRgZ2NJl268lz76cPdfzapfz+D6IqMszn1PZ2udlvFXL6J6CVJgJ+xceefeP8U\n8HdjZeezHWmdrBK4VdOpvg49aOz2/7uVAv6uCnP1IDmq+l2SQI4OXHetuycB/44YqCMt5dIZpXon\nSYPFkS1HBrhKwNmKM0karAlg6HUHtt2zLWv9nEGb9GXnJJwDZPAom6pZZ/emrkQOtG4J3GndO2fX\ngUeXrxszXX63LuVndJxrP3QPi6ftRLs3EWnQ3IHpZIc7ouuCpJ4vW3XEQK+5wMfx09XFEQE3a8yg\nmEiEW706gyTA787tCATvVeDs8p8C2s4XpX5UkKPXnI8h2FS7cpMu3Pac6uzwA2O+5pFitsNDuwmd\nWxOuFKT+qd/sGxIC9SkOFKvN7EjBTsfuviO27bDervwu9tY9qrcOF5ceupUCfe6wjsr7l5KCAjFa\nAPe+E8i6QVKzYtXItdZFxV3g6MAJz3fpO2fphIGvzjnno0bdlcffpWc6l/rk6sAff/yx/vjjj3dC\nUH9YVuBB++IMkoKSA8cunaZNBIHXjhACVy8SgLu7uwsSUPnWoTPFtYqm5CDZXNLVru5d+uSIeDDA\np3zOIOrznINPb5Hq3i7FVdT6XgGSs/W7YEPgXcKA484zT5eW5DaRhSSdX08kYAL+d5M6Z5LUHup0\n0nZOqLktLrs8dkSwynFEoOtT519IYOqTPr2u6Wz2VCbtVR3tyID6b6evWxWSgrU+/kN5iesj9Rdu\nskHzdsSg8tXP+k6sxjQlbutRIsaU5I+7mOzsl2l2ZXKFYPdWO51sSvWjjN4+pIZPNqcz2umZAm4b\nKgCkHV1lJZCflJRAUAd2XBu79vN7Wh2g8bo66nnmz5lh1ZcSgyIEbtuQErXn5+fYtlsXFxRKkg2Q\nDGgQIfiaOAbWg+fdEqsSNTq6Gl9cLUgEhtLZvqtjAoRHDzcrm1YQblXUL5GYvb39/COz3QPFtc3o\n+/fvdqVAV4wcuE2ALQUplUQYNK80ZnTsqE7StiJXR1fn+nT2NCEDbmXgrIRgrX6lgLahExP0U8mu\n2MfOHlwdHNljnyqgSSRgSvASKVD/vdZP4DcBQ2kMaJlpcmk3GXo2UVJQnzUZRoyY9KZxt3yH2zap\npEPFAX8lEYk0aNqJDz3iR7q0OplyRNJY6ojBkZfiUA5vH3IBsa51byDidiIOeredaKKo3UqBA+dU\nMPNUIQBLTkg/O2Eat00k/R+BrgzwvwkcKahnQs4qjhBM0qrdqv0yiDoQ7a53ToflqWPguEpbhjoi\noHXj7wQgOjt1QXxCCHSGp/I50xYOFzyKDLy9vb1vj3ROerKdSJ8tUFJYQvDe1XM6HjQ/ZxOODFTw\n1vIciHRB3aVJwHF6pIdTtaxpTLkFccGdkw9cpSzh+KRedAw7+5iK61ftJ0cKuhUCzbOLxUoEJrF4\nIo58dPE6vXXobMLJrbUun7HS/icBqHMkBC7+OhxXNsF7HCFY62MfqpC8OJlijKrfLu2RMcV2Kxlw\nrzR3hEBfnz+Rq94+5BqkQHT3fwVupWCtdeEUVCGqIHVWXGqqT+Y7JQgqqZ1aF/e97tndT+fCB4TT\nSkEiA+m+M0py9mnQu3uSc6ct7Bg2y7w2EDk76dpTZbG+CYDV912wTCQgBXAHxFTnZwBiTpxuulfD\nOXKgDyTXGH98vPyzx7V+bkdLs57TiYmOKFLUf+kqwFqXM14d4Ncl6+SD1X7SfzZMCIGzy10bb1Hc\nbGm1m6s0pXedXKA4vZDgdzGMn7s4zH5NpI7f6/4urtL2jxAZtsPhm8nkXcI8ZxP9f6j6LL1NJ5SU\nHLiVAvansyVn0wT6iSTwd4cBHabbxWeVzv9MSARjjfvfm93bh6Yy/p8Ctz+uGlQdW1uDUej8AAAg\nAElEQVRWnp6eWmLgSIEGBRfg+KkK009njOm+Dkxp25Kke3SAJOdFvXJmgfra/TkcZ5Yr3dkkAZ8j\nbD7N+lQALdtw2394/9HAM63XEWczsfXKo3NOHQlIRMHpRvM6smz5VxY3+aDgiXs4OYuzO4oQ1FZL\nfd2pzoQ5XWu96jwDYefraDd6vwL/DmgrIFhrWZDq7p+AfwY391C2AkwHJM5CCiq4E5iUDtb6qVcF\no902GgfsaHcJVJEQJELmfIsCl44QJFJAosPYcI1vdv43xQs3Cedi8u9CCrRfS1/62m/agLM1pnXE\nYK3LrYtO1F+7WJrOp3xICiYEQevc+eqdqM6mqwT0i4+PLdS/kPErSQlYddZorY8rBXpUxd3rxrTB\ntae6RAlCpyz9nhyKu1eFjNN1dhcU3T3qiJ0hdEuO/LMyEoN6uNgRgjNvH0qD0c0gdQGCuipb0e8K\nbFJAdTK1y3SkNh/RkQOJrKP7zsDcLfOzTSzvTKQgyf9n702yJEeWo13z6DLvQjjgPrgSTv5NcMAV\ncVPcAlmV0b/BPRL5ubiomiEyi68cAT0HB3A01qqpiqgZ4ATBs+ldzQ7ofYL0O72g6Po9cyoVOKoA\nG6/NdDCBxTT1z3MJpCc9WyEHW3SSee5FDzn7oj1Jwel0/nlRSdIbByqVr61IQHe9IpKVrNxX2Xw/\nN9tSuula8ueJCKRZAt7zFZcPeWTayUNlMxJh8OeZJslBB+pJeMe4xHuVJB3j+RVS0F2rJJGoNAtd\nzRL4TMFvJwX+KVF3fmOMjwFyOp3OCq7j5+fnSAokNGr+BxWVclTHlGTE0rXOIFA8H49i+NQry8f6\nVMbFCYEvG+Lx6+vrWTm/yvKh5BySk+O9rktuiEgOaPBooJRO5TjTQP4VgLNab0ZXWGa2RWobr0si\nMIzoOXjzevq6846UX6sQOBFIeVsl400i4P9lQOM+IwUrToZ9vkIQEyFYIaypfSpwuTI+qrZcmSng\nuPlM2a9BnNx0ZI3nk1/0mRyml6QCROm55FuT3Rrj3HfST1Z+vbLjGi8pUOb3u56ntP23R/8TIaiW\nD+1F/yRp9qMiBBS1n/vVFfvWBTSSJECf0p/Z0pned3gk5dPd4/VxQrD6crHfxz6Z6eISKdCSIP9/\ngQSWTqfT2Zdy6BA5TUjA6tGiqnH82A2+76vO7DqS91VSORwpuhtaOrpuTeKMEPg1f9dDBpDp7EFW\n+s11kYa/M/RsMxGCpFczRzIDOx2QSaDbgcys3quGZmXspKitl9+JAfWb6ewlSpYANn9XMwXdMiIS\nA13nuBbpZ3+mKfPKbjkZdOl0YRVQ+xir8nT9qvQ96V1FnKmTTmaZ755IgS8fkrh+JCDMa5K0PGwr\nMXB7Q3tZAfjUR25HO1KgvQP/tNSZbcEyz/SC5U1LhlYIAd8N2osOjnFJCtRWDvZdNEa3+LEZGajy\nrMb+VmLQ4cKZ/10hBZW4TfwMIUgzBb+FFBCMCvA6KaDc3t5+LBsSOeDyIRILdwTscI8krA4q74gV\nMDnrIJVD+wT8k2FmmbcQgkQM0kvGbiBpsJ6enpba69rkM/3XOSf1VUUMKgOVjFWKoFdf3khEwcdC\nB2pUBxlFTqPOgNkMCK6QGS/nGOdryVMkcq+SjHf3JaJupoDj2HWWfT3GT0LaOeHOdiYdTvcmsFaN\nhSrNRDarc96OHUF1sjor3zVLN57cdo0xLmydhPbsd49R+kHXV7+Peq06dKSg8u0JuFczbUxP4vkl\nvFD57vSFxWqmYC96SFLAtupIQUUSqz7inu1XEboE/tO1Cqi7VKTB791CDPz+rpz6PSME6Y/K0v1V\nHi5LLxoLoPoUBAcLB5tHtflljWTENXOQIj4dyElLFJLh60gBO6VzrFs3loFSGTACef4HgRMB//xo\nSlvpPD4+dt27W3EA77pKwkYdStcrUO5p69hB/UrUvQPaHSGoyI2XyaVzvCtR2uo8SbzSmhHta5XK\n6VWzBbOpX5IGAg+3sbRb3Yt2SbYCklVbV80cVWA/jZHkzFZeLE6zBSt2+FqF4Fl7bxd+8YagO/lU\nt12VdG1LcSBXgaVZAMRB9IoNdN/qeaY0vf2cGKT0q/cJuKyXswR7mS2lMCjhOubYhDqW+iXhu9Rv\nEhIDCn0QiUOySR1g9+O/ghD4seqlvfuSCuh3dpHL90UKVnzA0v8UCGS6IVLFHAzoe9u+3EWF9P8q\nUGX0ToIDDebnDbxqNDpS0EkyvqxrZci8PHTkHnEgKajeI0gvMjnwo9F6fn7+kqTA+7oy8BUx0Kbo\nDiMfri+pvzsw1AGaFO2ckQPX5Yro8Dkv5wqIS0SgKq+vF90LGJvZF91T9fEqKfA/eqz6eAbOttQj\n1cvtbaeTiSCk4wS+kk55O3VkuiMGrO9e9DD5H7YFg2tj/IzWO+Ad43LJ0UynaA9pXzw9/iYxUFmo\nG6lsqRwr/p35+JIhpsv0WA5fmpXSTbP78rfdS8dMbw+iOrGdqWtjnNeXPqGaxUlSXWc/EoMSMzrh\npU1T/rwv7Sv9ru5lWbpnE2lwfWe5Z4TA8XQ1U/DLpEDRBim9ElWm7GBWxKfPONNABuPOgw3ixsLJ\ngYOdpDhVJ1UsLikSjxMp4HFlyFwhqpkCLbXiTIHv0z8Ye135Z2dfURyoeZ8kIpsco/rGIwsJeMzA\n9irg7hyl15F19aVDFTliWl0ZZy90pgjfGOfLh/bkBKlP3p6SZMSd+K0QhEQK3F7MbN+viNets3Nb\nyMGMJHdE6ldmCvakhwKubFvpB23TGJdr7hloo41gXybykPQhtbHEjzlmuLTQ8+vsaiqH2ziOFdp4\nieflBKUbU04Kqi8E0jd3Hwy4duFMFG2S2jIFS25vzz+z/Pb2drb6RPemcet66iKdYhordir1M/NO\nWLHCkVU/V88mQpD8sNu62edHk2+5v78vevJSWlKgQr+8vIz39/ez6Kk7/Zubn0uA/LN6JAWskANt\nNpB3KIkDFS+Vd+YMkmNPCpciWgmozUAiy+JOPpGBx8fHj02/SRQqUuCzD3sxQDNJxrwalP7bDQQd\nKPuJjqzqf0+vilzOQFLlJFNdKx2nw6+Oq/KugLeZI3eAcu3iDicZd7cVFfGrDL4vmeH7BXd3dxcE\nUJIAEK91YKeTpOt+vTuuHLG3USJKHSHoiEIF7vZiC+kDGZzjuE7ASr4hgSL6CrYp8+Pe7Y5HZpWv\n9ilP6cD7+/uFPVE+qS7J/vG4AlpsM+qQ2zSW3dOVb5295+dLgvnu316Efa86n06X71Gyr9XmaQlR\nJSktnacu0Uc7nkwBv+RbeX/SLda7utaRgs4WJduY7GH1UvGMEPy2T5Iywi5wzwKnSt3c3JyBUgLf\nRApUITZgBaScDHSGaCYJuHjaCSQlI+n7SuESIWC0gYTAyYHO+edI3ei/vLzsbi1jB0yqexz8JnEw\nx43RjzRj4HlWuppAPXXL758RBJa7qxN/05HP2rAjBB1p8TqSRO1BUhRqjMv29n7tgGsFiBmNJBnQ\nONc9TmJ9vLO/U8AkSecs0zhMuj3bqOsVMerWy6Y9bbO3wQx4XJPIV7L+Y5zbOwIm+eHX19fSLum6\n0vDZCPePHhB0PUsgKekBbVOlJ+6jqwBPsst+3BECYouEKxjg7L4Q6F8e2uunwbl8iIRzjEviqHb2\ndy3SuKz8XSIEzIu+OZEA16Vk5yos2ZHPiiTMSIHXh/VSe/ln/d02puVDFSHQTMGKLVyaKZDRGGN8\nZPr8/HzR6Dc3Nx+fL02Mmf/ayUrQgDmQYCP5wGdne6cmcadRKYfEDYYrY0q7Mn5OCNgu1SwByUCa\nKVCdmd5XmyWguBHh4KsIkq7R0XnUgW1cEQMdV3rB40QGHJDPdLOKSvg1Ojq/xnI5KemWDXWAT5Ki\nttcsFSmg0EElIFttbsj1zlVFCNy5qHyJAFRkwIEP7/kdUtnDRH5nMybdTIG2yjaz7fYgrKPqTuG4\nS0RSbUibIN/hukKf6/6M9jKNhw68UxeUP38rP7dbnX76/d5WapsUXU0gVPvkX7tPhjsh0P0VbrhW\ncVKQAhLae7tXGGXWNl3/0m9X5a2IAdNzMF8Rgg74JzxaEYlkH1PUv5tNrZ4hIbi/vy/xgsvSnAIr\nweVABOskDv5vxmSKmjHwTpHBUnpJaegk1RgVQFs514GaBNKq9PhMIg8yuDQUmhn48ePH2SYiwGN+\nu5wGiu3Oqcsx/mnQt6wjuwZJA4/XugHJezgDNsblZzSdyFWbntlq6FdJbHqueuYzJJAOv4vCJnI8\nIy66Zy9gTI6ddmGMfuka763WgHZgl+d9CVECu0nn3dElopCeSXVKTo3E08XtINuvc2hJ37olQ+wL\nlsVB3R6EADf5GkoCtZxJTvedTqePFQGJ4LK9PS8vZ6cTiSh2tmUlwJB8AtummiVI6bi/nhGBRBx4\nzUnPtYvamjMj6XoVJOHSSEqlB7ymY+7HuPzTTG9zlSXVJREKxwqV/rkNJEGtxoCup2DcjBDMAkvp\nU9cdrnZZXmhEAOrLgdw5+Vv4nDp6eXn5+CqON4qMf2Kfp1P++/bOKKbzlbFx4O9lS+m7E66io/rt\nS4Y0M/Dnn39ekAIRg6enp/iJszQTwxmEm5ub3ZGCMeaEoCIGBPpjnE8xsl39vgTCqDefJQYzcWCW\nAJ/LZ4iB8qqi2v47jVnqfALEexCOK0myL15/Atrqe9IpyiO7yRkqBmASwZ05oeq3lzul0ZGC5BQr\nmzsjQukjFOmZihR4efdKCmbASW3ipIAzBrrOTX6FpED9wTIoDz3H484Ozfzv7Ly3A6XKV/dWoCoR\n37TKgcSg+gSp+2JtGru/20/8/yVppsCJAP0lx273WfUxah3hdd5HcX9Df135ohTkqGx7Rwx0/4of\nrnQ92cQqWJLuT/+Fw/+/EWbpZP3tg3FODLxj6aCcLatAIhNqNFVIxzc3Nxfgl53jkSx2tAOzxCh1\nPAM3FSmoHCkNoxtLjzrw/QHOFPz5558XLxVrlkBt7ISgikqojlteLrkWSeC/O8/rvM+BvS8P6ogB\n+5T3V+XtjrcA+ZnD/axIZ7soRBoTTqQpitrshRRoXTCXa7ht8P5JhrsiXokceIAk6Z+f91kwloXn\nV5wXnaCPB5LnSi87ADhzfEnXKkKVfITKWS1vuFapwLmO1Tful0UIRDi5BnyM86io0n5/P3+/gGPZ\n7aR0NY0BL/9nCUFFNlV+7j3/ZOPYZpV99/f+0mfC05+VOVlIAPaahXamsk/ERQyQUAedGCQd8PMu\n1fhfFRJBx3ryY7zXxw3L0dnXaix0QZLZ7DKf4xLUh4eH8fDwcPEO74q0qDFV3h0SlYEDzKPaik7Q\n+HD6jg0w6wAH3+5EvNEduLizqQCOR2FYBv52oOkDRcaEYP/PP/+8mCFI7w7oy08kA2xjGig3jH8F\ngPw7SUUOuHdSSD3Vfa7HTNtnFNxorZCB6vyMdGytu6efCDGvpTHg46ECIVWElmXYkxMUKXACyXZI\nzq2KchPQds6hIgVvb28XQIzOzcESy5WO0+9VSaAtOffk9Hx6vCKfBBW8l9IRpr2QAvrOMc71TPqQ\n/BDBKmcL3LdV/o2/U9+6/1fZfL8C/FOwbhb0m5V1jFHaNT77/v5+EWzzZUPpHQL+5nn3M3sR2hrV\njXsnBWrz9GeNjmuSzZqRqgr3dZvsti/vUpkTHljxzTNywDIm35DwbBpDTgg0O+AzBFrC73i6kiVS\n4APNHZUTA97nL9uIeTmDTC/QJedGx+JO2BuxIwUVCPJO4/Od0Uzn0+yAlgVpdoCkIP0fgcA+213p\nM23OEnif7U22DtbkANxppmnQtFTIHWHKuwJkzD8dV/X8DEHoCAHvqcBrRQj8/qq+yWlfs+h/WriE\np2qvFUJQTQUnUuDvW40xSlJAIOQEeNYX1XWms0IkqnZwQtQtq+JznQNNoLAb09cutHtOCNQmrLNm\n6QW+CFyraHkVBZaQlMkG6H4nBTNQlohBAkbJHjGP5BOqe92fJzLpYL/75+LqeK/ElDLDg+/v72fv\nYzkh8HcyvN+qLQnxXSrnjAwkclDhjJW+rMiB49BqFjnh14oQpHcJ7u/vz9J2TF3JEilIg8mnZR3o\npAHmAIuVZ4PxOaZzOp1HihIxqIyP1ydNRbMc6rRkNClJWQjYfbmQSEGaJagiEqnN9ZukIJVtT7KF\nkLkkYsA0uilQ6SqNRlpqtAUAp/GSDNDs/tU+njnnBMhW7v8qIlLgMwUOkCoDnghBt1xLe61Hlm4q\nQuwzCXrWddEd0SoxYBozJ1xdq5yYOzP+a7EDRgePTggc4KUZlS3j5O8uXg9vFyeFb28/vzxEIOZL\ntZR2ArKp7ehTHUSxDFVfpn5N9iWBwbTv7GfS41S3hFvSbEH65+I0U1D5kD2It1tFChyEcsw7uUo+\nrcNwFMeWeka6SF+VyEBFJBJOGONyWZF00Pd+jfd3gaJK971N9Fx6j+D+/j6Or5kskwI1WuXAPGrj\nDcsG1W8CCw5QVkTP6UU/d3buCL0sad+Vk0Lg19UrAXYaEX5NiMuGNDuQogtp2QAJFgmZGzuWZw+y\nAmhmIDmB9g6M81y6RoNXPTOTKj+mncgH22ULEeEzlcHRPeneZLC6Om1pi7+7cPkQI/eKxNIWui1L\nxMuBcfcyGdNQ2+rZjiB+FgxvIQEr5LLaOh30PCqd83GjY7eh/nWUaxX3oZLUjtIxEQPOFtzf34+n\np6dyxoW+JelQBcr0/AoBqPSh0n/m6/tkn9N44L3UDZKAFP1PW7ruvpnYJPmga5XkI8a47Ae3D2nW\nRV+p1NI2zsamPFiGyiYxcKdyOcHg9UQMSOb8uMIHs3MsdwoMVSTYx4YvweRWBaq8TJUsvYlKxpWi\nWylykxqXheJSDC8k0+VgZXq6j+8gVGxy5nQSo5XwfFJ8smMCdr4f4J8d9SVDHSFIzs3XK3o77o0U\nJJkptl/vjHLlUBIJoLFJ5KADVCt6WJHNihgo7ZX26QB+d6879WS0fico/TuKZgrYDgRccmTVssYE\nlrkWVF9zq5yDkwLmX81wde0/65dVoujnOhKwEkiqHH+6vyLUvqVPJl6rqK4V8aS4jr6+vn7MFPgL\niMm3cXaf15inAw/tE8ivyAABTGVnZsSAvrgaA+l68qtpKVAC/+maL4PhviJY1yiOtSROCHSP+jPN\nvDw9PX3oY1p25TpGHZQk30