{ "cells": [ { "cell_type": "markdown", "id": "b29b0b43", "metadata": {}, "source": [ "

Approximations de rang faible: SVD et PCA

" ] }, { "cell_type": "code", "execution_count": 1, "id": "49a20907", "metadata": {}, "outputs": [], "source": [ "# import de quelques packages\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import misc # envisager scipy.datasets pour scipy>=1.12\n", "from sklearn.datasets import fetch_openml\n", "import pickle # uniquement si utilisation de pickle.load" ] }, { "cell_type": "markdown", "id": "eaab3fca", "metadata": {}, "source": [ "# SVD (Singular value decomposition)\n", "\n", "Cette partie illustre la décomposition en valeur singulières (SVD) d'une matrice. Pour cela, prendre une image en niveaux de gris de votre choix. Cette image, considérée comme une matrice, sera approximée par une matrice de rang plus faible en prenant la SVD" ] }, { "cell_type": "markdown", "id": "34f8e0f2", "metadata": {}, "source": [ "## Charger une image et l'afficher\n", "\n", "Fonctions utiles: \n", "- `plt.imread` (fichier image) ou `pickle.load` (si format .dat)\n", "- `plt.imshow`" ] }, { "cell_type": "code", "execution_count": 2, "id": "f7c2570b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([], [])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = misc.face(gray=True)\n", "plt.imshow(s, cmap='gray')\n", "plt.xticks(())\n", "plt.yticks(())" ] }, { "cell_type": "markdown", "id": "71436c36", "metadata": {}, "source": [ "## Calcul de la SVD\n", "\n", "- Calculer la SVD (`np.linalg.svd`)\n", "- Vérifier l'exactitude de la décomposition (`np.allclose`)" ] }, { "cell_type": "code", "execution_count": 3, "id": "7bc5c266", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Product of SVD result yields original matrix: True\n", "##################################################\n" ] } ], "source": [ "# Calcul et vérification svd\n", "\n", "# A VOUS DE JOUER\n", "\n", "print(f\"Product of SVD result yields original matrix: \")\n", "print(50*\"#\")" ] }, { "cell_type": "markdown", "id": "3f249432", "metadata": {}, "source": [ "## Approximation de rang faible\n", "\n", "Tronquer la SVD et approximer l'image comme une matrice de rang faible. On prendra plusieurs exemples avec un nombre croissant de valeurs singulières conservées." ] }, { "cell_type": "code", "execution_count": 4, "id": "6961c0c2", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 3)\n", "listsingval = [1, 2, 4, 8, 16, 32, 64, 128, len(S)]\n", "for (iterax, nsingval) in zip(np.ndenumerate(ax), listsingval):\n", " imageapprox = # A VOUS DE JOUER\n", " iterax[1].imshow(imageapprox, cmap='gray')\n", " iterax[1].set_xticks(())\n", " iterax[1].set_yticks(())\n", " iterax[1].set_title(f\"{nsingval} sing. val.\")" ] }, { "cell_type": "markdown", "id": "c41e5872", "metadata": {}, "source": [ "

PCA (Principal component analysis)

\n", "\n", "Cette partie illustre la décomposition en valeurs principales sur la base de données MNIST. \n", "\n", "## Chargement et affichage des données\n", "\n", "- Charger la base de données en question (70000 images, chacune de 784 pixels)\n", "- Afficher quelques unes des images MNIST (vérifier leur taille)\n", "- Séparer en un \"training set\" et un \"test set\". On pensera à renormaliser les données par 255 (images en 256 niveaux de gris)." ] }, { "cell_type": "code", "execution_count": 5, "id": "6274c614", "metadata": {}, "outputs": [], "source": [ "# Chargement de la base de données MNIST\n", "# Load data from https://www.openml.org/d/554\n", "X_mnist, y_mnist = fetch_openml(\"mnist_784\", version=1,\n", " return_X_y=True, as_frame=False,\n", " data_home=\"./scikit_learn_data\")\n", "# ## -> images dans X et labels dans y" ] }, { "cell_type": "code", "execution_count": 6, "id": "503f189a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ntrainsamples = 60000\n", "Xtrain = X_mnist[0:ntrainsamples, :]/255\n", "Xtest = X_mnist[60000:, :]/255\n", "\n", "# Xtrain = Xtrain- Xtrain.mean(axis=0)\n", "\n", "fig, ax = plt.subplots(3, 3)\n", "for (iterax, i) in zip(np.ndenumerate(ax), range(9)):\n", " iterax[1].imshow(Xtrain[i].reshape(28, 28), cmap='gray')\n", " iterax[1].set_xticks(())\n", " iterax[1].set_yticks(())" ] }, { "cell_type": "markdown", "id": "fa112533", "metadata": {}, "source": [ "## Calcul de la PCA" ] }, { "cell_type": "markdown", "id": "8fd0f563", "metadata": {}, "source": [ "Calculer la matrice de covariance empirique; calculer ses vecteurs et valeurs propres (`np.linalg.eigh`) pour la diagonaliser." ] }, { "cell_type": "code", "execution_count": 7, "id": "a9911972", "metadata": {}, "outputs": [], "source": [ "C = # A VOUS DE JOUER\n", "L, U = # A VOUS