{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Scikit-Learn の練習\n", "以下の資料を参考にしてやったところまで。途中で使えないattributeがあったので、最後まではやってないけど、使い方は大分分かった。\n", "https://www.kaggle.com/c/data-science-london-scikit-learn/visualization/1091" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.datasets import load_digits\n", "digits = load_digits()\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import sklearn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.4.3\n", "0.16.1\n" ] } ], "source": [ "print matplotlib.__version__\n", "print sklearn.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "images shape: (1797, 8, 8)\n", "targets shpae: (1797,)\n" ] } ], "source": [ "print(\"images shape: %s\" % str(digits.images.shape))\n", "print(\"targets shpae: %s\" % str(digits.target.shape))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(digits.images[0],cmap=plt.cm.Greys);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, ..., 8, 9, 8])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "digits.target" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1797, 64)\n" ] } ], "source": [ "X = digits.data.reshape(-1,64)\n", "print(X.shape)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1797,)\n" ] } ], "source": [ "y = digits.target\n", "print(y.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "17971個のデータポイントがあって、それぞれに8x8のイメージがある。なので64次元データ" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0. 0. 5. ..., 0. 0. 0.]\n", " [ 0. 0. 0. ..., 10. 0. 0.]\n", " [ 0. 0. 0. ..., 16. 9. 0.]\n", " ..., \n", " [ 0. 0. 1. ..., 6. 0. 0.]\n", " [ 0. 0. 2. ..., 12. 0. 0.]\n", " [ 0. 0. 10. ..., 12. 1. 0.]]\n" ] } ], "source": [ "print(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.decomposition import PCA" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pca = PCA(n_components=2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pca.fit(X);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1797, 2)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_pca = pca.transform(X)\n", "X_pca.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ここで2次元に落ちている。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5+1eAQcB/XKoUo/ynYK7fbppZDbQOgCPKZQcBWxSBtdvd733IngsrtsIqDbBdM7Tu6u75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E/jnpie5vQoS+wau8ONyX7sTNH99k/5tk5QcbcXwn74RcF+gMIMvECHaTHGLRK67hfHDCzZ2I9T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Y1sPRz7juX/Xu4ksOyKC0E4FRGN7T2D3S9Nq0DMNNAtuusS8n/DFeN2HcH4Qh84VeQwQ/+sBa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\njPut8uLZxHVigL8IEh9C4iVgiw0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dNEN3h2mGHm+l67xZvLOduq1ijiyVeXLDD7PEtLVK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b7Ht9TJsVivbv+M8BwFRsciJL57B5GVyMv/RmyLOPVyoUVCfHTthaRlJfLjMqRH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f9DigUd+h5+7g/n7a6syL1/20NhnNdKgqGJDNxhERF9azynWRmQ2RG/rAJfvmvPJ+BZ6C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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plt.figsize(16,10)\n", "fig = plt.figure(figsize=(16,10))\n", "plt.scatter(X_pca[:,0],X_pca[:,1],c=y)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(64,)\n", "(2, 64)\n" ] } ], "source": [ "print(pca.mean_.shape)\n", "print(pca.components_.shape)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9gOfd/X8aOipJg3LNJ+WaAxUnZnf/CLg4hbFIipRrPinXfNCVfyIiGZN6r4xTTjklvM6e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\nxCwikjGamEVEMkYTs4hIxmhiFhHJmP8DNW1HuHQymv0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fix, ax = plt.subplots(1,3)\n", "ax[0].matshow(pca.mean_.reshape(8,8),cmap=plt.cm.Greys)\n", "ax[1].matshow(pca.components_[0,:].reshape(8,8),cmap=plt.cm.Greys)\n", "ax[2].matshow(pca.components_[1,:].reshape(8,8),cmap=plt.cm.Greys);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##多様体学習\n", "これはあんまりよく知らない。後で勉強しよう。" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.manifold import Isomap" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "isomap = Isomap(n_components=2,n_neighbors=20)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python2.7/site-packages/numpy/core/fromnumeric.py:2507: VisibleDeprecationWarning: `rank` is deprecated; use the `ndim` attribute or function instead. To find the rank of a matrix see `numpy.linalg.matrix_rank`.