pCwLFRkQEnBo6n3Ocz/Y4UOC7wccGZUrdx3XOJEPj/gCV7OcOFyy8a\nS6E7Y0/xhlFBuBSInewKxJemUuV4H5/jcQfSvJxbhQYlTTfyj8jSOwQ/fvxYmiVgJOPt7S2+te9t\nQ6KyB6nI3SoQSuSpGsietufTEQLPuyICnSH1dD0yUbVNqm8iDx2w9zInUOqg1Z9N9dmDiBSwPTxS\nr+t0BGw7guEU5ammkHXsdi/pzEy3vZydfEY3VolBB/pSOVzfCPT4OwG+PQVIPLjG/pSOyA8SdIgY\nyIe4vrk/9vZie1ZAv7MXKwQxpVXZGh3rt+u+z7CrnUQOO0LQzRJULxlr7/n5eJvhkWuRZBMkxHp+\nT/WOxvPz83h4eLggBMyPNtCvpXJRV11WiAFtjPJWnfRb91VEoMME9AOVTUzPVP7DCUFFcGZ2f9M7\nBWoMRheqgo/x89OkfJaAh9F/Ffjt7e3i5TM1wNPT00cnJUXTvykr+sbnqTjuvDrwlgxSmh2o3iHg\newR6d0ARheTUkzGagXx/fm+OcAuodnFDnAaop5nAdLonGQL/vQXMz6SqXyITySmxzjPj4+O5ulaB\nsD0RgjHGx3+r0GZ0ZNQBmxt02rX0JR4HQ0kq8OWEgWCPulERgwS8PgvyZja2qlNnn93+s8yJDOzJ\nFhJw8YXhm5ubD1+byCP/LIpfKqHP5P/cJH2+ufn5XpWE77tU0U5JZVdWCIbrTuUTXJ8rguiEoPvS\nEN8lSEuMqF/JBugcVzVcuzjx1MbZ9DEy+fK21uyVcJOTQupd8sX63eG3pHszMkA7KR3v7P6q/+/s\nW+WTnQRUf1DGsee6yH7opCUFHnlPe68sHSaX/bBh3VFx0xSnXoziV4l0v95ml/DbwamhnMR4h1QO\nuHJkNDSJ8frUGP+QjKTAiUGKPPDrQw40vCx7dYSS5GiSE6ju+QwQr4wQ054ZgSpSMEt7Jb+qDKks\nW8hAFa1OY6LSvz0JSQG/5pDGZWUXExFIxCCBaabFfNg/JAMs3xjn5NjL6/qZ8qlIQXoXoiMFzKfS\n+6R/Dvq9bK6PrpN7WT6kuqflLvzMqNrw/f39jBjIf6YvlTw/P58BI7b1GHmm9v7+/gL0Jp2iPs30\npIuYcu9C0MYyuD5US386QtC9ZExf7uVxMPkZH/R3FPW1PoQg3SOA94BRN/vCdwv8Qwu0bY4xx7gM\n/PkxI+YSkhcnBpwZYPopkFsFglb8cKXn6b6bm5szQpD2FTFIfdDJ0kwBHYA7iTTY1WECzW6kOEjS\n8hsRA3deTI9C5dLb1/zjhru7uyXQ8xlS4ARAe041khRwqZArTjVwPO8k/rzy2INUA17SAXK/Lz0/\nM9QrhnyWd0pnCzHo+p3648a4IwbMN43rznhp8/z3PlPgXz7zenp76dwKMUgzBV2UvQLrKpsHYZwI\npP5J5fZ8unxnswSVPfX6pL3uJdBKvmjPJJUzBfKHAk8+g0IwRF1NUUYCCqXPtlYaiXwl/edv7Sv/\nm3xxesbTpMzsY5odqIhBRRDSF4bSl4Y8X5H0PUk1U+B9Rb80xuUf2yqQ66TAN4L3hCWVF4VlWSUG\n3n/VsZ9Lz6Z7WK6Zb+U93UzBFkKwEiDZl6ZeoewJOB3yfyuf0Z2/St8OPT7kkEN+l6wEYg7Zvxx+\n5f9eTkejH3LIIYcccsghhxxyyNeWY6bgkEMOOeSQQw455JBDvrgcpOCQQw455JBDDjnkkEO+uByk\n4JBDDjnkkEMOOeSQQ764HKTgkEMOOeSQQw455JBDvrgcpOCQQw455JBDDjnkkEO+uByk4JBDDjnk\nkEMOOeSQQ764HKTgkEMOOeSQQw455JBDvrgcpOCQQw455JBDDjnkkEO+uByk4JBDDjnkkEMOOeSQ\nQ764HKTgkEMOOeSQQw455JBDvrgcpOCQQw455JBDDjnkkEO+uByk4JBDDjnkkEMOOeSQQ764HKTg\nkEMOOeSQQw455JBDvrgcpOCQQw455JBDDjnkkEO+uByk4JBDDjnkkEMOOeSQQ764HKTgkEMOOeSQ\nQw455JBDvrgcpOCQQw455JBDDjnkkEO+uByk4JBDDjnkkEMOOeSQQ764HKTgkEMOOeSQQw455JBD\nvrgcpOCQQw455JBDDjnkkEO+uByk4JBDDjnkkEMOOeSQQ764HKTgkEMOOeSQQw455JBDvrgcpOCQ\nQw455JBDDjnkkEO+uByk4JBDDjnkkEMOOeSQQ764HKTgkEMOOeSQQw455JBDvrgcpOCQQw455JBD\nDjnkkEO+uByk4JBDDjnkkEMOOeSQQ764HKTgkEMOOeSQQw455JBDvrgcpOCQQw455JBDDjnkkEO+\nuByk4JBDDjnkkEMOOeSQQ7643HUX//3f//19jDHu7+8/toeHh4/9zc3Nx/b29jZeX18vNp5/e3sb\n7+/vH9sY42zvx+/v7+Pm5macTqdxOp0u7tde13zfiZ73vFOZUp7aq07az857+VK+Nzc34/b29mK7\nu7v76Ie7u7uP+06n03h6ehqPj4/j6enp7HiMMf7rv/5r3iB/Y/nv//7v9zHGhy5Q725vb8/07fHx\ncfz48eNj+/PPP8ePHz8+zj8+Pp6108vLy3h5eRmvr68fe9fVJFUfSlxv07O6ro3PdOe9HdJ5f45t\n5uWq0mUb81kes/4cLz4W/+3f/u2qdfB//ud/Ljr57e3tw769vLyM5+fn8fT0NJ6fnz9+U7d0P9sp\ntd3KRlm5h/elY993G+vAOuk41TGlUYnruvSP+lbptf9m2cYY4//9v/931Xr4H//xH+9jnNsQtql0\n8Onp6cyOjTHOxrM2ty2USk+5p3hbV7aT6XW+eoYN3I7yONlSt2fa393dXbQJ28mvVz7ZMZLfq3TH\nGONf/uVfrloP//M///Ojc5M/oy2Qj6WvfX19jbirs0G8j/n5s6lMft59oY+BtE++dosfrnTydDqd\n6UjSMd/u7+/HP/7xj/H9+/fx/fv3D527u7s7azPiGbbdGGP867/+a9TBlhTc3d197F2x2YBUgEQO\