DE JOUER" ] }, { "cell_type": "markdown", "id": "55247479", "metadata": {}, "source": [ "Les valeurs propres représentent un pourcentage expliqué de la variance: tracer ce pourcentage en fonction du nombre de composantes de PCA conservées (fonction utile: `np.cumsum`)." ] }, { "cell_type": "code", "execution_count": 8, "id": "91fb5f64", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Percentage variance explained (from eigenvalues)')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A VOUS DE JOUER" ] }, { "cell_type": "markdown", "id": "c29bf8d2", "metadata": {}, "source": [ "Pour quelques images (choisies dans le training ou testing set), afficher leur approximation à partir de 10, 50, 100 et 300 composantes de la PCA." ] }, { "cell_type": "code", "execution_count": 9, "id": "ff6b1835", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A VOUS DE JOUER" ] }, { "cell_type": "markdown", "id": "2eb8ae06", "metadata": {}, "source": [ "## Application à un débruitage basique\n", "\n", "Reprendre le même problème avec des images bruitées.\n", "- Charger la base de données en question (70000 images, chacune de 784 pixels)\n", "- Séparer en un \"training set\" et un \"test set\" et renormaliser les données par 255 (images en 256 niveaux de gris).\n", "- Après renormalisation, ajouter un bruit gaussien. On seuillera les données pour avoir des valeurs entre 0 et 1.\n", "- Afficher quelques images bruitées." ] }, { "cell_type": "code", "execution_count": 11, "id": "0439945a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A VOUS DE JOUER" ] }, { "cell_type": "markdown", "id": "1233a108", "metadata": {}, "source": [ "Effectuer une PCA et tracer le pourcentage de variance expliqué en fonction du nombre de composantes considérées." ] }, { "cell_type": "code", "execution_count": 12, "id": "4e42d36e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Percentage variance explained (from eigenvalues)')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bsGnTJly6dAkdOnR4mpcjIqJGpKxSiiPXcrA7Jh2R8Vkoq5TJj7WyN8XAQEf8r7UT3GyM1ZiSmiLRxU1hYSF+++03/PTTTzhy5Ag8PDwwatQobN26FS1atFBFRiIiaiCkMgGnEu/g94tp2BeXiaLyKvkxN2sjDAx0wv9aO6GVg6kaU1JTJ7q4sbe3h6WlJYYPH46IiAgEBwerIhcRETUQgiAgNq0AO6PTsftSusL2B47mBhgY6ISBrZ3g72wGiUSixqRE1UQXN7t27ULv3r2hpcXVIYmINNmt3BL8fjENuy6m4+Y/FtezMNJF/wBHDA50Qns3K2hpsaChhkV0cdOnTx9V5CAiogYgu6gMf8Rk4PeLaQpr0RjoVi+uN6SNM7q35PYH1LCJLm6ysrIwc+ZMREZGIjs7G/+ebNXQZ0sREZGiorJK7IvLxK4Yxanb2loSdPG0wZA2Tujr58DF9ajREP1f6tixY5GcnIwPPvgAjo6OvL9KRNQIlVdVz3TadTEdf13NQnnVg5lObV0tMDjQCQNaO3EtGmqURBc3J06cwPHjx9GmTRsVxCEiIlWRyQScuZWH3y+mYW9sBgrLHsx0amFrjCFtnDGojROaW3PqNjVuoosbFxeXh25FERFRwyQIAi6nF2JXTDp2XUxHZmGZ/Ji9mT4GBTphcBtn+DlxphNpDtHFzYoVKzB79mx88803cHNzU0EkIiJ6Wmn597AzOg07otNwI7tY3m5moIP+AY4Y1MYJHd2toc2ZTqSBRBc3w4cPR2lpKVq0aAEjI6OHNszMy8t7zDOJiEiVisoq8WdsJrZHp+L0zQd/F+vpaCHUxw6DAp3R09sW+jraakxJpHp16rkhIqKGoVIqw/GEHGy/kIaDVxQHBnfysMKwts3QL8ABZgbcdZuaDtHFTXh4uCpyEBFRLdWsGLz9Qhp2x6TjTkmF/JinnQmGtnXGkLbOcOYmldRE1WnRgsTERKxfvx6JiYlYuXIl7Ozs8Oeff8LV1RV+fn7KzkhERHj8OBobEz0MDHTCsLbNuAUCEepQ3Bw9ehTPPvssunTpgmPHjmHRokWws7NDTEwMvv/+e/z666+qyElE1CQ9bhyNvo4W+vjaY1g7Z3TzsoWuNlcMJqohuriZPXs2Pv74Y0yfPh2mpg92fe3Vqxe++uorpYYjImqKqqQyHE/IxfboNBy4nMlxNEQiiS5uYmNj8dNPPz3Ubmdnh9zcXKWEIiJqagRBQFxaIbZHp2J3TDpyix+Mo2lha4xh7ZpxHA1RLYkubiwsLJCRkQF3d3eF9ujoaDg7OystGBFRU5BZUIbt0anYfkFxHI218f1xNO2cEeBsznE0RCKILm5GjBiBd999F7/88gskEglkMhlOnjyJmTNnYsyYMarISESkUcoqpThwJQu/nk/FiYQc+UaVHEdDpByii5vFixdj0qRJcHFxgVQqha+vL6RSKUaOHIm5c+eqIiMRUaMnCAIuJOfj1/Op+ONSOor+sa9TBzcrPBfkjGcDHDmOhkgJJEIdN4pKTk5GXFwciouL0bZtW3h5edUpwKpVq7B06VJkZmYiMDAQX375JTp06PDIcysrKxEREYGNGzciLS0NrVq1wpIlS9CvX79av19hYSHMzc1RUFAAMzOzOmUmIqqt9Px72BGdht/Op+Jmbom83dnCEM8FNcNz7Zy5USVRLYj5/q7TOjcA4OrqCldX17o+HQCwdetWTJ8+HWvWrEHHjh2xYsUKhIWF4dq1a7Czs3vo/Llz52LTpk1Yu3YtvL29sX//fgwdOhR///032rZt+1RZiIiU5V6FFAeuZFbfdrqRi5p/QhrqaqN/gCOeC3JGJ3draHFfJyKVEN1zM3369Ee/kEQCAwMDeHp6YvDgwbCysvrP1+rYsSPat28vn0Iuk8ng4uKCt99+G7Nnz37ofCcnJ7z//vuYNGmSvO25556DoaEhNm3a9Mj3KC8vR3l5ufxxYWEhXFxc2HNDREolCALOJ929f9spA8XlD247dXS3wvNBzfBsgCNM9Ov8b0qiJk2lPTfR0dG4cOECpFIpWrVqBQC4fv06tLW14e3tja+//hozZszAiRMn4Ovr+9jXqaiowPnz5zFnzhx5m5aWFkJDQ3Hq1KlHPqe8vBwGBgYKbYaGhjhx4sRj3yciIgIfffSRmEskIqq1tPx72H4+Fb9dSMXtO6XydhcrQzzXrhmea9cMLlZGakxI1PSILm5qemXWr18vr5wKCgowYcIEdO3aFRMnTsTIkSMxbdo07N+//7Gvk5ubC6lUCnt7e4V2e3t7xMfHP/I5YWFhWL58Obp3744WLVogMjIS27dvh1Qqfez7zJkzR6G3qabnhoiorkorqrAvLhO/XUjF34l35LedjPS0MSDAEc8HNUN7NyvediJSE9HFzdKlS3Hw4EGFLiFzc3N8+OGH6Nu3L6ZMmYJ58+ahb9++Sg0KACtXrsTEiRPh7e0NiUSCFi1aYNy4cVi3bt1jn6Ovrw99fX2lZyGipqVmttO2syn441I6Sioe/KMqxMMazwc1Qz9/BxjzthOR2on+v7CgoADZ2dkP3XLKyclBYWEhgOqF/ioqKh71dDkbGxtoa2sjKytLoT0rKwsODg6PfI6trS127tyJsrIy3LlzB05OTpg9ezY8PDzEXgYRUa3kFJVjR3Qqtp1LVVhkz9XKCM8HNcPQts687UTUwNTpttT48eOxbNkytG/fHgBw9uxZzJw5E0OGDAEAREVFoWXLlk98HT09PQQFBSEyMlL+PJlMhsjISLz11ltPfK6BgQGcnZ1RWVmJ3377DS+++KLYyyAieqwqqQxHruVg27kUHIrPRtX9VfZqZju9GNwMHdytuGowUQMlurj55ptvMG3aNIwYMQJVVdWzAXR0dBAeHo7PP/8cAODt7Y3vvvvuP19r+vTpCA8PR3BwMDp06IAVK1agpKQE48aNAwCMGTMGzs7OiIiIAACcOXMGaWlpaNOmDdLS0vDhhx9CJpPhnXfeEXsZREQPuZlTjG3nqgcH5xQ9mGXZxsUCw9u74H+tHWHKRfaIGjzRxY2JiQnWrl2Lzz//HDdv3gQAeHh4wMTERH5OmzZtavVaw4cPR05ODubNm4fMzEy0adMG+/btkw8yTk5OhpbWg+XHy8rKMHfuXNy8eRMmJibo378/fvzxR1hYWIi9DCIiANWDg/dcysAv51IRdTtP3m5lrIdhbZ3xYnsXtLQ3VWNCIhKrzisUN1ZcoZiIBEFAdEo+fjmXgt0xD9ak0ZIAPVraYnh7F/TytoeeDvd2ImoolL7OzbBhw7BhwwaYmZlh2LBhTzx3+/bttU9KRFSPcovLseNCGradS0HCPwYHN7c2wovBLniuXTM4mBs84RWIqDGoVXFjbm4uHzhnbm6u0kBERMoklQk4lpCDLVHJiLz6YHCwga4W+vs74sX2LujIwcFEGoW3pYhII2UU3MO2s6nYdi4Fafn35O2BLhZ4MbgZBgY6cQduokZE5RtnVlVV4ciRI0hMTMTIkSNhamqK9PR0mJmZKQwsJiKqTzVTuLecTcah+Gzc76SBuaEuhrVzxvD2LvB24D9qiDSd6OImKSkJ/fr1Q3JyMsrLy9GnTx+YmppiyZIlKC8vx5o1a1SRk4josdLy72Hr2RRsO5uCzMIyeXtHdyu81MEV/fwdYKCrrcaERFSfRBc3U6ZMQXBwMGJiYmBtbS1vHzp0KCZOnKjUcEREj1MlleFQfDZ+jkrGkes58v2dLI108XxQMwxv7wpPO/YkEzVFooub48eP4++//4aenp5Cu5ubG9LS0pQWjIjoUVLySqt7ac6lIPsfC+11bmGNlzq4oq+fPfR12EtD1JSJLm5kMtkjd+FOTU2FqSkXuiIi5auUyvDXlSz8fDYFxxMe9NJYG+vh+eBmGNHeFe42xuoNSUQNhujipm/fvlixYgW+/fZbAIBEIkFxcTHmz5+P/v37Kz0gETVdKXml+DkqGdvOpSK3+EEvTTcvG7zUwRWhPlxoj4geJnoqeGpqKsLCwiAIAhISEhAcHIyEhATY2Njg2LFjsLOzU1VWpeBUcKKGTSoTcOx6DjadTsKha9nyXhpbU328EFTdS+NqzV24iZoaMd/fdVrnpqqqClu3bkVMTAyKi4vRrl07jBo1CoaGhnUOXV9Y3BA1THklFdh2LgWbzyQhJe/BujRdPW0wupMrevvYQ1ebvTRETZXKi5vGjMUNUcMhCAIuJN/FptPJ2HMpAxVSGYDqdWmeD2qGUR1d4WHLGU9EVA+L+BERPY2S8irsvJiGTaeTcTWjUN4e2Mwcozo1x8DWTjDU44wnIqobFjdEVG8Ssoqw6XQSfruQJt+JW19HC4MCnTC6U3MEulioNyARaQQWN0SkUpVSGfZfzsSPp5Jw5laevN3dxhijOrri+aBmsDDSe8IrEBGJw+KGiFQip6gcP0clY/OZJGQVVk/j1taSoI+PPUZ3ao7OLayhpcWduIlI+Z6quCkuLoZMJlNo4yBdoqbtUmo+Npy8jT/+MUDY1lQfIzu44qUOrnAwN1BzQiLSdKKLm1u3buGtt97CkSNHUFb2YIM6QRAgkUgeuXoxEWm2iioZ/ozLwIa/byM6OV/e3tbVAmM7u+FZf0cutkdE9UZ0cTN69GgIgoB169bB3t4eEgm7lYmaqpyicvx0JhmbziQh5/4+T7raEgxs7YTwzm4cIExEaiG6uImJicH58+fRqlUrVeQhokYgJiUfG/6+jT8upaNSWr1Ulp2pPkZ1bI6XOrrAzpS3nohIfUQXN+3bt0dKSgqLG6ImpubW0/qTt3ExJV/e3s7VAuG89UREDYjo4ua7777D66+/jrS0NPj7+0NXV1fheOvWrZUWjojUL6+kAptPJ+GH0w9uPelpa+F/rR1564mIGiTRxU1OTg4SExMxbtw4eZtEIuGAYiINcyO7GOtO3sJv51NRXlU968nOVB+jOzXHSx1cYWuqr+aERESPJrq4GT9+PNq2bYuff/6ZA4qJNIwgCDiVeAffnbiFQ/HZ8nZ/ZzNM6OqB/gG89UREDZ/o4iYpKQm7du2Cp6enKvIQkRpUVMmwOyYd3524Jd/rSSIBQn3sMaGrOzq4W/EfMkTUaIgubnr16oWYmBgWN0QaIL+0ApvPJGPj37eRfX88jYGuFl4IcsH4ru5wtzFWc0IiIvFEFzcDBw7EtGnTEBsbi4CAgIcGFA8aNEhp4YhINW7mFGP9ydv49Xwq7lVWj5OzM9VHeGc3jOroyr2eiKhRkwiCIIh5gpbW4++3N4YBxYWFhTA3N0dBQQG3iqAmRRAERN3Kw9rjtxAZn4Wa//N9Hc0woZs7/tfaieNpiKjBEvP9Lbrn5t97SRFRwyaVCTh4JRNrjt5UWJ+mt7cdXunmjhAPa46nISKNwl3BiTRUWaUUO6LTsPbYTdzMLQEA6Olo4bl2zfBKV3d42pmoOSERkWrUqbg5evQoPvvsM1y9ehUA4Ovri1mzZqFbt25KDUdE4hXcq8TmM0lYf/K2fNE9MwMdvBzSHGM7u3N9GiLSeKKLm02bNmHcuHEYNmwYJk+eDAA4efIkevfujQ0bNmDkyJFKD0lE/y2zoAzrTt7CT2eSUVxeBQBwNDfAK13dMaKDK0z02VFLRE2D6AHFPj4+ePXVVzFt2jSF9uXLl2Pt2rXy3pyGigOKSdMkZBXhm2M38fvFNPkmli3tTfBa9xYYGMhBwkSkGcR8f4subvT19XH58uWH1rm5ceMG/P39UVZWJj5xPWJxQ5ri3O08rDmaiL+uPlhJuIO7FV7v4YFnWtpBS4uDhIlIc6h0tpSLiwsiIyMfKm7++usvuLi4iH05IhJBEAQcvpaNVYcTcT7pLoDqlYT7+trjtR4t0M7VUs0JiYjUT3RxM2PGDEyePBkXL15E586dAVSPudmwYQNWrlyp9IBEVD2d+8+4DKw6nCjfHkFPWwvD2jljYncPtLDlzCciohqii5s33ngDDg4OWLZsGbZt2wagehzO1q1bMXjwYKUHJGrKKqUy7IxOw+qjibiZUz2d20hPG6M7NceEru6wMzNQc0IiooZHVHFTVVWFxYsXY/z48Thx4oSqMhE1eWWVUvxyLgVrjt5EWv49AIC5oS7GdnbD2M5usDTm9ghERI8jekCxiYkJ4uLi4ObmpqJIqsUBxdSQlZRXYfOZJKw9fku+Ro2NiR4mdPPA6E7NOZ2biJoslQ4o7t27N44ePdpoixuihqigtBIb/r6N9X/fQn5pJQDAydwAr/VogeHtXWCgq63mhEREjYfo4ubZZ5/F7NmzERsbi6CgIBgbGysc567gRLWXU1SO70/cwqbTSfKF99xtjPHGMy0wpI0z16ghIqoD7gpOpAZZhWVYfSQRP0clo7yqejNabwdTTOrpif4BjtDmGjVERAq4KzhRA5VZUIbVR27g57MpqLhf1LRxscBbPT3R28eOu3MTESlBrYobKysrXL9+HTY2Nhg/fjxWrlwJU1NTVWcj0hgZBfew+kgitkSloEJaXdS0d7PElN4t0cXTmkUNEZES1eq2lImJCS5dugQPDw9oa2sjMzMTtra29ZFP6XhbiupTen51UbP17IOipoObFaaGeiGkBYsaIqLaUvptqZCQEAwZMgRBQUEQBAGTJ0+GoaHhI89dt26d+MREGiYt/x5WH7mBbWdT5UVNR3crTAn1QogHixoiIlWqVXGzadMmfP7550hMTIREIkFBQUGD3yCTSB1S75bi6yOJ+OVcinyH7k4eVpjSuyVCWlirOR0RUdMgeraUu7s7zp07B2vrxvkXNW9LkSqk5FUXNb+ef1DUhHhYY0qoFzp5NM7/V4iIGhKVzpa6detWnYMRaZq0/Hv46lACfjmXiipZdVHTxdMaU3q3RAd3KzWnIyJqmmpV3GzZsgUjRoyo1QumpKQgOTkZXbp0eapgRA1ZdmEZVh2+gZ//Mfupq6cNpoR6ob0bixoiInWq1fKnq1evho+PDz799FNcvXr1oeMFBQXYu3cvRo4ciXbt2uHOnTtKD0rUENwpLseiPVfQ7dPD2HgqCRVSGTq3sMavr4dg04SOLGyIiBqAWvXcHD16FLt27cKXX36JOXPmwNjYGPb29jAwMMDdu3eRmZkJGxsbjB07FnFxcbC3t1d1bqJ6VVBaibXHb2LdyVsorahehTuouSVm9GmJzp42ak5HRET/JHpAcW5uLk6cOIGkpCTcu3cPNjY2aNu2Ldq2bfvErRkaCg4oJjGKyiqx/uRtrD1+E0Vl1Xs/BTibY3rflnimpS2ndBMR1ROVDii2sbHBkCFD6prtIatWrcLSpUuRmZmJwMBAfPnll+jQocNjz1+xYgVWr16N5ORk2NjY4Pnnn0dERAQMDAyUlonoXoUUP5y6jTVHE3H3/i7drexNMb1vS/T1tWdRQ0TUgIkubpRp69atmD59OtasWYOOHTtixYoVCAsLw7Vr12BnZ/fQ+T/99BNmz56NdevWoXPnzrh+/TrGjh0LiUSC5cuXq+EKSNOUVUrxc1QyVh1ORG5xOQDAw9YYU0Nb4n8BjtDihpZERA2e6NtSytSxY0e0b98eX331FYDqTTldXFzw9ttvY/bs2Q+d/9Zbb+Hq1auIjIyUt82YMQNnzpzBiRMnavWevC1Fj1IlleG3C6lY8VcCMgqqF6h0sTLElN4tMaSNE3S0G/4tVyIiTabS21LKUlFRgfPnz2POnDnyNi0tLYSGhuLUqVOPfE7nzp2xadMmREVFoUOHDrh58yb27t2Ll19++bHvU15ejvLycvnjwsJC5V0ENXqCIGD/5Uws3X8NiTklAABHcwO81csTLwS5QE+HRQ0RUWOjtuImNzcXUqn0oZlV9vb2iI+Pf+RzRo4cidzcXHTt2hWCIKCqqgqvv/463nvvvce+T0REBD766COlZifN8HdiLpbsu4aYlHwAgKWRLib19MToTs1hoKut3nBERFRnjeqfpUeOHMHixYvx9ddf48KFC9i+fTv27NmDhQsXPvY5c+bMQUFBgfwnJSWlHhNTQxSXVoAx66Iwcu0ZxKTkw0hPG5N7eeLoOz0xoZsHCxsiokauVj0306dPr/UL1nZgr42NDbS1tZGVlaXQnpWVBQcHh0c+54MPPsDLL7+MCRMmAAACAgJQUlKCV199Fe+///4jp6Lr6+tDX1+/1vlJc93OLcGyg9exOyYdAKCjJcHIjq54u5cXbE353wgRkaaoVXETHR2t8PjChQuoqqpCq1atAADXr1+HtrY2goKCav3Genp6CAoKQmRkpHxquUwmQ2RkJN56661HPqe0tPShAkZbu/pf2WocF00NXHZRGb6ITMCWqBT5/k+D2zhhep+WaG5trOZ0RESkbLUqbg4fPiz/8/Lly2FqaoqNGzfC0tISAHD37l2MGzcO3bp1E/Xm06dPR3h4OIKDg9GhQwesWLECJSUlGDduHABgzJgxcHZ2RkREBABg4MCBWL58Odq2bYuOHTvixo0b+OCDDzBw4EB5kUNUo6isEt8cvYnvT9zCvcrqVYWfaWWLWWGt4OdkruZ0RESkKqIHFC9btgwHDhyQFzYAYGlpiY8//hh9+/bFjBkzav1aw4cPR05ODubNm4fMzEy0adMG+/btkw8yTk5OVuipmTt3LiQSCebOnYu0tDTY2tpi4MCBWLRokdjLIA1WJZXh56hkrPgrAXdKKgAAbV0t8G4/b3TysFZzOiIiUjXR69yYmppi9+7deOaZZxTaDx8+jEGDBqGoqEiZ+ZSO69xoLkEQcCg+G4v3XpVP6/awNcY7Yd4I8+OqwkREjZlK17kZOnQoxo0bh2XLlsm3SThz5gxmzZqFYcOG1S0x0VOKSyvAoj1Xcepm9Y70VsZ6mBrqhZc6uEKXC/ARETUpooubNWvWYObMmRg5ciQqK6v33NHR0cErr7yCpUuXKj0g0ZOk59/DZweuYUd0GgQB0NPRwvgu7nizZwuYGeiqOx4REalBnbdfKCkpQWJiIgCgRYsWMDZuHLNOeFtKMxSXV2HNkUSsPX4T5VUyAMCgQCfMCmsFFysjNacjIiJlq5ftFzIyMpCRkYHu3bvD0NAQgiBwTAOpXJVUhm3nUrH84HX5xpbt3Szx/gBftHGxUG84IiJqEEQXN3fu3MGLL76Iw4cPQyKRICEhAR4eHnjllVdgaWmJZcuWqSInEU4l3sFHuy8jPrN60LqbtRFmP+vDwcJERKRA9EjLadOmQVdXF8nJyTAyetD9P3z4cOzbt0+p4YgAICWvFG9uPo+X1p5GfGYRzAx0MO9/vjgwrQf6+TuwsCEiIgWie24OHDiA/fv3o1mzZgrtXl5eSEpKUlowotKKKqw+kohvjt1ERZUMWhJgVMfmmNanJayM9dQdj4iIGijRxU1JSYlCj02NvLw87uFESiEIAnbFpCNibzwyC8sAACEe1pg/yBfeDhwETkRETya6uOnWrRt++OEH+U7cEokEMpkMn376KXr27Kn0gNS0XErNx0e7r+B80l0AQDNLQ8wd4IMwP95+IiKi2hFd3Hz66afo3bs3zp07h4qKCrzzzju4fPky8vLycPLkSVVkpCbgbkkFluyLx9ZzKRAEwFBXG2/18sQrXd1hoMt9w4iIqPZEFzf+/v64fv06vvrqK5iamqK4uBjDhg3DpEmT4OjoqIqMpMFkMgHbzqVgyb543C2tXhRyaFtnvNvPGw7mBmpOR0REjVGdF/FrrLiIX8NxOb0Ac3fGITo5HwDg7WCKhUP80d7NSr3BiIiowVH5In75+fmIiopCdnY2ZDKZwrExY8bU5SWpCSksq8TyA9fxw6nbkAmAsZ42pvVpifDObtwHioiInpro4mb37t0YNWoUiouLYWZmpjDIUyKRsLihx6qZBfXxnqvIKapeXXhAa0d8MMCXt6CIiEhpRBc3M2bMwPjx47F48eJHTgknepTUu6V4f0ccjl7PAQC42xhjwWA/dPOyVXMyIiLSNKKLm7S0NEyePJmFDdWKVCZg49+38dmBayitkEJPWwtv9fLEaz08oK/DWVBERKR8ooubsLAwnDt3Dh4eHqrIQxokPrMQ7/4Wi5iUfABABzcrLB4WAE87E/UGIyIijSa6uBkwYABmzZqFK1euICAgALq6ugrHBw0apLRw1DiVVUqx6vANrD6SiCqZAFN9Hczu742X2rtCS4sL8RERkWqJngqupfX42SwSiQRSqfSpQ6kSp4Kr1sWUfMz8JQY3sosBAH187bFwsD8HDBMR0VNR6VTwf0/9JgKA8iopvohMwOojiZAJgI2JPhYO9uOu3UREVO/qtM4N0T9dTi/AjG0xiM8sAgAMCnTCR4P8YMmdu4mISA1qVdx88cUXePXVV2FgYIAvvvjiiedOnjxZKcGo4auUyrD6SCK+iExAlUyAlbEeFg3xx7MB3IaDiIjUp1Zjbtzd3XHu3DlYW1vD3d398S8mkeDmzZtKDahsHHOjHEl3SjB5y0X5TKh+fg74eKg/bEz01RuMiIg0ktLH3Ny6deuRf6amaWd0GubujENxeRXMDHSwYLA/Brdx4tgaIiJqEDjmhmqtuLwK83bGYXt0GoDqdWs+H9EGzhaGak5GRET0QJ2Km9TUVOzatQvJycmoqKhQOLZ8+XKlBKOGJSYlH5O3RCPpTim0JMCU3i0xqWcL6HCjSyIiamBEFzeRkZEYNGgQPDw8EB8fD39/f9y+fRuCIKBdu3aqyEhqJAgCNp1OwoI/rqBSKsDZwhArR7RBsJuVuqMRERE9kuh/ds+ZMwczZ85EbGwsDAwM8NtvvyElJQU9evTACy+8oIqMpCb3KqSYvi0GH/x+GZVSAf38HLB3SjcWNkRE1KCJLm6uXr2KMWPGAAB0dHRw7949mJiYYMGCBViyZInSA5J63MotwdCvT2JHdBq0tSR4v78PVo9uB3ND3f9+MhERkRqJvi1lbGwsH2fj6OiIxMRE+Pn5AQByc3OVm47UYv/lTMzcFoOi8irYmOhj1ci26Ohhre5YREREtSK6uOnUqRNOnDgBHx8f9O/fHzNmzEBsbCy2b9+OTp06qSIj1RNBEPD1kUQs3X8NANDezRJfjWwHezPuC0VERI2H6OJm+fLlKC6u3hTxo48+QnFxMbZu3QovLy/OlGrEyqukeG97HH67kAoAGNvZDe8P8IEuZ0MREVEjI3pX8MaOKxQ/LK+kAq//eB5Rt/OgrSXBR4P8MLpTc3XHIiIiklPpruCkWRJzijF+w1kk3SmFqb4OVo1qh+4tbdUdi4iIqM5qVdxYWlrWemn9vLy8pwpE9efs7Ty8suEsCsuq0MzSEOvGtkdLe1N1xyIiInoqtSpuVqxYoeIYVN8Ox2fjjc3nUVYpQztXC3w7JpibXhIRkUaoVXETHh6u6hxUj36/mIYZ22JQJRPQy9sOq0a2g6GetrpjERERKUWdxtxIpVLs2LEDV69eBQD4+vpi8ODB0NHhEJ6GbtPpJHzwexwEARjcxgmfvRDIGVFERKRRRFcjly9fxqBBg5CZmYlWrVoBAJYsWQJbW1vs3r0b/v7+Sg9JyvHj6SR8sDMOABAe0hzzB/pBS6t2Y6mIiIgaC9H/ZJ8wYQL8/PyQmpqKCxcu4MKFC0hJSUHr1q3x6quvqiIjKcGmfxQ2r3b3wIeDWNgQEZFmEt1zc/HiRZw7dw6WlpbyNktLSyxatAjt27dXajhSjs1nkjD3fmEzsZs75jzrXevZb0RERI2N6J6bli1bIisr66H27OxseHp6KiUUKc+O6FS8v6O6sJnQ1R3v9fdhYUNERBpNdHETERGByZMn49dff0VqaipSU1Px66+/YurUqViyZAkKCwvlP6ReR65lY9YvlwA82E6BhQ0REWk60dsvaGk9qIdqvihrXuKfjyUSCaRSqbJyKk1T2X4hOvkuRq49g3uVUgxu44TPX2zDMTZERNRoqXT7hcOHD9c5GNWP5DuleGXjOdyrlKJ7S1ssfT6QhQ0RETUZooubHj16qCIHKUlRWSUm/HAWeSUVCHA2x+pR7aCnw3VsiIio6RD9rffhhx9CJpM91F5QUICXXnpJKaGobqQyAVO3XMT1rGLYm+nju/BgGOtzYUUiImpaRBc333//Pbp27YqbN2/K244cOYKAgAAkJiYqNRyJ8+n+eETGZ0NfRwvfvhwMezMDdUciIiKqd6KLm0uXLqFZs2Zo06YN1q5di1mzZqFv3754+eWX8ffff6siI9XCzug0fHO0uuD89PnWCHSxUG8gIiIiNRF9z8LS0hLbtm3De++9h9deew06Ojr4888/0bt3b1Xko1q4kV2EOdtjAQCTerbA4DbOak5ERESkPnUaafrll19i5cqVeOmll+Dh4YHJkycjJiZG2dmoFu5VSDFpczTuVUrRxdMa0/u0UnckIiIitRJd3PTr1w8fffQRNm7ciM2bNyM6Ohrdu3dHp06d8Omnn6oiIz3B/F1xuJZVBFtTfawY3hbanPJNRERNnOjiRiqV4tKlS3j++ecBAIaGhli9ejV+/fVXfP7550oPSI/3+8U0bDuXCi0JsHJEG9ia6qs7EhERkdqJHnNz8ODBR7YPGDAAsbGxTx2IaiersEy+y/fbvbzQuYWNmhMRERE1DHUac3P8+HGMHj0aISEhSEtLAwD8+OOPiI+Pr1OIVatWwc3NDQYGBujYsSOioqIee+4zzzwDiUTy0M+AAQPq9N6NkSAIePe3Sygsq0LrZuZ4qxc3LCUiIqohurj57bffEBYWBkNDQ0RHR6O8vBxA9SJ+ixcvFh1g69atmD59OubPn48LFy4gMDAQYWFhyM7OfuT527dvR0ZGhvwnLi4O2traeOGFF0S/d2O19WwKjlzLgZ6OFpa9EAhdba5ATEREVEP0t+LHH3+MNWvWYO3atdDV1ZW3d+nSBRcuXBAdYPny5Zg4cSLGjRsHX19frFmzBkZGRli3bt0jz7eysoKDg4P85+DBgzAyMnpscVNeXq6wU3lj3608p6gci/ZeBQDM7NsSXvamak5ERETUsIgubq5du4bu3bs/1G5ubo78/HxRr1VRUYHz588jNDT0QSAtLYSGhuLUqVO1eo3vv/8eI0aMgLGx8SOPR0REwNzcXP7j4uIiKmNDs2jPFRSVVSHA2RyvdPVQdxwiIqIGR3Rx4+DggBs3bjzUfuLECXh4iPuyzc3NhVQqhb29vUK7vb09MjMz//P5UVFRiIuLw4QJEx57zpw5c1BQUCD/SUlJEZWxITl5Ixc7L6ZDSwIsHhrAad9ERESPIHq21MSJEzFlyhSsW7cOEokE6enpOHXqFGbOnIkPPvhAFRkf6/vvv0dAQAA6dOjw2HP09fWhr9/4p0hXVMnks6PGhLghoJm5mhMRERE1TKKLm9mzZ0Mmk6F3794oLS1F9+7doa+vj5kzZ+Ltt98W9Vo2NjbQ1tZGVlaWQntWVhYcHBye+NySkhJs2bIFCxYsEHsJjdLPUcm4mVsCGxN9TO/bUt1xiIiIGizRt6UkEgnef/995OXlIS4uDqdPn0ZOTg4WLlwo+s319PQQFBSEyMhIeZtMJkNkZCRCQkKe+NxffvkF5eXlGD16tOj3bWyKyirxRWQCAGBqqBfMDHT/4xlERERNl+iemxp6enrw9fV96gDTp09HeHg4goOD0aFDB6xYsQIlJSUYN24cAGDMmDFwdnZGRESEwvO+//57DBkyBNbW1k+doaH79thN3CmpgIeNMYa3b9wDoomIiFStzsWNsgwfPhw5OTmYN28eMjMz0aZNG+zbt08+yDg5ORlaWoodTNeuXcOJEydw4MABdUSuV9mFZfju+C0AwDv9WnFNGyIiov8gEQRBUHeI+lRYWAhzc3MUFBTAzMxM3XH+05ztsfg5KhntXC3w2xudIZFwhhQRETU9Yr6/2Q3QgKXeLcUv56qnrs9+1oeFDRERUS2wuGnAvjl6E1UyAV08rdHB3UrdcYiIiBqFOhU3P/74I7p06QInJyckJSUBAFasWIHff/9dqeGasuzCMmy932vzVk8vNachIiJqPEQXN6tXr8b06dPRv39/5OfnQyqVAgAsLCywYsUKZedrstYev4mKKhmCmluikwd7bYiIiGpLdHHz5ZdfYu3atXj//fehra0tbw8ODkZsbKxSwzVVd0sqsPlMMgDgrV6eHGtDREQkguji5tatW2jbtu1D7fr6+igpKVFKqKZu67kUlFZI4etohmda2qo7DhERUaMiurhxd3fHxYsXH2rft28ffHx8lJGpSZPKBPx4qnoc09gubuy1ISIiEkn0In7Tp0/HpEmTUFZWBkEQEBUVhZ9//hkRERH47rvvVJGxSTkcn420/HuwMNLFoEAndcchIiJqdEQXNxMmTIChoSHmzp2L0tJSjBw5Ek5OTli5ciVGjBihioxNysZTtwEAw4NdYKCr/eSTiYiI6CF12n5h1KhRGDVqFEpLS1FcXAw7Oztl52qSbuYU43hCLiQSYHSn5uqOQ0RE1CiJLm5u3bqFqqoqeHl5wcjICEZGRgCAhIQE6Orqws3NTdkZm4yfo6pnSPVqZQcXKyM1pyEiImqcRA8oHjt2LP7++++H2s+cOYOxY8cqI1OTVCWVYUd0OgDgpQ6uak5DRETUeIkubqKjo9GlS5eH2jt16vTIWVRUO8dv5CK3uBxWxnro0YrTv4mIiOpKdHEjkUhQVFT0UHtBQYF8tWIS77fzqQCAQYFO0NXmll9ERER1JfpbtHv37oiIiFAoZKRSKSIiItC1a1elhmsqCssqceBKFgDg+aBmak5DRETUuIkeULxkyRJ0794drVq1Qrdu3QAAx48fR2FhIQ4dOqT0gE3B/rhMVFTJ4GVnAj8nM3XHISIiatRE99z4+vri0qVLePHFF5GdnY2ioiKMGTMG8fHx8Pf3V0VGjbc3NgMA8L/WTlyRmIiI6CnVaZ0bJycnLF68WNlZmqSCe5U4cSMXADCgtYOa0xARETV+dSpu8vPzERUVhezsbMhkMoVjY8aMUUqwpuLglSxUSgW0tDeBp52puuMQERE1eqKLm927d2PUqFEoLi6GmZmZwm0UiUTC4kakmltS/QMc1ZyEiIhIM4geczNjxgyMHz8excXFyM/Px927d+U/eXl5qsiosYrLq3AiofqWFIsbIiIi5RBd3KSlpWHy5MnybReo7k4k5KBCKoObtRG87EzUHYeIiEgjiC5uwsLCcO7cOVVkaXL+upoNAOjlbc9ZUkREREoieszNgAEDMGvWLFy5cgUBAQHQ1dVVOD5o0CClhdNkMpmAw/HVxU2oD3dVJyIiUhbRxc3EiRMBAAsWLHjomEQi4RYMtXQxNR93Sipgqq+D9u5W6o5DRESkMUQXN/+e+k11c+j+LanurWy5lxQREZES8VtVTY5ezwEA9GrFW1JERETKVKdF/EpKSnD06FEkJyejoqJC4djkyZOVEkyTFZRWIi69AADQ1ctGzWmIiIg0i+jiJjo6Gv3790dpaSlKSkpgZWWF3NxcGBkZwc7OjsVNLZy+dQeCAHjYGsPezEDdcYiIiDSK6NtS06ZNw8CBA3H37l0YGhri9OnTSEpKQlBQED777DNVZNQ4pxLvAAA6t7BWcxIiIiLNI7q4uXjxImbMmAEtLS1oa2ujvLwcLi4u+PTTT/Hee++pIqPG+TuxelXizi14S4qIiEjZRBc3urq60NKqfpqdnR2Sk5MBAObm5khJSVFuOg2UU1SO61nFAIBOHuy5ISIiUjbRY27atm2Ls2fPwsvLCz169MC8efOQm5uLH3/8Ef7+/qrIqFFO3ay+JeXjaAYrYz01pyEiItI8ontuFi9eDEfH6k0eFy1aBEtLS7zxxhvIycnBt99+q/SAmuZC0l0AQEcu3EdERKQSontugoOD5X+2s7PDvn37lBpI011MyQcAtHGxUGsOIiIiTcVF/OpReZUUV9ILAbC4ISIiUpVa9dy0a9cOkZGRsLS0RNu2bZ+4g/WFCxeUFk7TXM0oQoVUBksjXTS3NlJ3HCIiIo1Uq+Jm8ODB0NfXBwAMGTJElXk0Wsz9W1KBLhZPLBCJiIio7mpV3MyfPx8AIJVK0bNnT7Ru3RoWFhaqzKWRON6GiIhI9USNudHW1kbfvn1x9+5dVeXRaCxuiIiIVE/0gGJ/f3/cvHlTFVk0WkFpJW7llgAAAptZqDcMERGRBhNd3Hz88ceYOXMm/vjjD2RkZKCwsFDhhx7t8v1dwF2tjGDJxfuIiIhURvQ6N/379wcADBo0SGFQrCAIkEgkkEqlykunQa5kVBd+Po6mak5CRESk2UQXN4cPH1ZFDo13NaMIQPW2C0RERKQ6ooubHj16qCKHxovPrOm5YXFDRESkSqKLmxqlpaVITk5GRUWFQnvr1q2fOpSmqZTKkHB/J3AfBxY3REREqiS6uMnJycG4cePw559/PvI4x9w87GZOCSqkMpjo66CZpaG64xAREWk00bOlpk6divz8fJw5cwaGhobYt28fNm7cCC8vL+zatUsVGRu9q/cHE3s7mEJLiysTExERqZLonptDhw7h999/R3BwMLS0tNC8eXP06dMHZmZmiIiIwIABA1SRs1GTFzecKUVERKRyontuSkpKYGdnBwCwtLRETk4OACAgIICbZj7G1UzOlCIiIqovooubVq1a4dq1awCAwMBAfPPNN0hLS8OaNWvg6Oio9ICa4FpmzW0pFjdERESqJvq21JQpU5CRkQGgekPNfv36YfPmzdDT08OGDRuUna/RK62oQlZhOQCgha2xmtMQERFpPtHFzejRo+V/DgoKQlJSEuLj4+Hq6gobGxulhtMESXdKAQDmhrqwMOK2C0RERKom+rbUiRMnFB4bGRmhXbt2dS5sVq1aBTc3NxgYGKBjx46Iiop64vn5+fmYNGkSHB0doa+vj5YtW2Lv3r11eu/6kHSnerNMNxv22hAREdUH0cVNr1694O7ujvfeew9Xrlx5qjffunUrpk+fjvnz5+PChQsIDAxEWFgYsrOzH3l+RUUF+vTpg9u3b+PXX3/FtWvXsHbtWjg7Oz9VDlW6fb/nxs3aSM1JiIiImgbRxU16ejpmzJiBo0ePwt/fH23atMHSpUuRmpoq+s2XL1+OiRMnYty4cfD19cWaNWtgZGSEdevWPfL8devWIS8vDzt37kSXLl3g5uaGHj16IDAwUPR715fbudU9N82t2XNDRERUH0QXNzY2Nnjrrbdw8uRJJCYm4oUXXsDGjRvh5uaGXr161fp1KioqcP78eYSGhj4Io6WF0NBQnDp16pHP2bVrF0JCQjBp0iTY29vD398fixcvfuKqyOXl5SgsLFT4qU+3a25LseeGiIioXogubv7J3d0ds2fPxieffIKAgAAcPXq01s/Nzc2FVCqFvb29Qru9vT0yMzMf+ZybN2/i119/hVQqxd69e/HBBx9g2bJl+Pjjjx/7PhERETA3N5f/uLi41DqjMtQMKOaYGyIiovpR5+Lm5MmTePPNN+Ho6IiRI0fC398fe/bsUWa2h8hkMtjZ2eHbb79FUFAQhg8fjvfffx9r1qx57HPmzJmDgoIC+U9KSopKM/5TWaUUGQVlAAA33pYiIiKqF6Kngs+ZMwdbtmxBeno6+vTpg5UrV2Lw4MEwMhJ328XGxgba2trIyspSaM/KyoKDg8Mjn+Po6AhdXV1oa2vL23x8fJCZmYmKigro6T081VpfXx/6+vqisilLcl51r42pgQ4sjXTVkoGIiKipEd1zc+zYMcyaNQtpaWn4448/8NJLL4kubABAT08PQUFBiIyMlLfJZDJERkYiJCTkkc/p0qULbty4AZlMJm+7fv06HB0dH1nYqNut3JrxNsaQSLhhJhERUX0Q3XNz8uRJpb359OnTER4ejuDgYHTo0AErVqxASUkJxo0bBwAYM2YMnJ2dERERAQB444038NVXX2HKlCl4++23kZCQgMWLF2Py5MlKy6RMNWvcNOdgYiIionojurhRpuHDhyMnJwfz5s1DZmYm2rRpg3379skHGScnJ0NL60HnkouLC/bv349p06ahdevWcHZ2xpQpU/Duu++q6xKe6MEaNxxvQ0REVF8kgiAI6g5RnwoLC2Fubo6CggKYmal2I8tx66Nw+FoOIoYF4KUOrip9LyIiIk0m5vv7qaaC05Nl3t8w08HcQM1JiIiImg4WNyqUWXAPAODI4oaIiKje1Km4yc/Px3fffYc5c+YgLy8PAHDhwgWkpaUpNVxjVlYpxd3SSgCAgxmLGyIiovoiekDxpUuXEBoaCnNzc9y+fRsTJ06ElZUVtm/fjuTkZPzwww+qyNnoZBVWL95noKsFc0OucUNERFRfRPfcTJ8+HWPHjkVCQgIMDB70SPTv3x/Hjh1TarjGrGZlYkdzQ65xQ0REVI9EFzdnz57Fa6+99lC7s7PzY/eEaopqem7szdSzOjIREVFTJbq40dfXf+TO2tevX4etra1SQmmCf/bcEBERUf0RXdwMGjQICxYsQGVl9WBZiUSC5ORkvPvuu3juueeUHrCxyiyo6bnhYGIiIqL6JLq4WbZsGYqLi2FnZ4d79+6hR48e8PT0hKmpKRYtWqSKjI1SprznhsUNERFRfRI9W8rc3BwHDx7EiRMncOnSJRQXF6Ndu3YIDQ1VRb5GK6uIY26IiIjUoc57S3Xt2hVdu3ZVZhaNcrekAgBgbcLihoiIqD6JLm6++OKLR7ZLJBIYGBjA09MT3bt3h7a29lOHa8zu3C9uLI301JyEiIioaRFd3Hz++efIyclBaWkpLC0tAQB3796FkZERTExMkJ2dDQ8PDxw+fBguLi5KD9wYVEplKCqrAgBYG7O4ISIiqk+iBxQvXrwY7du3R0JCAu7cuYM7d+7g+vXr6NixI1auXInk5GQ4ODhg2rRpqsjbKNwtre610ZIAZlydmIiIqF6J7rmZO3cufvvtN7Ro0ULe5unpic8++wzPPfccbt68iU8//bRJTwvPu39LysJID9paXJ2YiIioPonuucnIyEBVVdVD7VVVVfIVip2cnFBUVPT06RqpPPl4G/baEBER1TfRxU3Pnj3x2muvITo6Wt4WHR2NN954A7169QIAxMbGwt3dXXkpG5m7JdULHFobc6YUERFRfRNd3Hz//fewsrJCUFAQ9PX1oa+vj+DgYFhZWeH7778HAJiYmGDZsmVKD9tY5JWUAwAsjdlzQ0REVN9Ej7lxcHDAwYMHER8fj+vXrwMAWrVqhVatWsnP6dmzp/ISNkJ593turDhTioiIqN7VeRE/b29veHt7KzOLxqiZLcU1boiIiOpfnYqb1NRU7Nq1C8nJyaioqFA4tnz5cqUEa8xqFvBjzw0REVH9E13cREZGYtCgQfDw8EB8fDz8/f1x+/ZtCIKAdu3aqSJjo3OXxQ0REZHaiB5QPGfOHMycOROxsbEwMDDAb7/9hpSUFPTo0QMvvPCCKjI2OvKp4CxuiIiI6p3o4ubq1asYM2YMAEBHRwf37t2DiYkJFixYgCVLlig9YGNUU9xYccwNERFRvRNd3BgbG8vH2Tg6OiIxMVF+LDc3V3nJGrHCsurZUhZcxI+IiKjeiR5z06lTJ5w4cQI+Pj7o378/ZsyYgdjYWGzfvh2dOnVSRcZGpUoqQ2mFFABgol/nyWhERERUR6K/fZcvX47i4mIAwEcffYTi4mJs3boVXl5enCkFoKRcKv+ziQGLGyIiovom+tvXw8ND/mdjY2OsWbNGqYEau5pbUno6WtDX0VZzGiIioqZH9JgbDw8P3Llz56H2/Px8hcKnqSour95U1Iy9NkRERGohuri5ffs2pFLpQ+3l5eVIS0tTSqjGrKisurgxNeBgYiIiInWodffCrl275H/ev38/zM3N5Y+lUikiIyPh5uam1HCNUdH921IcTExERKQetf4GHjJkCABAIpEgPDxc4Ziuri7c3Nya9E7gNWpuS5nythQREZFa1PobWCaTAQDc3d1x9uxZ2NjYqCxUY1Z4/7YUe26IiIjUQ/Q38K1bt1SRQ2MUc8wNERGRWtWpeyEyMhKRkZHIzs6W9+jUWLdunVKCNVY1Y254W4qIiEg9RH8Df/TRR1iwYAGCg4Ph6OgIiUSiilyNFsfcEBERqZfob+A1a9Zgw4YNePnll1WRp9F7MBWcxQ0REZE6iF7npqKiAp07d1ZFFo1QJB9QzDE3RERE6iC6uJkwYQJ++uknVWTRCBxzQ0REpF6iv4HLysrw7bff4q+//kLr1q2hq6vYQ9HUN8+sGXPDTTOJiIjUQ/Q38KVLl9CmTRsAQFxcnMIxDi5+cFuKe0sRERGph+hv4MOHD6sih8Z4sP0Cx9wQERGpg+gxNzVu3LiB/fv34969ewAAQRCUFqqxEgSBU8GJiIjUTHRxc+fOHfTu3RstW7ZE//79kZGRAQB45ZVXMGPGDKUHbEzKq2SolFYXeSxuiIiI1EN0cTNt2jTo6uoiOTkZRkZG8vbhw4dj3759Sg3X2NT02gCAsR6LGyIiInUQ/Q184MAB7N+/H82aNVNo9/LyQlJSktKCNUb3KqQAAANdLWhpcXA1ERGROojuuSkpKVHosamRl5cHfX19pYRqrErvFzdG7LUhIiJSG9HFTbdu3fDDDz/IH0skEshkMnz66afo2bOnUsM1NqUV1belDHW11ZyEiIio6RLdxfDpp5+id+/eOHfuHCoqKvDOO+/g8uXLyMvLw8mTJ1WRsdG4J++5YXFDRESkLqJ7bvz9/XH9+nV07doVgwcPRklJCYYNG4bo6Gi0aNFCFRkbjVIWN0RERGpXp8Eh5ubmeP/995WdpdErrawubgxZ3BAREamN6J6b9evX45dffnmo/ZdffsHGjRuVEqqxund/zA0HFBMREamP6OImIiICNjY2D7Xb2dlh8eLFSgnVWNXclmLPDRERkfqILm6Sk5Ph7u7+UHvz5s2RnJyslFCNlXzMDWdLERERqY3o4sbOzg6XLl16qD0mJgbW1tZ1CrFq1Sq4ubnBwMAAHTt2RFRU1GPP3bBhAyQSicKPgYFBnd5X2ThbioiISP1EFzcvvfQSJk+ejMOHD0MqlUIqleLQoUOYMmUKRowYITrA1q1bMX36dMyfPx8XLlxAYGAgwsLCkJ2d/djnmJmZISMjQ/7TUFZGfnBbimNuiIiI1EX0t/DChQtx+/Zt9O7dGzo61U+XyWQYM2ZMncbcLF++HBMnTsS4ceMAAGvWrMGePXuwbt06zJ49+5HPkUgkcHBwqNXrl5eXo7y8XP64sLBQdMbauldZM6CYPTdERETqIqrnRhAEZGZmYsOGDbh27Ro2b96M7du3IzExEevWrYOenp6oN6+oqMD58+cRGhr6IJCWFkJDQ3Hq1KnHPq+4uBjNmzeHi4sLBg8ejMuXLz/23IiICJibm