\n", " VisibleDeprecationWarning)\n" ] }, { "data": { "text/plain": [ "Isomap(eigen_solver='auto', max_iter=None, n_components=2, n_neighbors=20,\n", " neighbors_algorithm='auto', path_method='auto', tol=0)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "isomap.fit(X)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1797, 2)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_isomap = isomap.transform(X)\n", "X_isomap.shape" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JCmBIfbowER5udB9hZlUlcCfQF/gpCp02g8rVIPQR9H0H3jCzVd09O0+bA+JwERBqgCvd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\nbr9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kZ/lJmNoFiAHjC7KUo3N20GJV0GS1Z3AJ9Ql+FH6SjiYTq6xH5x1CFt9qimzY4jOg\n7ybMv0mL0xZYZ+XqPBcwkSMHIDt1QoIWFUBwa98DTenqBPUvDrqsT/bu1CS54IURYvkxmceM1qm8\nPYCc4yq5O4AEIAm0a3CuQ/NuvYGIYq4LVSFYrsF+TfSZvqdJvNZauySK2CC9FHKmg5xuI3005NUw\n8lwIKVOI0roL/EYgmKCJWD3L068eeWB5cl5uitybnyITT+6adsPGnS1ZCy9qPHjMn7ets4jOuGuw\nBEvNVwBLx1urOFygRuB7ga5Z2LQ6wh5c0Usj9tcAcqRFTUCR002VdMPG/TSK32vhtewXLDPjtcmQ\n7ojtIW7ISFIf29c33MaKzcv5cdH35qdIm25uFTC0CVl93JCRqI2HveCFEWI6WhXricUGOlqefr0X\nNeYqjX239v29hZ8d0w0ZH4zYv33ylH9uJ/3GlMXdkPFY42cCOG6PXYnXWh8XvIS4DpUbMpZhaaeW\ndnDiJ942SPY9r1fOcrW1/DSOVDk2lccejMz+DXWWzu8/Qhz7p8nytiYsk+Msi1RplJjnsgrYrol1\nLQHrM2hVBW0qwfra//9hP+DHfAYESgUOEWgbB3NO4bwBnsuqNq2oti3SAY9lxx5M+o1HkXNOpSbg\nsRhwga7A3RDK+PVcLxLYNQv227WW2FOPRqZO8GvovvsMUho1BIICbgKM8xroagDDgZ1owjUfmAzB\nOJwscHYhFta+eWtfhyKK+F/ApnC+ra785p5QEUX8mqDB/mUu8X9ORW6YiHgmcWBo1OGhm/agjsQ+\nuj9S5vK2iGDrxFedVn9s5giywHkigqFxVNcI8Y+n+wma+pYRt3VOByJhi7cDJilbJxOyuJ1f2AUK\n2B3H/RGl8gTCnwDdt/SYEZvPH9rPX6f8LGSvXiSB327t697M+nRxw8aHSiNnB/RVwHigjaa7NXbp\ndsLgS8SM9BFDdyqaI60bOe6JB1n1JPaHEsQBCeCKYqhElSuPh/xji6LIuQ4SICBwucDzAuFvm5AZ\ndEPGB2Wd3Oq2PbwqJ6gvokFGW3x32yYJYqDEfPzEWwfVkdizHtpBgmXmv4A9dIJ5+FT8SrgicJWA\nu9EZTwHNgMzygmuylCE7G1TTyKV+A2UOa9fTq2wYw1ra0akCBtTO3Q0ZH+82vXN6zmujZNJp3TJO\nUP+CJkIDgL367VL2k8RKbthI4Lugh4FOjTeFgHaWp6+ecmb3muP+NkBKyu24bqp1ZkHHd4vcEzic\nDXR7/W8AELRc7YpgqfmYYWmzmiL5wOnHHUqqlliuXoiYJil8t9cpwHG116g5OCFj5e/eq4+NHntc\n5wxwboMxXF0jd+efkRFDkFo32r9fRz4S4pP1zKG9prjANPhdUxsaW2LNCkSy2Q0R/Hovu+JnlnaB\nk6BD3M/ue5HAKIH+AscL2EtEhGCAxX//o+8KvOTfSGkJccfhhVCIb8IhHgPKgR5+/OvwLHTNgy5g\np8D6Et/KO8Bz+SESIv/pq9RtBlx+LmLoWhUNXMEBD6y3IVINrSrBWgyU/3wu+qn+mHoK7LlNkd0i\niihiw7EpnK/oTlxsxfb/uEUdZt0+GW/P3v7nZBbvkvn8piLFX895iYmlju9OfOLTJCpS/AXA1vn+\nte/ovl8fyObhlcWkgO8AwhYHXbEL3oA2vryrx+Id+TgHOXmG7rMNg26dhB2vgTF3ceDHq3gbuOmX\nmKdSqiuO9yA3Pe0xeEe447o+3DjneaVUTyn8Cm6ArAB+SZrVIvLtuvrm8pQNbFN7Hgxpj/3UV7Td\nuFls2SYii4HtlFIqFcv6Zh2lBuSNQDY9+U0Dw6Gm32lwb7mDHy+3dDMN/fijGX7/xyQy0EBdmIAA\nAdZwJjCHnIxhTf41zopb3JiyETqSYikwB/gMyIWbmEtMKTU0WZ3dHp+wvi+Feq6Wo5+mG+oqAd2L\nmO8nq7KTRaTOJS++tuaGO2f+ZzcvaniGpXHLSQsS8R9rrgc8FyUx5ivoAwh++dXUel0ulVJd3LDx\nSCqWHWC5+g/peO4QEXkZP2WpFlH1fUv8vze4NrFSKuRFjBvcsL7r2hVp97Grv8wP36+99vrdy3KJ\nipq1gBsoMd9zw0Y7ycsbb963/JN3HloxMJ+ThalYboY0Xe/2i2/er7TWLE1S1tHls9fXkM3kc5ar\nHZPPcZ7ladlcjaxWSu0qIl8Xzjl05AHtg0dc098A6DmsxLto5zcuBP/3owm9bTdkvNa6q9uvbfcA\nHz23SimldheR1zd0DbZEK7ivhoGq5n4rRCQGzF6PqKfvfojLJ+4C/XrDzEtIuTaPuw6Pt2/DzkMG\noh5/HmUY6thsVuY1OU5eDCdQ/9rlBA0NVf8eJiLJcFAtrqyia7dOqL47QyQMi74mlkw1H3qhlCr3\nXD4+bD8i7dqgX3cTM2rDR9Yzp41uhTVbpztu4Z58uV5PeygM9OrLmA4EHgQSgEoqpWxN0enIA1AA\nnTpA984YCz9jTMgjWVHFaKADWMfBiCDs5scb8B7w7ELIDJOCi69SqmskxCeLvqZLn15+r4Wfk8vm\n8lf9dF30s6HbQJjm+PsRL3jw7xuBvQtyIsCwwiAlsokuxMVWbMW2GdvWZuCbm5UXUcSvCaUOHzxx\nIHVW1evGIWGbu0QEYEqpw9ulLu/pisNrzwFGugbVY7tS2T1KddjiBQrZL8M291w2hlytvOsnkI86\nPBV1+Prdo+vHuWEiErG545eaJ3AgO06s5BMRPhFhYV6w3TRQtoFyBnoGa3pEqQxaJEMW17MOq2TY\nZt6BfUnFzvIt02084sAtts4fgT239vVvwXx3JNK3kqNF6uC2q2YD3bnxXcmnAKcAw5s43jeqeKZU\n8R8HMn7ylFcL1s5XxcYQk7biR8qKwBMCnsDkJITv2gA9dgu3tuJ/+XqszMtOkT1+0y3jRYwXm+i3\nV7DUfDtYar6n6erQwndtbKhycCXAbmLQXxSBOOtx+QWUE9K/mHbpNtm7EpNk9jPDxfL0GNBJRAgr\nHp5sknw7jNwQIO/6sYE/s+SsD27YeG7kgeWpqz8aI9Mu3SbvhvWsE9R/9CLGa8Bwy9WqTrp9UP7a\nhbvIyAPLU27YeLYlcu2APtMO6IkOfYIVhYRSMyNt7djflo2X+2SqHHZ1v5wXMT5qMN9Zk07rVlNr\nLfzzV7uJHdDXrmN9ju+7c2m81r35rId2EDdsfNnguIVihu3pf8WPPV6vBwdQCpyO4nyaKR3Uwvtl\nZ9dhrWWRcR1WU6jTSjNW6JbIi4ZZGA6xIhzkNmDv3t2pTn+LyHLkw+cRyyLe3G+KHdCv7DIwHL/w\nxZFy4q2Dau+jPo3G6BPwWBrwSOo6aV3jGnzy1Kxepsnlpx5NTa3F8dG/IyWRdVtutxSAXcD5N7if\ngXEBP0lKpn4LXRN+tuKLBcYItBNw4hRCFTyX1c/e48/jtYeRaARZ/I7/+YFbEM9lJVgPwhSpTxp1\npIC7sAldxgU84jOOIbPnRBIBj+8aryU4D8CeDWQdK+B8XnstwFwN7St8S639MhtQFs2/x+w3wYiB\n/dmm3MtFFPG/ik3hfFtd+c09oSKK+DVBVxzWNkD8/n2Qv09Bgr478Y7rOw/fJWtffDevhplPe7sG\nlScMJjNjB2pc3zVyWNjie0dHWrnIXyYge/UmaWqcv54xugBH4dcE3dSyNGNo37ma95M+iX1qkWCY\n6Q15oRARQhZf3j6FvMxG1v4W6RIhRqHsTDPjhiI2T+iKrK0TcwxW7NWb5JW7IB1CxB2dczZhTiVh\nmztLHT6N2DwEtN/c9wcQxAisYvifchzwrTD4kixG8NsNfBFTNtxXAtXbQcKFuAEz1tF/b3AFpgmk\nBarEL6GxfwM33rz4RszQfesjkbU64Ftkz9vz7B65WoJ1y8oJYjpai2IFgd0D8F0IalxIu/Am0KYF\n57W2XD3VsDbvwPGtKmtfugE3rPhrVLE0hJYApxoiz7dEdoMxbE1X2XvSk+vG2H5ym2qgloAfOXTv\ndtW1x+5OTRJNV1laUKoJv17meGASfkbyMyee0jVdK+uO2B6i6aqmQf++pqvFjrlhW9l9RlcpKXcy\nhq3d06x8xUX7zO6Zr5X3t2XjxXK1qoIszQ0bL/fbpSxxxLX9pMvAcNwNGf9Yj75ldkBfNvLA8uTU\ns3pknaAep4WZgAHdDuhXumFjhRcxFpsmiWcKhOjxfyKOTYVpq2e8qJEPlJg509FWsAnuz8DRB0yl\nupY85pYiukaOZrK+A5rlarOCpeZHgRLzFQpZdpvqB7Rv6e+m53LDVedT5zb73jNINMzijZ3XJqzH\nYDDj/rN+tBRiXS9vcNzy68UGY1BWDWY1GPMMg3+WRHjIspgNjHUdqrcfQLXnkpk6nkzDTMiWieg6\nNf4m2NECJwi0joN+YSTEI7ZFIhhgpabYvzDmAOBs4GSaKCsF+lnQueDifKHA4DTYhY1g5y3YI+eT\n2wsEusRZRww9aMeA+29w5/vPnPUljMn6Mbv7CJgZoP8vfV2KKOK/GUUSW0QRv2IomFbm8lqpwwvA\nLpsqDz+m6BwFs4CeYYvbJvUg+eMZyH+OR9oFEEfni3WRD2CEa1C9Xx9iQ9tTHbRYCASa6evgx1Y1\nW+4HUATCD9K5ZzV7HhEnFI1jWsdv6Nx0RTY+kzqL8snbk6YFMa4FEjVtRDnV+Vn+ud+egpgaaTYi\nvhTQQhYfHDuI9OuHI2cNJxM0+WZTyX4zY/XGir6DEfgRKzof6LyOvlF8V+OGGxvjPE/P6hpiGUpG\n60o0SDfWFdgLop9DZAkE18AAgZCAK2iuoMoElhdI7FyBwPIWXTNDHWPYWlxp5JyQvqjH0EhsXnZK\nXS1WN2x804I1GBiE+NMh5KsoMtUkGVbMa+H62bqpMn/5Zmxd+aJWXdxqGpTuAcrBq4J5AksFTstA\n+P0NuEa6Zqiam7+fUJesqcfQaDX4SZWAA3oNj1bXEum/LR0nuqEyrMeqCQyzXH1tq85upeVqKcvT\nzwX26dAnWH1Xwk8cddbDO4gT1JeICLqpjjQsldR0lXNCen67PVrn95zZI++E9DgwpZkxxkfaWvG/\nfONbxyec3DXtRYxnascv7eBUz63xyfk/q/YQy9VSQNtmdVbM2vnwjnUk+9wnh4kXNRa1ZB1tT7+k\n6+Bw/JqPx8jFr4yUUJkptVY9WY6EQqTbdvfk/OdHyOnztpdAiSl2QPu08HxvzHPcNxgg/u+n/fIv\nc2aSDQdZsLmf4WbGNgAP2C0YYJXnIW1bIbdeiwwbTDzg8ftfQo+f6qRdCTvn662aJwnYKwDTMDgz\nEuYeXecc/Fquo4BTggG+79eLzC1XI7vtSNxzeRWMFT7RNVKtSsn+sMC/fi/eh5RGkfwy5MwTEIWV\n9+UbF4VDPDxtT1KrFvi1a8NBPz9Ey9bRfsSvV+vGwfqAgrUWrFUwo4GVdpyA8adm5n4chONwsMC+\n4suzkn7sb+35nQT0NU2R6SKK+LWiSGKLKKKILYawxfKFx1FH/K7aDXEMbljXOVGbhfP2pi4h0pSe\nTSdEAiY5OrFSh5jjW33HNThmAocAZ+CXYlHAZOBEYMjGzKWxJbZzeN2W2Ea6HrN/H2K165A6G9EV\nWTbQGlyQ1bPMJZ6bVb9GvUqppAVW9C0Bf22D1/lZQ0MpReBHF/4JbOcE9fmjDiyXu1OT5MbFY6Vt\nuSOGT2IbZjgeDeEEPC3wvsC2CQj9AErAFk2jRtPtN8BJQccq8NbQAtc6YMdAiRm/duEuck96sow7\noUvGDRsVHfuHqofu1a6q4I65cwvknD3DIVObfGllCWJDoqXrY9raaU5YT3YeGM2G21gpJ6g/2ZD0\nAAfAhMp6S3NOwP5Z7cx1wfb0y9v28GJH/bG/jDigfcoJ6p9SSB4DuE5Q/3T4fu1Th1/TT1p1ceOW\nq124vmtqe/rKsx7aoY74BkvNODDUDRv3RdvZsd4jSyosT6/CryU6xIsY8T98sovMy02Rfc/vJX13\nLpX7ZKrMfma4eBHjq0byHXxPjrGGpZ2tGyqt6SrrhoxllqtV2p6+VjPUbZ0HhOqSVN2bn1KrQ7fm\n9DYsdfW0S7aps+z+8bNdxQ0ZK1uyhoES88vL3hxdZ80+8rr+csRBmshyZOl7iBcx5JL5o+qOH/r7\nvmI6Wl43VUo3VMYJ6rdSCK1oKTTFvo5NlaaRCwf5mIKbeRPXw9lc5MWxOc/QqdE1skEPufYi5Krz\nkYCHuA7i+In3Nmgem+d3RF0EQ2vgNPGTNR0uYC0OB3lqzAjif/s9MnY0iXCQF4MB7tquP8nr5iC7\n74pMGoskvkJ03crB2KxP+s4TywpkQkEyA/tS7bk+ka3dlOjXm4ra30zHJvb9R/XHjj2YmlCQT0uj\nfBoKchPNbKLWPiv4yc6641vBy4BeYD0LIzM+ET1HoFWMgnfEz2W4n8ARDQjrBAEzBzOlvr5sqUC7\nOPhW4iKKKGLTOF8xsVOxFVuxrbNpitWf/ED7/q39zx+tJJ3JsWJd5+SENkPa+X8rBSM74Dz3DR0a\n9lFKtXIN7n/xELyRHeGVxTDpXh5WSnUE4mGLl3uXsd3Q9hj3fEIuluHEbF7u3JS5VGfY99Rneeny\n1zFXJrCA24Emk58opRz8zCMpYCHw4pNfIvd8AkPawcXzSQcsXq1MSc1GqFKTyaFlcuAYvnNtsgYN\nyLTkZKXUdhGbO2vydDI13qtMc6iIfL8RetS2A6DdcfC2BSUofmuXa7ccsSIf3z+vyOw+oytzdv2Y\nr95dhek4iJ7KkmNV/enOAXCuW1++9k4XdqkCsSCdy+cRkZQopdrC0jb4tRF3VEp1BZ4Xkepm9Npp\nl6M6WZ36hwDYc2YP86XbFrtLP6m+Yukn1YuBV6SQnEspVQKMxr9er4pIw7Ws+jpHDYWMMovzYEC8\npYtTk1aVNemIWvLxbzRYqMHTAyAeVkqFCmP2hG81yOF7Pa8Acgo/Y02LWjqRO3/lV4kF887/bGwm\nmVucz/EnEUmCn/BHKTXsnYdXzPjw6VWd0onciyLywHpEBrKZfOmwfdoDUNrBpd+Ysvw7D3/fN1mV\nnZasyg6t+D5dBrwnIquUUqcM37e96tjPX+v9zu/F4YEvERHadvfI56QuAZdSqtQJ6m+16uy203Ql\nq75JrEnF8p0NWx3ZqrN74cxHhgbyOeGKSW+eXSImAAAgAElEQVRNW/lVIv/YNV/lt5/cRnvxliU1\n2Zr8EmBJc0pnM/LEE9d9ffK2Y1t5ZR0dbjt1QRJ4pIXLGFu7PFX3YfWSRP6VxyVX8SOp+W+jAzWp\nWC5SezxVnUUzlPrzV2Nty9H4/dR3Dv72w6oVwAUtHI9cXh5SSj0MGJXVP/8tUEopz+VKw+BMTUMi\nIfVeVYxJIrK2pWM0kjelQ3tmvf0EximzYa+JcPRB/jHPhSv/DMu+JwocopRaDrwohTfFLd/kdsd+\nd7ZpvEtpicaq1TlJprhX1znl2bl4tg3HHITbbjtGpFIY8x/BCgbglKOg/66w4DPI50XzK8gBmGQy\nI8xM5uXbP/40/7hlMu/RZzX78j8ZdOucY/HSnI3/sGEYVC/6mkDb1rC2Ah54EmPmSfTebUe0P9xM\n1xdeoycwtkmt/fVZCqCUdTHkZ4FTA5kY/HsJvF8OWR30O4F7mpl87qelhbMCLISbBvr/RhYD7YBY\nDp80F1uxFdumtq3NwDc3Ky+iiCI2L4BdHJ34kQNITuhGPGDyLeuxMEVs7j+0P6n0Ob7bbbnv2jW5\nkdxRfVtRUWvZlNlI1wiVwGBg30FtqM6e63//8XTE1onRfD3T3YIWy0yNdMTmX6wjvhQ/RnAI0HUd\nfToETb7tHqWqbYBY2OIlwAKGR20+DlmsjNjMBUIbuaYqbPHEmM7Eb5+M7NmLZMjiLVqQaAZo7RpU\n/H0K+SWn+q7IId9de6PL5oB5jV/yRgr4WkqVJ3/2kEDYqGzVuZVoxlkCleKXxfEyQI/6843L4JRs\n/flPC0Tz4PysNAvQEbzvYecq2LEKAktpxr0UOLrP6NLYvNwUuf7L3cQNhwVG5mFAFYQ+qV1/oKft\n6T/0HllS2aFvsMoJGR8VrrMBwRvBrQYvN1DTMhe65EsUcR2OwGecO1OIF21+fQJr4N0G6zNRNJMq\n3STRbXAk0a6nG1NaoAp2jMH5eSiPgXvexl6PzfTcKsvV1sx+ZrjcJ1Pl1lUTJNTKilOoJd1E/307\nbRuqvifju/5e8vqOEmlryY2Lx8rA8a0Tbsi4tbavE9T/OnZ65/S9eb+O7+4zumXcsPGPUJn55jmP\nD6uzdJ5+7xBxI8Z8L2rMd8PGci9qPNnctW4IpTjEDRnLLU+vcEPG7TRdPqgcIs9B6HuIzse3oo13\ngnp8/4t6y4STu9ZYnv4jvvfGocD2KA4MlprZ6TcOkAPnbCOWq8nuM7rW6Xv+8yMkWGa22A28oEck\nEuJJyyQV8FhVG4vZ4PiBPboQW7XAdzk+9mDSkRAP4yev2uBn1jD43SUzEVmOTB6H3H+z/3fqG+T0\n45DOHRBNUbPPHlR360R1OMQDm/LbsJ65bwOMq/29Bfbr1Y141SJfpz9dSj4c4rPytlTnl/nf5Zch\nHdpRXRolWfudLEeGDkImjyOtaVbMr/d6scBsgXYx/NwKSinzc+gucID44QrmDxTiwoF9QkESp02n\nZrv+pEZsT65WdmYxYlv8zDMCsMH6h594yVwD6hrfjfnMgvV0Uh6sRfghNutMIghqf98dearA+DyY\nMWAg6K9AOAPDBUbVgLmCojtxEUXUYVM431ZXfnNPqIgi/teBv527C79AnVRgoqNTHbVJOgYp4Bog\n3ILzwhGbF3RFztBIOzpnN9Gno2eSXHwKIrORL05EHIMk0Bo4/pD+xGvJbeYcRFPkaMJFDujqGcSe\nOQip+C1y9ghqwhYfbcq8ozZPzBpFTe3YY7uS0BVnbea1NU2Ns0scHrR1LqaFdQeBKaM7Ulm7NvlZ\nSNAkSQP33o3Q5UQYHYcaARHF32SwHpS7gkgQ3gaj4CIrBexdDRzR8FqCWwknC1whfsbRvwmY6cbz\ngsi9cF4DwntaBkK3NqOX7YaMf3fbPlIdaVuWhSulPjHUtBRYl4oIgaj54mFX9c3VuqwO27ddUjfV\nhRD4HYyMw2KBjwXapzV4Gr+eqQPhV6FbNYysAHctzdT5BDsBK+vmrxknSnm5LeU6Mr7MkJKgLp22\nDSaBO0DNKZDiIL7lZ3RT9+0vAWBny9WqOvYLVjghPWkH9D81R2gA3Q0bz5ZvE6gevl/7ajugp01H\nW2N7eoUbNv5BgxjoYJn58pkP7iAN41ZDZeZbgaj5+JF/6F/nCjzt0m1ybthoNinUJszLgOCXcE4N\nfCbwuywEVhQ2LnYwLHWV0rgY6CgiKMUBdkBfrZsq5YT0fztB/WXb0581bPXo1LN61GViPvyafjkv\najy5IbpEQjx5+H6k1nzix2KGgiRoEO7gOvy5YdKlT19FQgHyjk064LEU6LeBcz913E4kapYgc29E\n2rZGHrwV6dMTGdQfGb8zUhJBPn7RrzPbvTPVwITNfQ0CHpeGQyR2GESF5xLDz15+wbmn1pPHVQsQ\n20JCATKnTafm308jZ59CJuDxVSjAZ7+ZTm7BS8gVs5CARzYU5F6f+FlLIFzlP3f2XHwX3w5+jOn5\nBYJ5kUBpFTC6wdoMAc4B/jSwL1W1JLnyc8Q0qAGCP11L6wbolvBJ64mFzbmemXqX4PPED4kwPwM6\ntODaTALnEbDvAbYrfGeCebGf7Mm+i43IXF5EEf/LKJLYIor4lUBTTHEN4oPaUBE0SQRMZm+MHGCv\nUocPSh0+MTVOburFFih1DWLzD0dkNvLSIUghW3GkUT87YHJlmctbYYu7aWAF9f+BN28FcA1OD1kk\nRnWkImiRsHVOKJzXN2CSeO0wpPos5PShZMI2bzUzl0On9qKqIakzNf+FhRaU82gKjUsK3TgRCdvc\n2cK11fHrCu7S+KVpcwDYuWuE6pqClXrlaYipkdmUsfzrFHwbOqcVO0gQV27ykDaKuIIDfDK6qEDi\nsgJ9q/m5Zf0Y6JLyXwjnF/qGE41f2qDsHXiqASG+X6DsZ2VyGsi1gAMguhLeanDeTQKRuSJCIGp+\n/bt3d6ojVdNvHCBu2LgLShbBvxqcc6MYuNnWipgNy2HnRC1xh5vzEG3SCgfhe2FKBr4QeEIMy5EB\nQU2SpYiUIY+HkLKQLkoxp6BzZwgsh4GVPkkOvUsLsjBvCQCtLFd7xbRV2gnqSTdsvN7cvVIgC5OA\nI4Hezcm0XO2ygeNbJe5OTZJ70pNlyNS2CTugXwtsa7la1bjjO2d2PaZT2nK1CqDXFpjTNtCm2t/M\nqL22feviIxv1HeqGjfhlb46W23+cKDsf0THtRXyiCpTbnr5y+8ltYiP2bx8v6NtnQ3SxLJKrF1JH\nUn9zLBlgZu1xpThjj91I5Jb6x2+6Chk22P/75qvJF4hsiy2lQLdwiLimIaEgYuhkPIfcnhN9K6cs\nRwqxpyLLkf2nUA0ctZnXf7vSKPFVhYRLbz2B2BYxYFrvHsRqLbF/uRwZvj1yy9W+rpEwayJhHgPa\nBzxe7NKRbJeOSM+u5D2Xr2s3SvDrLA8CetSuDdDRJ7G15XkuEmhVSRMx8cDAYID0wXsjt/8BGTKQ\nRCjA33/ez/7OJ68N41jdjG8BvljgQIEygZ1yfoy7uQas67bWplQRRfwvokhiiyjiVwDAtnVibx6J\nyGxk2QwkYhNnA1P2A+OiNvFH90dePATpHCZlKK5qot+Ibcp+6u7breDu27Bf2OLR8d1IPHmg79oa\nMFnKBrjZAr0LL849Gn0/JWDyg66oidjMp5mSJcDu25TWk7qvTkJ0RSZk8bmCfMBkJQ0yyTZx/mDP\n4EbX4M/AQBEhYvPwaUPJ5GchybORHTsS1xWntWAuVsji1Y4hqge0pjJg8j2b2WIO6GGLl0d1IH7R\nTuS7RIgFTK7cFJlBuDwIiW4a1QakI/BdqeITHb++MBgnQmkCTk3DkBiEX6aR67P/kunF4MUC0b0+\nD8El+DU5rfp+gStgtzjExS+/MzIOzno3YyB8m299zQhUCAyKgXaiiOCGjTt3OrRDam7NZPlHxe7S\nZWA4rjROgehq+GcDonOqnGobki9FBml69qcu1F8JBFc3s+YeBJ9TWlDadG8r407oLCcFldQmioqV\nIjoIhVIwEH0KLq6pT/K0ZxKsdSZi2lIwbO2cPqNL43clJsncmsky6qDypBs2bt7Ee9B2w8YTlqun\nbE9PuSHjBeqTUHUFZgJnUrCEbm7491ogCdWFa5cWaBujYP1q1PfsSad1y9RucNz6wwQxbC3R4HiZ\nvwHD8bSwzBW+hf1MYB/PZeXrj1DnKrvrjsSBYxv0dUMB3uvbi6pddyQRCiIfvUAd6XUd1lnvmkYb\ngeEg7597KjXpb33yGPRIeC73/eHiepkfv4j07eXXrQ0FiFOw9rKRWZib0Gm/8TtT2bD0TTBAOhzi\nhXCQxeEQ6W6dkS4dfcuzLEd2HYWUREhpin2BdgGPVG193fwypE9PqgvXoMn/Hb7u9mvQNwmHCQxL\n+yVsGISfSf8MoA3geC7fX3MR+TNPQHYajth+7d6feRCB85HvmlxLYgenQf/QJ7IdBALi1409W8AS\nP1Nx+U/KBhVRRBGbhiKJLaKI/xEAA22day2dqxtbBICOEZtEQ1I5pjMVwJ4bMkbUZt4NE+tlPHsQ\nUuaSC1k/zThMI3ffr0+uc/dt26BP2NLIJM9Gfjjdj38d2p4q4LdRm4dKHZ7aUP02Ys30sMVLQ9oR\nm7EDmVKHeMBk7fUTyGXOQZ6ahni+Bfln7rbASM8kfukY8nN2Ju8ZxPBd0tqELD5rF6A6YpMIWzzW\nkt13TXHG2K4kagn1lbuSjdq8sgXmbALH6YrLgb1beM4ewVLz9WCZ+aZSHNjg+6FliviqEkTKkBfD\niAOV1FtAhvgxrHoWjARwBdCTJsoBAePAWw0qD4EvIPQBmDVg1IBXa6W0IHQ/GFkfoTtasrZAyCfP\ndsaXGbyZgqUdCLth43XT0dK6qTJOUL8ZQjfDiBS0Krx8HigOriwrzPMKF4HueVgtvkXv9AxEn1nH\n+MoNGf+MtrdjXQeHq1spZEkUyZciV7pISLG8vm/JF/B2I6txtEUlfTY3gqXmY6fesV2dlfriV0ZK\nsNTcLGVgCqSh3eYgRhs+duhOfyPjdNH08oymW18BPZvQcXr/XcviteWJLpk/Spyg/v0GzHEMMAPY\nA1B2QL8o2s6OTTyla7p8m0C1E9TnBwMkZhxDZpdRxEIBFvAzF3pM/Kxns9u0Il79BSLLfTJr+aEA\nTYVJdAwF+cgykWiEbDDAfKCzppHLfkcdeTx4b2LAzT26El/5sR//edDe5D2XvGWS0HUOApTrcJFl\nkTAMMqEAd7COGsP4ltCj8Our/qyWLbBNKEh80eu+Do/+3c+KfPsfkBuvRFyHpK6R/epN6uJ1e3ZD\nZs1ASiLcj2+JTWUWU0diu3VGIiHySiHBAMtpIns5EADrer8Wq30HMNmvSzu8BgamwFgDnN6xfX3t\nXlmO9OlJBTCy6WtrJmFoFvokwVwGtALOhdJkfWzsNIHWhb+PFXC+2BrPchFF/C+iSGKLKOK/EIAX\ntvhH2GJF1GYBDWJ3muk/3DOIXzCa/OxR5F2fUA1scLyfY5B65iBEZiOLTkRcg2TE5tUyl3+ZGie1\n5GUyaHLXZWOoI7H37o30LkVaecRpVLrGM/ht2CK+cycqQhYJx+BkoBw4AZgOdDEVmZOHIGEbKQ/6\nhNjUSF0/HvnHFKTMJa6oJ00N5jOm1OHZMpeXNeXXw9yEtTbwy/HMBPYtcerjaWU2MqojFTRyfxUR\nShyeuXmP+n5/Go9EbR5uIHOXwstr45fSfSy4WYOLaJAsJGhyyx/H1ctbMB2J2CzdgHn0seFTBVkL\nvml8PRr1VQUSsV6rNzDOixjx0+ZuL2c9tIOE21jxWiILHDLVpKrWqihliO1nSY4CLrg/wn0FMnaF\n2CBlirgD1RQsj01fj8ijcFzat8quEOgSa0i4fdktq4uL76LdH9gWPyHOz8plFNajjLpkT5El8KH4\nMZO/F5gogYCet3QlnYO6HGCSNbG/AisDwSSEFtDA2g90hugb4FZBZAEwoDDGOOBEG35nQjoEyaB/\nrbrVnxu5G45O+VbYmMCwOPwfe+cdJlWV/P3PufnejpPIOYNkBRRQcmZQzGJGMIuKmTVg1jWuOecE\nrmld17S66prDmhNmFFBRmJlOM9Oh3j9uT3AcYAjqb/ft8zz1PDPd59Spe27o+z1V9S3jqD/iOWS5\n2p9H7dmuug7E7XRyj7QXMR74I2zZkoIf+nye7enpXU/vKeXHd8tarlYF9G3Sz3VC+vv9xpTEpxze\npcYJ6klgdkvmCHgsbl1GfN4cUp07EA943G7YWs0NqybJUimXu5LTJdLKijd69hxEg0c6hF8O7CTy\n0SuACge5qW1r4tMnUBUMkNB19mxu7nCQdwdvRW7GBOSxO5HjD0Nchx9ti8Q7TyOyEkkvR/r1Igbs\nGHA5X9dJGwbpcJCXQkH+o2tk8mRTf+7emfjXryM/f4iM3Y5EMMBF61hXC6w3oVMcRtSCnQC1z6+u\nK5N5tkV1q1Jinkvmgj9RDxovOxMJBalp1wY59mBk2GBkr52QRQvIBjxuBFQowDP9elK7w7bIkP5+\neaBbLvUB7z1XI67DWjbAvwDO635N1jpP6nApimg1ARdZ85FvS9UyJBImCfT+9XjrHLCSEE2BXgOq\nLp1FB/tJiMagcw3YAnPzc+wi4Lz9R1//BSnI/4oUQGxBCvJ/UMI2D87qSeqjg32gmPfyrTM/rMjh\nqesbAaqLxpOL2CwV8T20rkFsz75kIzbSNujnQboG1VdNIffIrkj3KHFH56QN2QWcHDSRs3dALpuI\nlHmIqSFjOlIB7NhM/z7ALHwmyt6uQcXufUns2JOEZ/CjpfFWv1K/7mruFGThcGRQq4bjeHQ3pNjh\nnSY6RwVNEjfPQO7bCSnzSCjYY0usOxCydGqWH+nPnzgBaeURp5nC9yUuLzywc4Otd++IlLg8JSJY\ncJkJqQhUmfAj+bBtA04IQ2IKyECoMX0AU8eSO29IaxKx4/21WLANtRGbv7XQbtuE72dAbhHILiAG\nVABFzfQtg9A74FWDWQuBS9e3gREoMh86+PqB9d644x7YRoIl5it5XYOiisQ3UURKkIdCiOeXwFFA\nP2hX5QPYn8UhIC+G/X7/9j228ebs8/UGV8PnjbyR5wqYFzc6hghE/u6TtwR/gOY3MoBASPFaa0W8\njSIeUry1oZdbf1z0Lbizfn47UJqbdWJ3uSM+TU5/ZjuxPT2HXx81TBNvog/Cg1/CmRlYKXBTDrw1\nNpxuQ02ZIh6A74GhQFua5F77GwChN/2cYLcGQvfRAubp30KAkBMy3m/bK1DVeWC40g7o3/I/Qi4T\nKDKfP/zWBi/zHmf3zjoh4/Zm1sAFDsQPAR7SEt1AmWNTXVd7tGoZEg6SDJaYybr5lkq5dB8WrQAm\nNV3zYIDPp08gcfQ80vmQ3vL8dwoYBezJOvKOAVMpsq7j106tA4fbbk1KU1wSDpI4YA+S/fsQC4f4\nZ921he/x9cJB3lu0gHTic7+uajhI5saLGvS8+DBSHOXjdcy9F7SP+TmniwUOETAq19E3AvQqjvLm\nI7c26L/yHCTgkbvwVMRzkVmTkUP38z20+CzSKhTgiQmjSd93rQ9wi6JIXXixrER6d6eSdTBpN8zv\nfOZ7RutA7HTZdxdDDt7bD2U+Zj7pHl2Jh4Pc3Izt/fxnT10d18MF9BT5DbL8JslYYD7olTBIYDvx\nw4r1ChrVA/ZBb/PEfHk9691cBgb7NXY53n+208YH0daP4LzGRuZpF6Qg/02yOZhPo9AKrdC2eFNK\nqWQt5XfOwulbCrv3g936ogFT1jVGU4TaBPy/azKwbA2qJsNApdTwqM2Z544lcO9stBVHwf4DEE2x\n/MhtMI/YGjWrFyzdmYClc3QztnRUSg1XStXVR/x+m7akfkjAJz/DHeX+W9XrqzCBd5uOF5FPRORv\nIvJp1ObSM3cgvGQ23sO74R2+NcWmjr1vf4g6fk3Yw4bCqnjDeMN/yvziWROxOfLcsXhzB8Ee/eCm\n6XhFLids5DI320QkpikWDbmZ5Ny/kxpwI/HqDA8DbzbtW1HNjQueJvncN/Ds13DcP0muSXGjUmqq\nA/OPBedYCE2FUhseUEopgTMPAG87YGewOvgvHTvnVd7y+VoeaHU5NaWXkbz1PT6rrOGgFpre3YbA\nMFAWvtuv2P98wK+7Rm6F/ftCzIZVJrQ7GNh9nWuSk0ymNlf/f7omB+IXNRSRd2uEU3tXUNNhLbE5\nMSqSvtdagB9hjQXfAp/TXtMYZfo6RpvQQSOLH1rcTDNWwsv5v3PAcylI91Va+Gul7FoI/wgzpsN3\nLjzRCkJ3K6WGNtUSgLOnmAxcUURgRRGBWSZbBeGC9a4kABWHw8EJ2D8FExPpmp/VnPP74gQM+o8v\nZeDksgR++GmViHwvIqL8NgzYF+zWcJruY9SDFPQyLTjl8yjWj8UELgvQKgT3i8gqEck1nllEKiA2\nDKp6QaojxG6D4ueUKn1FKW2PDdu+5ZqIxKpjma1XLUuUf/Ne1c41iWwfEVn5e9rwWzWlCEXb2vX/\nF7VzNN1Q4ab9RCQlIreKyCUi8nYL1ZdEI6Rb5+tjh4LQtRO16epc/O+XfZmrjmd49YGVfPtBlQY0\n1Xng+FG0f+xOvMvPwnjoFrxwkKvztoiIvCQi94nIsnXMnTENUiJ+oHtdy2aQnPB8VZxRty3h+A8+\nYf+qGFNEJJvvMiYS4r1cjgE//owhwPjR0KY1ubc/oK4P736MiLCuutLFUKb792wVUARkA0qpX9U2\nFZFKEVm2tpKL5h1P8v5H4falcMr5pERYHvCQ1x6D3t3hngepTVUzX0S+BNqJMOaxOzH22BHuvhqK\nwvD0C77eyipY9QMm8NM6zw4AuQfgySSsBVbhuc+z68wM1/0ZgMTlN3Lz51+xT1Wcec0M7gxltT6h\nNfhBLVY2/wcikhOR50TkRtBfh6SAg+9s3y4A1mIApYxjQEuCiinlvKaUKvM/VyGlnH+AqgU9rpSx\noLkjUEpNAuslGHk6DDwHzPfBfAG2HgeHlMG4bcD8d6Pf70IrtELLN+OPNqDQCu1/sYmIuIaqXhUn\nGM6/Y62IkQMS6xoTq+HWo59mYNTBW/AUBC2YP4Qed7zPvzI5vu4Q8gukByzYpi1KUxiZHPWvOFn/\nNVqUUnrehmzAUqd5Jovah6j5rgpNKTUDePK1ldTu2At7m7Zoi/8Npk42lWGOiHwNoJTqAPQDlgPb\neiYjUmk+iToMGNy6oVD7kDbohob52BckjxuBZ+rw+BfkajJw23toYQuOeJJkZQ2XNDncnEjjfwBB\n2EItlZZLlFKv3PoeQ/A9pY/nQdkvWiYnd5q6cnd+gOMAqarhwpzI/Uqp4/qA6eX79Qf1d58pkxyY\ngUY6gj5Ad8F/8VFKnQLcmcqwCvi40QvmhtrP1X6CFwGgBqjyPSs//7prbjgssPypS4C5AVi8LbCk\nOcXJysyld5/88XQRPNPWuOvEj5LJysx59d+LXKaUunNFjtb59eqolDoQ3wN9GgxaDCNkZS4W+CoL\nXXX4Mgsrclj4CLeZVjEXDvkX3AWsUEr72vAi0ampyl20nPwZv/TilfhQvRTYz4Gry4H/ACilZkLx\ncTrhwX20KkfPX3VzbOwn0vwC7CqlZkNwOlSvhMzlIrJWRF5TSg2CO6YC1Uqpq7//PGG36xUkm8mx\n4uM4jddWKaVsuM+EGSHIriLh+S/Hxfmzscra3iTXQff7z7VRhyToqpQyRCTT9Ojz19t3SqkJEH4Q\nrnL9l+BDb1FKUyK5+5pfty3fRKQWeL4lfZVSyrC0I52QvmcuKz8lKzKLROTD39jETWrV8eyttxz1\nQa8Fdw8N1Kay3Lvok2SyMn3HFlL/VSxG8oa7CBywO+qxZ2DZV6iaVHba/Ys/vfWuEz/qa7n6itpU\nbg8R+QXYUlC0VW+suv97dYN0lhaDEBERTVNzAx53T9sb4+h58K+XkI8+YzXwrIjEgXd+MadSWwVc\nHrnrKry+PeGkc+Cwk+GWSyGTpva2pdR+/R1WNIz20ONkUtW/3vDMt+fhA+XYH2KaQm06R02N/qFI\nep3P51xOluiayh52MkeJkI4nOA/oftLZXBcKoSqrEKW4SUTuyg/RNA3R9QYdpgkHHAM7ToGnnicl\nwi0i8vn6V6r2VPgxCNfsC4QO3S+jZk2B9z6C1T+jgDNFZNU6Bn8AP5iwEj9D5mMgXQusME11UMBl\ncU4ws1luBqcIRqiG/bofDdDbKaXGQ+BcmGf5TuknhsC79wCTwL4ReoyHHXWIeXDL+UqpZSLyxC/N\ncC6HHT3oC2DDI63g/VYwSeUzJDR424TvhwH/XP96FFqh/X/W/mg38pZ2LRekIP9XxNJZ0CZA4sJx\nyB79qA6afMl6yqAAytI52jVYPbwdudwpiCxC/jMXcQ2SncMk3jgQefNApGuEuKY4xTWIXTiO3D07\nIh1DJByDV3RFWlekHZ0Pil2yqxb4eh7fA3ENaood/mVonBW1ebrY4aOAybU0CoXSFDt7Bonh7agI\nWaT7l1F7yQRkfGeSQZPMDh2RH49GvjsK2aoU0RV/D1s80yFEbGgbKjyT1cC+xQ7PlLi8pCv2buZY\ntw2YJK6bitw5y8+b1WDXP/qcNbJvZhTiJ4MsBpkNOQs+FxFseKAXJA/1PxfDD6ntKiIETM7wDFLd\nolS6BhU0Q4qy3msGzg9BfBjUFEHcxg+DoyEEsRxoA9E34LpcQ8mb8UngqLq+pqOd6oaM792Qscqw\n1DH58du5YeMJJ2ivBTsOkddphjnZnyOQgF0S0DMLXsaCZcBJFlwchORIg4ogJB04fAPr2BbfQ3xB\njxGRmNJ0gVQ+xLeTNJS/yQmMEeARL2oss1ztZ4im4W6Bu0QnLP8IIdliZF+L6hBcC5Q5sMSBHwzc\nDJwjsF8NBL6mmXBjw1LzA0VmYvJhnau7DA7H3LDxDI1CfIHZJRD7U/6c98QS6JqDU3MwNA7Blzsq\n4lX5sjqPBRHbR7k7s54aklD0gF8zVw9Go2IAACAASURBVPLykEDJa3/w9d0W2IFGIZH116Cnn9Wu\nTzB+wsPDZN+L++XyeaZdf28bW3gcynS0E72IsdyLGl9qOgduYf39QkGWKUU2GOA7NhDe2mjcyEiI\nxMt/Q75/F9lpKqlwiI0m9gIGWRYPF0V4LxjgJqBsPX0XHrof1XXhuD994JMtDexHLBzkafzdmLn4\nebqd1qMn7Dok/7nE1/P8g4jrEGc9DMrN6OjhuSSevBd583HkyANJh0O83eh7FQ7y4u7lpJ6+Dzly\nLlJaTK51GSnL/52cBRxp21wO7EULuB6AaY5NvH1bqmybpK5vOD0F1GzQk35YsfEzMALYsXWpf+7e\nfxYZ0JeEZap/QvsEHC9wrEBpHLTDgNNgdLYhnHmhgBH3dVurfUK5uu/GC2gX/9qGpmV+Jopfl/uk\n/P+nCYRjLb32ClKQ/zbZHMz3hxu/pQ+oIAX5PQU/muEQS+eS/I9tZ8/gnWKH6iKHn4GLHYO/aIpF\nNKmvuh6dR84dRKouTzNxAqIrMpbGsRGb78IWK2yd4/LAZKuIzdJilydNjfu3bU9i7UI/P7VbFJnV\nE2lMcOQZyO0zkb4lxF2DX5UJAFxbJ/mfuT5QDVtI5XH+2PTJSNgiN6cfEjCRkIWM7kBOg7PxXYIj\n8ElvWnqco4sc/l7s8iS/MYPxJpxXZcH1NiRLocL0PXaD6tcIbrJhuQNv1QFVYNtSl/j3+U2DB3dB\nPJPv899NBBbgh5NvKD9qErAwD1jDIbilSKMq6mrpHiOilZanVwFzwFsLoyuhewxCLwG2iGBY2pFt\newXiF707Ri54a3sp7eQmNF3tB3gQ+AH+koXvBC7KQmAFTciVwFsDL+YBV62Y9JWhkDP9PNkQvjti\nOs0wwa7nmA7abvd2cScYEJ9sScQni4oIHC0wTSCaMxyVOuUfw6XH8E7iA1jJy61iEcq0VcRCfuhm\nqQXLRkDtXJChmGLSV/yar5PirKMuJrAtfimOPfh1iaCFw6BmcR7EnuKXzMkAZwL7AXpIcWOJIrGN\nRoXraZnSzm5ywITSSsvTY8D2zc8ZWQJ/aXQs9wkUv/RHXduarvawPD3RaWCowg7oSdPRfrERYQf0\nNZd/Mq4+53PSIZ1rgevWB3z+16UlIKqpKMUewQA/ODbxcIj7aYaMbAvbOH/KWBJ1IPbBmxDboho4\nGujYgudOK8vkPMfmoS4dG/TISqS3z+7bYhAF7L/z9AaG4Ox3iK6TodFmKRAMBbmmKEK6fBLyw3tI\n5ltk6ABijs3H40aSvGAR0rs78YDHX5qeD8fm+HCQrz2Hb4HzQgFuiIT5NhrmQ2DsRthqA+3JM0RH\nwtx33YUNx/7cA0hxlA/Buha0Gj9v1jw///s7zyfAOkKgrYASMDPA9mB/7NeZratp2ycFHPfr+a2/\nQKckLBA/vzcs0EegjcAEgU4JsJ9hE2ueF6Qg/9elAGILUpA/QAAtZPH0yPYkzhuL9CwibuvUtA8h\nj+2O/M0nNMoCMzdSb/+gSeK5vZGfj0XmDaYmYvPshsaVuPz7kV2pB6wXT0BKXb+erCzybWoX9AmH\nPj8McQ2qmpm7cx2z79dHIG0Cfv86na09arYqJfvsHB8MeyYJGjEob8ZalgGH51+4uvzR5zZvk5cH\nkuU0YgAGukdtHit2eD9o8Zc6EAgcuFsfYnVrlTsF0RVZO6BfWtTOiU+Y3ylV0tGJOyHjipZeX2HF\n63tb1P4rjCwMKenS1ZWj7x0qbsj4Cj8GtxwYR6MSHcES89WTHh1eD0IW3D1EgsXmk8Aw6FHZAKZE\noFNVHTivmxNU1q+76fcx2Eemg5T6JFMjN3Etu1iuFp90aBcxnWJBHSUwMgfhrA9g+9aAt2L2oh65\npVIu/cd3FbijkZ03CURfAAbik6gMjUDVGXnAeQZIgKDA+wL7JIHDNsHGcQFILMzrnAxZG95rpt9A\n4JxOA0Pxe2pmyFIpl5MeHS5OyFi+Dr0jfM/2FQI3CESSNMOUvYnrqoAdleJM/JIo6y1VBERMR0te\n9O4YWSrlcuUX48UO6MnGANUO6D9f+tHY+utn3EEdJdLGSuUB7xG/4/03wg0ZX+mGqvUixjts4XrL\n/2uCTyb1xS4zqB6zHRIJIwP6kHEdvxZtOMjrNGJSz4/p6jpcEfC4x3NZc8i+1J51gu/B/fJVRFYi\ny99APJfqjdy0mtGnB7H0cl/Hx88jpkF1c0BM10nHP6ceNB66H7XFUarrygj9/CFi6KRDQb42DWrC\nId42Dc5p15pUcRSZPQ0pK0GmjkXefgq5/S+I6xJjE6MHPJdrFy0gW2fPnVciRVFezh/XL+rsAhaY\nr4Cdg6kCpwrMETBiwCww4zAgAZ1iYH1MM5FYvg7rGj+TxMvB7DzonSqgp/O/i+YffX0VpCC/lRRA\nbEEK8gcIMLx9kFjtSYgsQv66s88a/NdGbLe3zUSKHP65CbpnBi1WWTqpiM1TQPGGxoRt7vnTKDJ1\nc/9pJLJtO6TIQbpHfa/qi/v6333l13yNNTOvZWlUDWmNDChD2gaQuYOQD+cjJ21L1tGR3fsig1sh\nbYNkbZ37t8A6tvcMVu/ah+QBA6l2/ZqugzYw5jetSwkM1D17tduptEr3rGo96Jyf/7zUM/jpgnFk\nn9sbmdadZNji4fx325V5JH482l/jR3ZFHJ2f7ICeuvmnKbJUyuXWtVPFDRtJoHsLbOgaVSQz+fDV\nXDEyMGrIyf8YLoalqtc1LhA1nzjoqv65OhCy13l9sl7EuNd/qYrWQiIPDKsEQqmmmwYQfgv+lPHL\nw3wgJmGZC+L6+dxbbcaabudFjQ8sV1tjWOod4DBgf/CuAXUscOqY/TvULJVyWfTECDHsqMAtAjcK\nhJLAeHyvyeFK46YApE7LA87TQBwc8UvpuPXh3RsrJizSocaBhAXfrOs8ASdMW9C1tm6Nb6ucKrqp\natZz7NtC5H4oeogmTLabI3ZA/3NZFze+y6k9c92HReNu2HiiOaDQyI6tits7VY3ZdTsPClcAY+rX\nwNFOa9MjkDh26day57m9JVxmyTXfTJCrvpxQB3g7/5b3Xt7OMsvVqhbev7XcXjVN9rmoX9YO6N/w\nBzE8/7cIPtP2VW3KqK0rMfP43UiHtsgBu1MdCXFXo75dXIeKk48kO3sasssM6oHkogVIKIjssC3p\nSIic51JrmtTYNkc3Gj894HGdYXA2TcKcAT0c5JlBWxE7ZB+qo2EShsHcJn2iYD8Y8FTtsQf7XtgP\nn0OiYar79Wrw4n7/rg+ql16PVHyCXPgnssEAte3aIP9c4teYtW3k2fuRvj0tiYZNadPKzALHb+Ia\ndnUd1h6+P+lTjiLnuSRYR5RFvn8PcKobwoEXC3SowK8L3B2/HN3egLeBeduCuQbGZnwPblkCzD//\n0ddUQQryW0sBxBakIH+AAOOHtKaiDjQ+Owdp7fnAte6zKycjEZtHt/C80xScBRxMo4L1QEfP4MfJ\nXYlN7EI6bCE3z0COHU7G0qh0dOIXjPXL8fQvJemZXNhUt6OzMGiSWzgceWV/5LChPvgtssnZOrnD\nhjYc21eHI55Bs6UXNkYCJtceN4J0nd6rp5ArcnhmHcc+LmDyg4Js2K+9+5vk6hkh58vBtx2RK5el\nMnn1TWK3LYrjezz3nNSVqjpbk/lQb/Le2IDJOQGTVM9iKjw/J3a/ss5uZWPQ0LZXoAIY0YLz3DGk\nSFXnQWy2GOkd0WX8vE4ZL2K8vp5xQy1Xi89c2C0z9aiumXxO41zL0xLtepfmNH2rvMegd1bhpG34\nDNiu0fj2EH4X9ByY0guVa+Xn5973W24eAK1sT/9h/LxOtXue20fsgJaCyLe+t1bLQug529O+c8OG\neFFDHEPlekDtjiBdIW2ipyDyJhuZh9yMHe3A+huE3wPzWprxbgJjw2VW4prlE2VJbqbsdkavjBcx\n3liPTr3xvbqF1itqWFrNTasny1Ipl3tqZkhJByfW+Fw2MyZkOlr8rBdHyVIpl4vfGyOWpydpVHIH\nULqpDgkUma8Ei81049DiLkPCFcC43+oaaGTDlJ4johWN75tAkZn4PQD0JtrbFz83eiAw2Q0bX1mu\nXulFjAdpQTmoLWzL3D1mEa8DgbkViGEgLzyEFEX8vH4RwTQ4f+EhZGQlcsEi5KiDqAex376JhINI\nq1Jk4cH+Z1+9hpQUkQC2M00ObV1K4pIzkPl7U+u5rKTJRmv+mt8dOKa5exLsF2FwDRwoAS8qmoZY\nJilD53DP5edrzif36b+RHaeQ3mZQg2dUViJFUbKmgcQ/948vFEQCniF+zdhjRKltBKyv1rE+dWx4\n69vs6agpTtd1zmEDkUb+xoFe4+fKLhZYJOD9quZ6C89dN7DvBfdfoB+9PhsLUpD/FSmA2IIU5A8Q\nIOKZrL5yMtkvDkOOH0HaNaiN2MjlE5GLxiOeSaYpYMEn2BgHDNiIubYD5ls617cLkjhtNLkdOpII\nWbzc+CU7r3sfYB9L5+wSl5fCNvcBMxydxNZtfA+ro1MLTG8yRxtbp7pfaUMIce4UpGsEuWWG75U9\ncCD1IPa9eUjAZM3mrmORw4O3zGjQ+6+9kWKH95tZgw6eQfzJPZGak5ALx5ENWny5pYEVoKHIzai9\np/4VuuNB45PAkcAuIzs0gNg1x9aD2MabCZ2B4fh0lZ7l6T8dfuvg3N3V02XBPUPF8vQ1dS+2wBDN\nz7k8gV97M1RY8Y/xBsk7g8hsCwlq5OyA9jkbyE8EeiuNxUrjDKCbFzU+OvGRYXJfdqYsuHuI2I4m\nPSC7EGR3n5wqRhNyInwq3V2BxcCcDbz0BcKK28KKlVHFu+sDUhuwu7Wmc4Zha5f6L79