n3FnQUHlHVwpQyWcIQcp3JT8Z4Nl1tQ0NV2UE3dGl8rkz1SYDo3SkQK+vrx99tQepQLQDc+qeG6Bk\nlFxnE6hR2lv0aqsOfrbuFVGo9gkAVEYzGWvpXDLAs3F67eK65sfVOJ0B9c+2XeqfGXGoytvVY4UU\nrBCCquyrda18QqWbtI970k05d/oYtr/7Xl3vQLLSk3S+uLqmsjnhS23vaSabk8qSylCNn5m/3SLd\n+E26T/9cjbc9CUkaSYF8qvzu8/PzhW6OcelzKltE2dKPHbZKRNixW7q/GhdjjI++577y46kuySen\nc8/Pz+Pu7m68vLx8kAn3yxrnXrdOlkgB2TIjMWycZJQEwNx5VEa+K2wHzLYQgtQos/z9mZQGFYkD\npCp3Igsrjj4NFHW8lEJKskdSkCLd7hRphBSt9dmAigwkx6Y8PutQEuhe1VXtV7bZDAKPU1mSEXSQ\nJQNX1WuPTm+MS/KeAFICxNSp3yEp3+ocn/Hj2bOzze15Gjuzcm2pb1cf5qG8E3ndgzggHuM8KOfB\nON2r57oZQ7+36rvKD1EfVso/RvZ7s2dY/wroJF88s7nJnlX1rcZ5tRqC9+1BKptCnSQOlC+mfo5x\nCYCZZtLFqo/028vyGb+dfNuMuCb9UzsIh8l3cnt/fz8j5gn8v76+xrqqXRWwf319/cDsul92cIZH\nKS0puL+/H2OMi6kNn8qVshNgCYhVUaVu8K8O3k5BuueSzJxHZYD4uyMGVTmSURSGP/gAACAASURB\nVOZx55Dd2IsUsL/2IA6O05Ky9/f3OCuQpi59toB6W+nnqmFxZ7JCDFfqXG1+jy+lSG3mz87EDVwi\nBknP9yTerzz+zKY0uzbrrnfproDoDuCtgqBu7878V3VjVp8xfupnapO9CGcKWG9fqstILCXZkM4X\nJ7CTfNCWNtc9bkM6XanOJVJBHdgKCB2UbRkvK8vn9iasG/vCfbGTAgLkarbK233mQ5Ouzvq/uoc2\nunpO11Pfqn70l50PV1ormFZldlzDGapEOlb1ryUFSowggwXjQFBnOxtcmU6uJDVQ1XCrIIedmJxz\n54SdAKRy8t7q2qx8vLcyOq+vr2fTkxJfC74HSeB3jHOw6rNTFQlwIpB0szM+q9cqvazq0q1JTMC+\nWv8/u7cySF7urh/U9lt0+dplC4h2cEBJpNHz0H0V+J2BsWTLVmzuKpjr7iPQq/bVc/476aiDhGTH\nq/bYgzDSrLbp3t1L9sODKrSnHUDq5DP+vQL1Vd4+PniuKvdWcD67lq53459LR8YYZxjqmiXZIs5M\nJULw/Px84XMFmseo/UsHnlN/VPeuYETvq+Qvq+OunXTs43GMEevvZTqdTh+zKyobZwr4vgGfYV6r\n43OZFDj7UOdy3Zgv1aheLmZlK5l1wOxcl2blOJKRotBo8piKndqQg6UiFvrt96itVc8uGsH674kU\nJD0c42fb+LKhbpages9lxbhU17p7K+PhgzYN4rQcqHvBaUYk+HulTmrjVJ/UZkmv90IMtpACBwcr\ndq8jCKkcXpZUzu7cVtny7BZisDqOUhkSCXJiUKV1rZJIQSIELsnG6Hw1blcB/la9SkApne/S9771\ndHy8puc7AtKBvZUxz20LILs28bprnwjB8/Pzha75entPuwL4lVRYsMKNKb2Zb15Jw21Suo+4blVI\nEPguwf39/QfGkZ/X/VtnTzeTAlbalwrxZRIZKt7HSiUHUTXAyvEWctCRglmDVWWuXsDUvjJMnVMk\nIeC+A7QkBHsjBQS2NECzWYJqmq0bKEmHKgMyu39mmBJw30IIqlmCbvlQVdZK/zvDt3r/NYvbidny\niTQ+uzbsCEECv5X98uMqvySVnVoR159VYuBO8TN644BQeXzG6f7dJQWfnBSQGLh/nNkB/V7RWR5v\nAR1derN8vJy6lojB7yifE420peuayXfssxdS4H3D4Nzb29vZF9i4jfETT/L5rm1m+pruX9l3eaV1\n/um850nZ0tdpXCdMwncx/H2N+/v7ixUkjkF/mRRUFZWxrUBXAl6VVGDMz60Qgi2Ko3vcaaeG+4wR\n4XNUKGeQVb09fwcbiRyk+/cgapuOmKavDnUzVt5G7lRS/n7M3zNyUBGCz2yzZULJ+c/GiBsPv9fr\nofafyV50UJJ0rnpZ/TNpz+zO7Nws388Ck+q5RAb0e0YIdP+vkAIHZXsCXkkqUpBsPm1BtXn/uXh7\ndkB4xe+s9K/nUZWvstdVelUZP0Niqs3fTeMSoj3ppfQwBecIVhmIS/3V2ZTKb/EepjHzwVWalV/s\ndGu1L7f0O3VIz/kqEeJIEQAPynPMb8HDkiVSkDqAiuDEYBaFnUmnCCud62Wu8nAD+qvkpbunK4+X\n2Z2bK4uDEmfdfGYPklh7pX8+a9CR1JU+ra7NDI6f53W/Nz3XpbVKEj5DCmZ5pbbwcaRzWwHe31nS\nWPR3fFYDIbN8VkFReq4TB+Wfscuep19bKYP/ntnJKk3ayc7X7EkPK1KQZqVkD9K38gkaOp2gva3A\nbxdocdkSSOhsdXqmyq/SjS3pV3mukIM9+WIJSQFXjHSz850kYO/+jNcplW+ubM2Kb5yVM5WZ5zlu\nOH4q/63nZjolQuBkTISA/1/l7xesyqaZAh9A/jJJWtc4AwedAWE5KtCUpkNn6aX0k8HgtRlpSHny\nfnamp5/KXRkwKsLt7W2cntybIUovZ7EdZls1m8K9ZJUYrJKCVUJQPZ/uT+dWycAKKeC5mdFM4/yz\noPMaxAlBN1Owpf7d/Vvbsbt/xY7pvln6lTNM5ajSm9ntme3t8uzOXavMZgoosgv+8Qn+1n1j5Lbu\nxn23dbKiWxU5ru5nHdIHUbp0KiI5K+cKIXAstBchKeBy8fSlP7aNj3UnkTr2JbG6zn0lfyUpkHh9\nOHZSHWdpMc1Kp06nnwFhLU3z2QK+eKz7fIXFTFpS4GDTE/5MJHYVdP2Vwo6qOs07e4z+heKK/Lih\nrRS8ApmeFqeTNOh0r+5nf+xBHGQmA7yynKNynGlwz8riv2dA3++t0