8t/XFxcRGUUg+vcEBERqZ/o4sbT0xOpqanw8vLCCy+8gP/9739o3rx5nd48NzcXUqkU9vb2Cu329vbIzMx85HNatWqFdevW4ffff8emTZsgk8nQuXNnpKamPvL8OXPmoKCgQP6TkpJSp6y1wdlSRERE6ifqtpSWlha8vLxw584deHl5qSrTE4WEhCAkJET+uHPnzvDx8cE333yDhQsXPnS+vr5+vW3oyQHFRERE6id6QPEnn3yCWbNmIS4u7qnf3MbGBtra2sjKylJoz8rKqvWYGl1dXbRt2xY3btx46jxP68HGmRxQTEREpC6ii5sxY8YgKioKgYGBMDQ0hJWVlcKPGHp6eggKCkJkZKS8TSaTITIyUqF35kmkUiliY2Ph6Ogo6r1VgWNuiIiI1E90F8OKFSuUGmD69OkIDw9HcHAwOnTogBUrVqCkpEQ+e2rMmDFwdnZGREQEAGDBggXo1KkTPD09kZ+fj6VLlyIpKQkTJkxQaq66uFfJ4oaIiEjdRBc34eHhSg0wfPhw5OTkYN68ecjMzESbNm2wb98++SDj5ORkaGk96GC6e/cuJk6ciMzMTFhaWiIoKAh///03fH19lZqrLjigmIiISP0kgiAIYp+UmJiI9evXIzExEStXroSdnR3+/PNPuLq6ws/PTxU5laawsBDm5uYoKCiAmZmZUl/bf/5+FJdX4fDMZ+BuY6zU1yYiImrKxHx/ix5zc/ToUQQEBODMmTPYvn07iouLAVRvvzB//vy6JdYAgiDIBxTzthQREZH6iC5uZs+ejY8//hgHDx5UWLSvV69eOH36tFLDNSblVTLI7veB8bYUERGR+ogubmJjYzF06NCH2u3s7JCbm6uUUI1RzRo3AHcFJyIiUifRxY2FhQUyMjIeao+Ojoazs7NSQjVGpfdnSulpa0FHW/SvlYiIiJRE9LfwiBEj8O677yIzMxMSiQQymQwnT57EzJkzMWbMGFVkbBTu1Szgx1tSREREaiW6uFm8eDG8vb3h4uKC4uJi+Pr6onv37ujcuTPmzp2rioyNAhfwIyIiahhEr3Ojp6eHtWvXYt68eYiNjUVxcTHatm2rtr2mGopKqQzGetow0efWC0REROpU629imUyGpUuXYteuXaioqEDv3r0xf/58GBoaqjJfoxHU3AqXF/RDHZYNIiIiIiWq9W2pRYsW4b333oOJiQmcnZ2xcuVKTJo0SZXZGiWJRKLuCERERE1arYubH374AV9//TX279+PnTt3Yvfu3di8eTNkMpkq8xERERGJUuviJjk5Gf3795c/Dg0NhUQiQXp6ukqCEREREdVFrYubqqoqGBgYKLTp6uqisrJS6aGIiIiI6qrWA4oFQcDYsWOhr68vbysrK8Prr78OY+MHm0Ru375duQmJiIiIRKh1cRMeHv5Q2+jRo5UahoiIiOhp1bq4Wb9+vSpzEBERESkFN0EiIiIijcLihoiIiDQKixsiIiLSKCxuiIiISKOwuCEiIiKNwuKGiIiINAqLGyIiItIotV7nRlMIggAAKCwsVHMSIiIiqq2a7+2a7/EnaXLFTVFREQDAxcVFzUmIiIhIrKKiIpibmz/xHIlQmxJIg8hkMqSnp8PU1BQSiUSpr11YWAgXFxekpKTAzMxMqa/dUDSFawR4nZqkKVwj0DSusylcI8DrfBxBEFBUVAQnJydoaT15VE2T67nR0tJCs2bNVPoeZmZmGv0fJNA0rhHgdWqSpnCNQNO4zqZwjQCv81H+q8emBgcUExERkUZhcUNEREQahcWNEunr62P+/PnQ19dXdxSVaQrXCPA6NUlTuEagaVxnU7hGgNepDE1uQDERERFpNvbcEBERkUZhcUNEREQahcUNERERaRQWN0RERKRRWNwoyapVq+Dm5gYDAwN07NgRUVFR6o4kyrFjxzBw4EA4OTlBIpFg586dCscFQcC8efPg6OgIQ0NDhIaGIiEhQeGcvLw8jBo1CmZmZrCwsMArr7yC4uLieryKJ4uIiED79u1hamoKOzs7DBkyBNeuXVM4p6ysDJMmTYK1tTVMTEzw3HPPISsrS+Gc5ORkDBgwAEZGRrCzs8OsWbNQVVVVn5fyRKtXr0br1q3lC2OFhITgzz//lB/XhGv8t08++QQSiQRTp06Vt2nCdX744YeQSCQKP97e3vLjmnCNAJCWlobRo0fD2toahoaGCAgIwLlz5+THNeHvHzc3t4c+S4lEgkmTJgHQjM9SKpXigw8+gLu7OwwNDdGiRQssXLhQYS+oevssBXpqW7ZsEfT09IR169YJly9fFiZOnChYWFgIWVlZ6o5Wa3v37hXef/99Yfv27QIAYceOHQrHP/nkE8Hc3FzYuXOnEBMTIwwaNEhwd3cX7t27Jz+nX79+QmBgoHD69Gnh+PHjgqenp/DSSy/V85U8XlhYmLB+/XohLi5OuHjxotC/f3/B1dVVKC4ulp/z+uuvCy4uLkJkZKRw7tw5oVOnTkLnzp3lx6uqqgR/f38hNDRUiI6OFvbu3SvY2NgIc+bMUcclPdKuXbuEPXv2CNevXxeuXbsmvPfee4Kurq4QFxcnCIJmXOM/RUVFCW5ubkLr1q2FKVOmyNs14Trnz58v+Pn5CRkZGfKfnJwc+XFNuMa8vDyhefPmwtixY4UzZ84IN2/eFPbv3y/cuHFDfo4m/P2TnZ2t8DkePHhQACAcPnxYEATN+CwXLVokWFtbC3/88Ydw69Yt4ZdffhFMTEyElStXys+pr8+SxY0SdOjQQZg0aZL8sVQqFZycnISIiAg1pqq7fxc3MplMcHBwEJYuXSpvy8/PF/T19YWff/5ZEARBuHLligBAOHv2rPycP//8U5BIJEJaWlq9ZRcjOztbACAcPXpUEITqa9LV1RV++eUX+TlXr14VAAinTp0SBKG6CNTS0hIyMzPl56xevVowMzMTysvL6/cCRLC0tBS+++47jbvGoqIiwcvLSzh48KDQo0cPeXGjKdc5f/58ITAw8JHHNOUa3333XaFr166PPa6pf/9MmTJFaNGihSCTyTTmsxwwYIAwfvx4hbZhw4YJo0aNEgShfj9L3pZ6ShUVFTh//jxCQ0PlbVpaWggNDcWpU6fUmEx5bt26hczMTIVrNDc3R8eOHeXXeOrUKVhYWCA4OFh+TmhoKLS0tHDmzJl6z1wbBQUFAAArKysAwPnz51FZWalwnd7e3nB1dVW4zoCAANjb28vPCQsLQ2FhIS5fvlyP6WtHKpViy5YtKCkpQUhIiMZd46RJkzBgwACF6wE067NMSEiAk5MTPDw8MGrUKCQnJwPQnGvctWsXgoOD8cILL8DOzg5t27bF2rVr5cc18e+fiooKbNq0CePHj4dEItGYz7Jz586IjIzE9evXAQAxMTE4ceIEnn32WQD1+1k2uY0zlS03NxdSqVThPzgAsLe3R3x8vJpSKVdmZiYAPPIaa45lZmbCzs5O4biOjg6srKzk5zQkMpkMU6dORZcuXeDv7w+g+hr09PRgYWGhcO6/r/NRv4eaYw1FbGwsQkJCUFZWBhMTE+zYsQO+vr64ePGixlzjli1bcOHCBZw9e/ahY5ryWXbs2BEbNmxAq1atkJGRgY8++gjdunVDXFycxlzjzZs3sXr1akyfPh3vvfcezp49i8mTJ0NPTw/h4eEa+ffPzp07kZ+fj7FjxwLQnP9eZ8+ejcLCQnh7e0NbWxtSqRSLFi3CqFGjANTvdwmLG2qSJk2ahLi4OJw4cULdUVSiVatWuHjxIgoKCvDrr78iPDwcR48eVXcspUlJScGUKVNw8OBBGBgYqDuOytT8ixcAWrdujY4dO6J58+bYtm0bDA0N1ZhMeWQyGYKDg7F48WIAQNu2bREXF4c1a9YgPDxczelU4/vvv8ezzz4LJycndUdRqm3btmHz5s346aef4Ofnh4sXL2Lq1KlwcnKq98+St6Weko2NDbS1tR8a1Z6VlQUHBwc1pVKumut40jU6ODggOztb4XhVVRXy8vIa3O/hrbfewh9//IHDhw+jWbNm8nYHBwdUVFQgPz9f4fx/X+ejfg81xxoKPT09eHp6IigoCBEREQgMDMTKlSs15hrPnz+P7OxstGvXDjo6OtDR0cHRo0fxxRdfQEdHB/b29hpxnf9mYWGBli1b4saNGxrzWTo6OsLX11ehzcfHR377TdP+/klKSsJff/2FCRMmyNs05bOcNWsWZs+ejREjRiAgIAAvv/wypk2bhoiICAD1+1myuHlKenp6CAoKQmRkpLxNJpMhMjISISEhakymPO7u7nBwcFC4xsLCQpw5c0Z+jSEhIcjPz8f58+fl5xw6dAgymQwdO3as98yPIggC3nrrLezYsQOHDh2Cu7u7wvGgoCDo6uoqXOe1a9eQnJyscJ2xsbEK//MdPHgQZmZmD/0F3ZDIZDKUl5drzDX27t0bsbGxuHjxovwnODgYo0aNkv9ZE67z34qLi5GYmAhHR0eN+Sy7dOny0JIM169fR/PmzQFozt8/NdavXw87OzsMGDBA3qYpn2VpaSm0tBTLCm1tbchkMgD1/Fk+xcBoum/Lli2Cvr6+sGHDBuHKlSvCq6++KlhYWCiMam/oioqKhOjoaCE6OloAICxfvlyIjo4WkpKSBEGonr5nYWEh/P7778KlS5eEwYMHP3L6Xtu2bYUzZ84IJ06cELy8vBrUVMw33nhDMDc3F44cOaIwJbO0tFR+zuuvvy64uroKhw4dEs6dOyeEhIQIISEh8uM10zH79u0rXLx4Udi3b59ga2vboKZjzp49Wzh69Khw69Yt4dKlS8Ls2bMFiUQiHDhwQBAEzbjGR/nnbClB0IzrnDFjhnDkyBHh1q1bwsmTJ4XQ0FDBxsZGyM7OFgRBM64xKipK0NHRERYtWiQkJCQImzdvFoyMjIRNmzbJz9GEv38EoXomraurq/Duu+8+dEwTPsvw8HDB2dlZPhV8+/btgo2NjfDOO+/Iz6mvz5LFjZJ8+eWXgqurq6Cnpyd06NBBOH36tLojiXL48GEBwEM/4eHhgiBUT+H74IMPBHt7e0FfX1/o3bu3cO3aNYXXuHPnjvDSSy8JJiYmgpmZmTBu3DihqKhIDVfzaI+6PgDC+vXr5efcu3dPePPNNwVLS0vByMhIGDp0qJCRkaHwOrdv3xaeffZZwdDQULCxsRFmzJghVFZW1vPVPN748eOF5s2bC3p6eoKtra3Qu3dveWEjCJpxjY/y7+JGE65z+PDhgqOjo6Cnpyc4OzsLw4cPV1j/RROuURAEYffu3YK/v7+gr68veHt7C99++63CcU34+0cQBGH//v0CgIeyC4JmfJaFhYXClClTBFdXV8HAwEDw8PAQ3n//fYWp6vX1WUoE4R9LBxIRERE1chxzQ0RERBqFxQ0RERFpFBY3REREpFFY3BAREZFGYXFDREREGoXFDREREWkUFjdERESkUVjcEBERkUZhcUNEREQahcUNUQM2duxYSCQSfPLJJwrtO3fuhEQiUVMqaizc3NywYsUKdccgqncsbogaOAMDAyxZsgR3795VdxQiokaBxQ1RAxcaGgoHBwdEREQ89pwPP/wQbdq0UWhbsWIF3Nzc5I/Hjh2LIUOGYPHixbC3t4eFhQUWLFiAqqoqzJo1C1ZWVmjWrBnWr18vKt+GDRtgYWGBnTt3wsvLCwYGBggLC0NKSorCebt370b79u1hYGAAGxsbDB06VH7sxx9/RHBwMExNTeHg4ICRI0ciOzv7ie9bXl6Od999Fy4uLtDX14enpye+//57+fGjR4+iQ4cO0NfXh6OjI2bPno2qqir58WeeeQZvv/02pk6dCktLS9jb22Pt2rUoKSnBuHHjYGpqCk9PT/z555/y5xw5cgQSiQR79uxB69atYWBggE6dOiEuLk4h22+//QY/Pz/o6+vDzc0Ny5YtUzju5uaGxYsXY/z48TA1NYWrqyu+/fZbhXNSUlLw4osvwsLCAlZWVhg8eDBu374tP17zeX722WdwdHSEtbU1Jk2ahMrKSvn1JSUlYdq0aZBIJPKevqSkJAwcOBCWlpYwNjaGn58f9u7d+8TfNVFjw+KGqIHT1tbG4sWL8eWXXyI1NfWpXuvQoUNIT0/HsWPHsHz5csyfPx//+9//YGlpiTNnzuD111/Ha6+9Jvp9SktLsWjRIvzwww84efIk8vPzMWLECPnxPXv2YOjQoejfvz+io6MRGRmJDh06yI9XVlZi4cKFiImJwc6dO3H79m2MHTv2ie85ZswY/Pzzz/jiiy9w9epVfPPNNzAxMQEApKWloX///mjfvj1iYmKwevVqfP/99/j4448VXmPjxo2wsbFBVFQU3n77bbzxxht44YUX0LlzZ1y4cAF9+/bFyy+/jNLSUoXnzZo1C8uWLcPZs2dha2uLgQMHyouK8+fP48UXX8SIESMQGxuLDz/8EB988AE2bNig8BrLli1DcHAwoqOj8eabb+KNN97AtWvX5L+PsLAwmJqa4vjx4zh58iRMTEzQr18/VFRUyF/j8OHDSExMxOHDh7Fx40Zs2LBB/j7bt29Hs2bNsGDBAmRkZCAjIwMAMGnSJJSXl+PYsWOIjY3FkiVL5L83Io2hhF3OiUhFwsPDhcGDBwuCIAidOnUSxo8fLwiCIOzYsUP45/++8+fPFwIDAxWe+/nnnwvNmzdXeK3mzZsLUqlU3taqVSuhW7du8sdVVVWCsbGx8PPPP9c64/r16wUAwunTp+VtV69eFQAIZ86cEQRBEEJCQoRRo0bV+jXPnj0rABCKiooeefzatWsCAOHgwYOPPP7ee+8JrVq1EmQymbxt1apVgomJifz6e/ToIXTt2lV+vObaX375ZXlbRkaGAEA4deqUIAiCcPjwYQGAsGXLFvk5d+7cEQwNDYWtW7cKgiAII0eOFPr06aOQZ9asWYKvr6/8cfPmzYXRo0fLH8tkMsHOzk5YvXq1IAiC8OOPPz6Uv7y8XDA0NBT2798vCMKDz7Oqqkp+zgsvvCAMHz5c4X0+//xzhSwBAQHChx9++MjfG5GmYM8NUSOxZMkSbNy4EVevXq3za/j5+UFL68H/9vb29ggICJA/1tbWhrW19X/eEvo3HR0dtG/fXv7Y29sbFhYW8qwXL15E7969H/v88+fPY+DAgXB1dYWpqSl69OgBAEhOTn7k+RcvXoS2trb8vH+7evUqQkJCFAZdd+nSBcXFxQq9Uq1bt5b/ueba//n7sLe3B4CHfh8hISHyP1tZWaFVq1bya7169Sq6dOmicH6XLl2QkJAAqVT6yPeWSCRwcHCQv09MTAxu3LgBU1NTmJiYwMTEBFZWVigrK0NiYqL8eX5+ftDW1pY/dnR0/M/PbvLkyfj444/RpUsXzJ8/H5cuXXri+USNEYsbokaie/fuCAsLw5w5cx46pqWlBUEQFNpqbpP8k66ursJjiUTyyDaZTKaExA8YGho+9lhJSQnCwsJgZmaGzZs34+zZs9ixYwcAKNyCqe3rifFfv4+a4kjZv4/HvXfN+xQXFyMoKAgXL15U+Ll+/TpGjhxZq9d4nAkTJuDmzZt4+eWXERsbi+DgYHz55ZdKuiqihoHFDVEj8sknn2D37t04deqUQrutrS0yMzMVCpyLFy/WW66qqiqcO3dO/vjatWvIz8+Hj48PgOpeisjIyEc+Nz4+Hnfu3MEnn3yCbt26wdvb+z97HwICAiCTyXD06NFHHvfx8cGpU6cUfh8nT56EqakpmjVrJvbyHnL69Gn5n+/evYvr16/Lr9XHxwcnT55UOP/kyZNo2bKlQi/Lk7Rr1w4JCQmws7ODp6enwo+5uXmtc+rp6Sn0FtVwcXHB66+/ju3bt2PGjBlYu3ZtrV+TqDFgcUPUiAQEBGDUqFH44osvFNqfeeYZ5OTk4NNPP0ViYiJWrVqlMMvnafTu3RtfffXVE8/R1dXF22+/jTNnzuD8+fMYO3YsOnXqJB80PH/+fPz888+YP38+rl69Kh/ICgCurq7Q09PDl19+iZs3b2LXrl1YuHDhE9/Pzc0N4eHhGD9+PHbu3Ilbt27hyJEj2LZtGwDgzTffREpKCt5++23Ex8fj999/x/z58zF9+nSF23J1tWDBAkRGRiIuLg5jx46FjY0NhgwZAgCYMWMGIiMjsXDhQly/fh0bN27EV199hZkzZ9b69UeNGgUbGxsMHjwYx48fl1/f5MmTRQ32dnNzw7Fjx5CWlobc3FwAwNSpU7F//37cunULFy5cwOHDh+WFGZGmYHFD1MgsWLDgoVsPPj4++Prrr7Fq1SoEBgYiKipK1JfpkyQmJsq/GB/HyMgI7777LkaOHIkuXbrAxMQEW7dulR9/5pln8Msvv2DXrl1o06YNevXqhaioKADVvU4bNmzAL7/8Al9fX3zyySf47LPP/jPX6tWr8fzzz+PNN9+Et7c3Jk6ciJKSEgCAs7Mz9u7di6ioKAQGBuL111/HK6+8grlz5z7Fb+KBTz75BFOmTEFQUBAyMzOxe/du6OnpAajuddm2bRu2bNkCf39/zJs3DwsWLPjP2V//ZGRkhGPHjsHV1RXDhg2Dj48PXnnlFZSVlcHMzKzWr7NgwQLcvn0bLVq0gK2tLQBAKpVi0qRJ8PHxQb9+/dCyZUt8/fXXoq6fqKGTCP++UU9EJMKGDRswdepU5OfnqzuKyh05cgQ9e/bE3bt3YWFhoe44RPQY7LkhIiIijcLihoiIiDQKb0sRERGRRmHPDREREWkUFjdERESkUVjcEBERkUZhcUNEREQahcUNERERaRQWN0RERKRRWNwQERGRRmFxQ0RERBrl/4sql89MUaVEAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A VOUS DE JOUER" ] }, { "cell_type": "markdown", "id": "139c77da", "metadata": {}, "source": [ "Pour quelques images (choisies dans le training ou testing set), afficher leur approximation à partir de 10, 50, 100 et 300 composantes de la PCA. Utiliser cette méthode pour effectuer un débruitage basique." ] }, { "cell_type": "code", "execution_count": 13, "id": "b2b7881a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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