kjPbAH5fxUpWBXdvycHOMZl\nZOxXlg1tBQkr9orXKju0cp/n0dlGT/sz9rsjBV6OFedKoFHp+jVLBWo9ACVC0M0SeLCFbb1lCdyW\nwMqWdD7zfLLnM7CVXgROIHYlvYoYEMjtQdROyff6DEHVlhIf8+n3Z4nB7Fyq12exwKokW6zzTgI6\n/eL7Bf6fBfpTs7u7u80+eZkUcC+pXtpMstWRuHJU9/8ug1SJp8epnq5cupYIAdOp8qocIhWGf2rB\nwcMBugdhu7ih5QCZEdSOrK6SRD/3GVLg9/NalV6Vx1Yi4fXpQH+n0939adxeu6TIWLeEQpKO037W\nTjOjXgH9ZHsSeKrymQGZmePspNN97lPbumNleXis8u/lU5Aulf87nU5nAKEiBi7qawHljrAl+asD\nAr/i7328zYCXg9ktZIAvGXPbix66PUyz875sqPJbbOPOX/k9MwwpqWxFuu+zhKAjK7M8eY/r0hjj\nYuZLesv0fZZAxGylDC5LpMATVkW65RmpMKsF+93A/rPiiuuGwhVHv0+n05nBYRpMt8vTn1H76hyZ\nopyfk4K9RCVc79wAd9HbCqTR8Kwag+58B9Z5T/Wsp9Olu0IIVp5P93fSgclUn70QgjF+2kJ3eJWu\nrRCDiqRSkj3o9pRkn6p0Oqmu/8qz6Z5qHHSkqyqXxB3onsTBDv0PSUE3W1ClW7Xbqj56+T4rFcmo\nfG9VjhUgTzDftY2PZ6ZTkQFue5Bq5jQF52Y+piMEq77VhbZ1ZfyvYIDKh1f3dfensduRVj6XcLk+\nT3pzc3P2nwWn0/kHblbK35ICRpoTMHMFqIx2B4goHNCzeztZvbfKy8uU0u7K6MaZ93d5Vm3kTi7l\nx3VjfL9jT1KRgUQOVmewxtg2U+B99BmwLqk+D5gMygqQT8dV2qvpdOcq2RMZkGjcSf86kJpsRtUm\nq201uy/l0QGqWRp+nNJItjCBxpnMSMGKJF9CO7xHnexskS8dEiHQtdTm7NMVMMbn0u+ZfqT6rPbT\nr9g9SgXwOyyT0lghHHsiBWqXRAiqIHHV9zpf/adO9b5cSmclwDLzzyu6UqW/BdutSqdbY4yL9ud7\nHWq/6t3bJJtmCryALMhqFEdSFcwH6UyR+DsZrs84gxQN8Gt+z6pDXWFsvJbKkfqFoEWKsTcDlAbF\nynsElDT4K4Dj0oGXpHsdGJ89v+qQ07mZ8fNnujpulY7YX7MwMiZJdsFlBpL8XhePIPnzld1Zaf/Z\nvZXt8rp8xkF7Oqt6uZKWyrXFH12rsM4OotKXhtKX3JhWskHVd8/Tc2n8V/pB2YIbWJYVW9sBSpZ7\nRgi6+vgzJARa5vtV3imofG+S1Dfdf+7oGe6ZVkp/pi/pWsrjV23JVp9a2bOKIKQvP93c3Hy8jOw2\noJLlmYJUuNnXhrYa+Bkh8EaqrjvY29KZCYSvMsRKAT2Nrkwz0Kfn2DeuIHt70TiBr26mgNc7sMbj\nqj9cz5Lx8Lf70/0z8N/dm+7r6tOlzXu78Vk57Y6op3v3IomYdve5VDqWzhOopPxX0+7K9xnAnHTC\nbZ6XZ1a2FZ3c6kwTidqTLo7Rg3N+aciXDaWxXfkcEoLKfng/c7+1PluIQSprdTyzpzPA5Xl3tjER\ngzHGGTjbg/g7BXyxWEHimVS6y70f87mZH/N8vO9mfp2yiiX9nhkeXqkDMY/S93NOzPSOAYMC7+/v\nS/rXkgJ+2YYF9Bc8V6aKVgxF16D6TeHaP665rwZt+l2xrs6hVEajOlbdunqltklAQHlKEXSOAHhv\nU5WSFXKwQgiSVDozMxwrDnYlvyTUi+p4Nb8u/8qJKq/fUZdrl25sbwGc3q4OIngugYzfUf7fJa6D\nyeZ1dn+Lc+/SqcjTnknBGDkI1n1+tPtsMdNMJM/vTX2/Bdi7zMiup93Zv2SXO5lhhsr/8lrCEPLR\n2pMkXLv4OwXugykr5Ezgf6ajM5uxpd+TblU6PNPtdN1tVnpPx227g/5Kr3TMT91X73akF7472UQK\nXLlZmNUMZ9KBnNQpyjspTpIK4Ou4Wi+cBn+VdmVQKuC/Wt7k6GiMvU/2YoAoHUFbfY8gOdNOkuPs\nAMqKo0yguwJVyXCsyEy3vC5uhGfPV2N1jwBsBZgnu7El/Wpbybe753f3xyygQb1fIQQzHV0lBDy3\nYq+vUTpQRGAlQqCZggqEfSb/VUIwswkd+EpAbcXudfhh6/0dsXTf635IS4UcM+3FJydSkMaZj/Pu\njzYrUpDS4t6v8zj1WyXqT9c9XnNxP+5pMc1UJ+oK9ySQrmOcfXLMWr3jkd4PruRTLxo7MejAysyB\nrAzcBJzY2Cm9CoBz79dmW7qP+XXgbYUQdICX11xZEinY09eHXFLfVNGKzlHx3Oy+NKgr3Z4RA3dy\nHTHg9ZkOrjrOVMcKLKy0Szr/1WQVdM7GuOv0ZwnGr5Sxk6TLq3lUTr3TnU6/V8bNXsiAJI1ZSjVT\n4HYr/aFRBdI9ry5w4L4vgXzPq3rGj1MbVLKiW6u2a4UMkAA4IdB+j6TA3+VL4iSgIgYrf1g2IwQz\nW8I9z7uN+YxPrXQ8kYJEDFg+nlvZ0oyNE4NVfd88U+DOqjMkbJwVAJXEB6DnUT1bne9A1xgj1q0i\nBV6+lP6qQlUG0+9xMMh2dOXY29eHKLNBMpMZOd0CrKgDKd2KECTHt0JmV+rJssyAxIzw+L1d+l9F\nUh+s6l9lK1wqsLuS5gyAVeVMOlbZw5XxV9n3FV1bdch7A/4rUgEngStfOjQDU26j3GbwfMq7AlqV\nD119xverY4IgKIGrqhwd6HIi4LZw5odWfdM1CJcud5iHYH/2daHq33crYlrd00llU5Ivnj3j+Vdp\nvL/Xa/k9bZ8toO5VOsb7tE8fX1EaM2K6TAqqQnnDqKKpwT4DiMY4V0A2ZDJcM5kBqc5opGtV+pXx\n6tKu7lt1vtrSlNE1S2oL/l6ZvkxpuawAch0nsK99IgjJgej8irNLDta3FcO1co71rUhOMtR7FrZ9\nWmK41dmv6l+nk+l8pa9b7uF9WzZPP6W7RVdSIMn1vLKxXo696KjXyYGSg7AOaFX6xrFfEQJeq3x7\n5TdnPtTrmmxvupckoLNLAkYdyCKIcuwzE9e/pMfXLokUsJ30e4xxRlK9Tf2rOJ2eVoTUj/15+scV\nnaoww4qkPKhvafOyOIHw5zsckGYLSBZWdG9p+VAaYKkiswFbASIdJ+kc0O8GJJ3BqpxdxSyra7w+\ny4/3+G+yPb9OprgH6QaBD4hkuGcOwvOpykD9rkCdG650T6Uflb74+eTQZvKZcTIjBL+a/jXJqg6u\nggaXqv0UOUoAd2Yz0vnuPk/Lx9SszpXDVZlntt7FQWcq4+r43Yt4G7qtqQjBCoDi9RVCwOsrfu53\njBOdT3m6vlT3rBIC/y2wtjJuZr7k2iWN9aSTTlJ5rTpf+ZdK95LMfGl1fVbHLq8OC/J3qovsLD8Z\n7PrnxKC6p/pMO9PoZNM7BR0YWG1oPjcDz0q3An1bDd3/tSRn1jnOdH3mhNO5va1fTNKBFl5fbe8u\nDz9H+RW9S6Am/e4AYWW4tparAg7pPi9fl9feyEKlX+meled/tRxdubp70r467sjAlrQ6Qi2pfEyy\n+Ykw6R7Xyz0AMZcZeF/9w6JZf8yeXfVR6XcnFajjtRVgV72wubWc1e/k41MdZ215TeLt776jIwXd\neU+L6VX6XgnBM8u9BadW6Sap8Czz7GxS0k/dVxHZSvc4S/Bblw+lmQLvEDf2K4Y/NUQl1WBlHslp\nVHs/9t9VXrOyVo5r5f4u75kRc6fI+/ZCCraAE95f/U7pe3tWaY9RA2heq5x1ekZlmEUakrFJ7VPl\n4VKVa9V5JbuQ7tmDdMAz6dfMps2OeW4GqKrxXwGnTof83FbnmYJErtv6/Vkbrd+M4NLe6Vyq+16E\nwF+/eb4CUmOs2cOUH69XW/Whh8/o1FbbkUBSKvOsDt047O7x+7mf2clrE9arw4cz8E/yWkm6ttKO\nVR/N7F+XxopvrPDpVp+qNCoyO9NVX1b9ly0f8s5O4Eb3eeN/ZkBsdXIzRrnigLYagC11SfmlPLty\n+HUH/wS3e5AVQ87r/uxKXybnltqxcrTJWFQGZItBSwZsRh68vCn/bqu+PrQK/Pfi+CirY2mmX7Pn\nZmM+3VPl/VkA09laFzq8lfr5ueQwZwBBz/A/avhcellvj7JC6iu79KsgyG3l6tffKrD8u8R1qfKn\n/ntVT1bGRpXeHu2ipCKl/hIx762WtyWf8xmC6OXrbGV1ztPofN3MZ6f00nEqVyIGnaQxyUBKJy0p\noLFlR7KwnSSD745g1oAd+Ony5XEF5Lxuno+Dwmpflc+PK4Wq0klbF8n29PbmDGdkYDboq3ScAFSf\n3NWzHAMVyax+rxIC9mU6TvX8TH9X48PH6IwQVAZub45wK/DdkubKmN/ydbRVBzKzb6v1mhEDT3Om\nW0qTxym4k3TQv96xF6nAl6T6zrv7BoIMnZ/pTKVbbGcuW92ie1sCJVvOuR1b3T5TlhXZyz8aU5JO\ndv9HwHtJFjy9lM9n9KTScZ7z51Ztkp/fgkGY1swOdmnM/AVJwaxuY2wkBay0H8+kM1AzYYVXGFdS\nxA6YdcTAvx+b7vHjpHjpeV/rWKXp00CrBmwvgMzboxrc6f4uzeTQKuDlzybgm/RtlRB8tq9mANzB\n12cA+wohqAjvHnVwjLycIh37/ZVuVuO70skZoJvpcKpbZcu8Xi4VGejs5goh0LOzeyoC6+f3IAJQ\njMC6VMSJbZN8zBbQXOnZ7/BPPrb8eKZXXFbGGSM9s6WMXZvO7l/FGdcoM583e3b1fZdfaa/KhiXS\nuooZVspHe7OCH5iO+4yqXbu6JTzz2/68TI3nswMVOUgy63x2TMWafOCmgdkpKaetZuCla3i/nu7R\nvvpMpte3artVA5xkdXBei8wMenIckjSYmB4/3dWBLqanc4mMdoTAy/G7gHPqa5V/xfF+Nk/PO7XH\nXmR1nM7uH+PSaawAL7cl6fgzwMzL2oGwTipHOGuTCgCm637Ox1AaU1uA3zUISUH3CcdufCZ/5D6G\n1/jMqr527T4Dgf5MVwb99vqmJWRb/EhVtrT3NFb65dqlIp6d/9M+/YnZlnaZ+bZ072f7nPVNOMCv\nz/R3hoMrezcjBhp3p9PpbPzxhePVtl4iBWOMM0Vn4VWwKiO/d6UjO/Du96wCs65BZuAtlcENAo9n\nztzXqfPNckpKy/NkWTqCswfZAlK65yonVpG4LbKiXyv3V8fJCHeyxYD6c1skjUXuv5q4zevaM+ml\nR3yq6NbqxjJ5vn5c3dNJyq8bryvtQkmAtron3b9Vn/+u4qRgy9IL7+8ZmE/+p5tR/SzockLXSZU+\n9akiBAROVRl9bHne1T1VXbfa62uRVTLgz5C0cc80O1m1GzN7O9PNz/jMTo9X2qtqn+rdC69L5TdE\nDH4LKdhiUCvHM8Y4YyneaAkweeFTmt06tS2koHs21cv3K0a0MqzsLImmeTpj3ZVf7c0p0z3JzOFU\n/VcNmpmOVwYo6eQMgG8hbd6v/icvsy82pHKxzaQj1f1e767MFSHYk1T2wO9JurdVVkB/dV9V7qpO\nXX1YnqpMfk8q30pd+Xtmu1lWlj89uwpMr0Xu7v7psp0UsB1WwIPbwtm19N1zb1v2TwWoK1nVU69L\nykO2jUHN0+nnsiIuL+rahyRCG9OQKC/XNwd4K4DsGsVXYiSMNcNis3bxMb9qY6mTXPmyQgw838oO\npXNuAyusmsC/tvSv5JUuzTAosebsvZbldwqqxnOn0jG5RAi8wVYViA3JtKp3CbYobLVOM5WjMqwe\nUeE0Dv9cgm3jyl4Rg67sagM9c8ivTyEmnUnprxj8zjFUxsZ1s3tfxsuldFJdK+dYjV8Cr6otCMZY\nhmuX1OeVTRrjZ9vqXu47mRECn2XkvX6c+svzqXRxS7915MTTcR3nc8nxpy3d62n7zPZe9PD29naM\ncU4KOGYrgOI2oPuoQlqPnP4QqbOfK5ih0s3uXBpLfi7NFDgh6Mo+IwfJrzJPlrkDcnsQYg799r7i\nvd4mTGOWx4pUuqgysj9XpcKNfi2Nu3Rv8un07dVW+Xsf304EtEl3Z3VfmilIDcHCeAOsGODq7XRn\nRNWMQPWHGO6cU0NWQCZNaaU0vEPcoLphdaP6+vo6Xl5ePvbuwBKg0HFHCji13EWCr1U6IJ8G7goZ\n2AoYOkBc3b8C4JnezGDc3t5ejI3V8qS60uGldLzOFaCs7tuDzPpMxwnAjlEvOViRVT31fkn2mWWt\n7HuVZpd/qt+qJJLjIDe1q9th1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+W9ubk5W2IoIpDKR51OdsWdrusuz3czBQk8ONH1IFBl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LJPg0otfX14v1e5LEztf6lQFwsKX/3t4+vkRqrY+PxWuRS16D0pwSP5MkItLAFfUjgdHk+PYQ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\nsjXHKlouTnK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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the main components measure things like how off-center the face is, how much shadow there is, how deep the eye sockets are, etc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Plot the reconstructed faces\n", "\n", "For several faces, plot the true image plus the reconstruction (computed using ``inverse_transform``) for several different values of ``n_components``. (you might even use IPython's interactive functions to make this exploration easier).\n", "\n", "Does the 90% variance choice seem to correspond to a good visual representation of each picture?\n", "\n", "**Note:** As you experiment with this, you may want to use ``RandomizedPCA`` rather than ``PCA`` for this task. ``RandomizedPCA`` is an approximate method with the same interface as ``PCA``, but operates much more quickly." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pca = PCA().fit(X)\n", "\n", "def plot_face(i=279):\n", " fig, ax = plt.subplots(1, 6, figsize=(14, 3),\n", " subplot_kw=dict(xticks=[], yticks=[]))\n", " ax[0].imshow(X[i].reshape(imshape), cmap='binary_r');\n", " \n", " for j, ncomp in enumerate([10, 20, 40, 80, 100]):\n", " approx = pca.mean_ + np.dot(pca.transform(X[i:i + 1])[:, :ncomp],\n", " pca.components_[:ncomp])\n", " ax[j + 1].imshow(approx.reshape(imshape), cmap='binary_r')\n", " ax[j + 1].set_title('{0} components'.format(ncomp))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_face(700)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OFyMcv/xbE45ezNm1jYr/cdYxwJ1XkA1BVmAyY1YHoKUYlbG6NzpUCpcZtg4m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\ndWWDr2fxY+qkU0njiAJdpyvMa6Yj0Af2GXxOVw4Uc2Q2ozaVxWYuk9k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3lp2rw+kA6772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\nelglGfSH3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98yxngy07XZbI6SjbVXTrheEIcK1PqsF2OPZM9XF4vYJ2oz/bHLZolPUjms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\npyKv1x8QV98Iz62dgLpdV/anNqnN4q2ye8cLKpvP7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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact\n", "interact(plot_face, i=(0, X.shape[0] - 1));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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H8fHxalZDDRrfeVpsZ+fZbAbOU9CphoH92nlV52b7eH/mkCPWO5vrmxlbFpBQ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\nSPMBDWi1+GEAnM1Z47TRtpA939Kd5TJ3d3cvyIb9S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