lCVgmUCNK\n9cu07u7JpR+NlSs+Gy9dhoZF18jZ8LUGV20JkAiYEPoJdhW4XWCkQPDD5vqajnacbqpay9WrnZD+\nKc2QJAEKvAvASIOehfDf2IBHZiNs3cYNG+kluZn1QK/niGgFMHUD46aajhYv6eBUmY6W1E215zr6\nBU1Hi5/175E+4H2/HvCuk8RqC96Dw6Jt7PhdyemyVMrlhlWTxLC0GlqYb/97imNzRDhIYsL2VEbD\npFxP1S56fIRc++1EGbVX+2ovYjy2iWug8Am4jsWvH9qicGpgeEkRie/eQmQlcs/VSM9uyFknkImG\nebxOt2Vyw6nH+H0+eh4pjiL3XoO8+nekdzekdw/fA7r8DerB40F7kQSODHj89PZTDZ/vMoMUcORG\nHFsQtLRPWlTnvexeBeyZ/75fKMC7pqEldV3/oXUZ1akvqffMWhbpUJDsSUf4+bY7TUGU6tpI1+kC\nem3T6wXY3nVY6zrUODa/iEDYvOvVOMkHrkNSUBQH+64t/btUkIL8r0oBxBakIL+B5F8iyvEJeUav\no0+fiM3rQZOfIjb/BLrpilvCNl8HTF6jyQ40MMw1qBzciooSl0TY4rZ1/dgBhmdwZthiValLZo++\nJE0N+fZIRBYhmZORPiXENvTSKiJEbR64bCK5OvB18wyfpClk8dc6EAyMbxci2TXqkzjJIqT6RKR1\nALl7R6RPCdIhhJy4LXLjdKR9CDE1Tt/cddYV+3WNkFh2qJ+/O6IdCc/k7GbWY/a4zlQ2zjkNmKSA\nVlvofPuhqrp2rh50ftx6yTFSLktl6tpbxelYEscnXAoGTb6aN5ia22Yig1oRD5pcswG9A92Q8bnS\nyDp+LuuQ/OeTg5A42SG7r0WNBz8ArZuMtRw4tVjxdxcuwQ9P2+jdeTdsrLz4fT8P8raKqWJoyOn5\nUNzFIN2hEth9U9curHh4R5PUBxHkniDi+ozN3fyXVbqyCTldoM70mYFFQMQO9pdBU8rEDRsSKrVk\n3NyO4kV0GeOTTiVogXe7BdfAvtBdfLZkEb82pCv4ocyqSd/WwOT8hsU67mG1H/SKw/d5XeUpCF23\nBexsY7ra6qL2jux8ak+5bsUkOezWQTnL09fSAhZZfIKu/jTJkWym35QmgHevLXGvtcA+5YaN+9v3\nDcamLehaG21jxy1PP2ML6tfYAqHJQJljU12XP7rybSQUQq76aoIslXK5vWqaaIZKt0CPWXePACrg\ncbGhU+M6yD67kDl4H2pdhxgwuCV2eS4nOTbVbVuRDQbI9e5OzHNZhb/BFg4HedlzqbUtZMpY5PkH\nkC4dSUXCrAwFkXGjkIdvQRYchHRqj8Q+Q1JfIr26EQNmOTbxOpAsK5EjD6QWuAI4GT9CaEOhs6YP\nYo9rBDpbxcjzR/jPOaPSZ/6dLK6jZfr2JHX0PNJtWxMPeJwJnB0M+F5my0Q0rSSvZ7H4erU0v9xc\njLgOVU/c49v81L2I61C1oXtgI66F0cBRwIwCgC1IQVouBRBbkIJsYQFU2OLenkXE5g8mVeaRcA1O\nbMk4XTE3YPJx2GKFqXErjcKsQhZfL52NyCLkk0OQtgGSwLzmdIUsrhvahmTYRlYtQKqOQzwTyTYi\nWprajSrYcCmBYofH7yhvGPfQLsjkrsj2HUnYOqcAIxydKs/w82jLe/pAdfuOyLRuyPcLfJKqnXqR\nntEd6RIm5+isUU2AT/7FfgLQZ2PW2jE41TWosnUSQb/kT3MhnKM7hIilTqQ+nNnUqKUJu+4mnm/T\nCLlvlI7vn+h1xm45qyyc0j0rFezTvsIIu0kj5FxR92IClLgGlxU5PGxqHNFSUNn0xSaq+OiRECIl\nvhxsU6vDWRtpt4Ofc3UasKsXNZ50QvqPXtR4Fehd188J6ldvNa4kefXXE2TxCyNFAzk2D2BPBymG\nHH5B1yuBpfiAuUVsqoCmQWaMEZT+elgWuabMMUmAdidY1VASB291HXjfiGM7HCYl6gCl5XWQfmNL\n5MYfJssVn42X1t098VxNFoNMBbHhH5v78ggshAHSQCiVEQgJeCkIvVD3cg5MAzcBQyr8fN3AGc3r\ni9wF1zbS95pA0Wdb4Ho9Ycz+HWqu+26iDJnWSkIlprhhI80Gcsk3ca4WAd7fYF4N2AU/SmHiFtKp\nbE+/QDdUraarjBs27t+c5wcwsFN7KhuHum7VB1n8/HayVMrlonfHiOVq60y5AAwnpN+h6Sqj6Srj\nhPRbDYMj+vUiccDuyJ+ObtB79fnkiiI83YI1qwPDpfjhzZPyEhIRggGWjB5O7WN3Ims+QoYOIOu5\n/OA6/AkImQa5RCOipWGDkX69kHatkWCANwAVCnLLuJEk334KWXKdT/wU8EgeO5/0pB1IhAJ8tGEg\na54F0bjPwNszCdbbdaAT9EtgVKPSNXMEjEpN43nyZb3CQW674mzkvmuQXaYj0bAp0DkHY3MQjoNx\nOjDSZwm2fgb72a4df3muenbzyepa+gwvSEEKsuWlAGILUpAtLMCw1gHiyRMQWeR7Py2dGhqx1DYn\nls5RpQ41vYqRqyYj+w9AAiaryIeP6opM4gRkyU5IiYsMb4sETGo9g4WN5tZEBFOj+tk5SL9S6sHn\nDh2RI7b27Vk6G8mTIG0wvE9T7NzKI/HUXn64bs9iP3f37h2RYod/hCy+/uvOftiwoyOu4ZfQsXVi\nGmQMRdozucU1uDZqUzOyPdmrJiOdwsQdgxPydk92DeJbt6EiYpMMWr/Oud3Mc6LCFn/tXUxs3mBS\nJS4JR2fBFtI9I9S/Y2xm9j4pl6Uy8dtrBV2l87vrzbJy5l8YhwLbs576v+uSiOLbdyPUg9gLPcSF\nKzfCZtsNGe90HxZNRtvaojQkWGzKgruHyIFX9M/anr6afDgdYLkh4ybL0yuckL5Kh/uDkNsepJur\nSefeATF0JWGQ7UHaosRES/gvwdafwb2KJszEgOkE9fO9iLHM91ZeIfAvcRkhbZSdBqfGDwWOC/xJ\nwP6ZjQj5BVwIvQPbxGDPuBcxc2e/NKo+dPbg6wdKSVCXcoWYphLT1nJOUP+czciTBjpCIAenCDwv\nsI9AkUBMYHYKgpcBBjixhjJE3wsUJ2jGSwb2ebB/dQOIvSoH0efXMXeLPYMoTis/rlumbi2u+Hy8\n2AF9s0P7/9dF0zmwba9A/IZVk+SO+DQZNKUs2VK28HWcs6DrUFnn3XvhIcR1yPUfX5rc+U89c8Fi\nM6Ebap21ay1PP6P3qOLE7VXT5LaKqdJz26KEF1Cf3n0VstdOPtNuHeB6+j6kpIj/rMMO5bmcZxjU\n6jqZcIiHaVTOplG/wZ5Ldvp4ZOuByNiRyNXnIdGwX8MWCJoG6cYgduQ2yPGHIndcgUTDJPLPRCsU\n5IpomG+iEd5xbNa89Aj1ObgTticBzG/B+u0CxuX4IdNu/rMOoD8KO0gDiD1IwiFbFh9PLuiRAMY7\nNpccM5+0rERWvePbaFusBHUeMBPoAkYcdhO/jNegGk0zs3Ue5BX/QTyXLJDNl85ZuCF7C1KQgmx5\nKYDYghRkCwrQVoO7OoSofnk/6gFk1CZBk7w3QHMNTi5xeavI4cmAwcqg6ZenqRs3vjO1wH4iQtji\n44snkIs6yLvz/O+XH4kETZLAbkGTKgUStIgbitQnB/tlce7byQ+fvaMcCVmkPYPKiM0nbETtPl2x\nb5FDVZcIcsM0X99+A6j2TC4zNGqrjkO2bY9cOwVZucCvD9u/jDh+jcz8DjmH79KbZN2xfXww4hpU\nApqtU/X8Pv7nPx2DlHnE2QIhnk3WWwGz8MO2Ninvch1692o1fUhVXQ7szMx9ogw9zTq8kYBhw5NB\niJdBpemHAq+zBAWg255+gRMyfvAixnJNVwcE4bLRBonPo8iLYaRYkQAmbITNe3YbFomVdnLl8NsG\ny5LcTFn0+AgJl1ly04+TpatPwtOsPqC1aWs1u57RUw69aZDcsmaK6Ao5vhHbbxBdwK2FE7JwvuQZ\ngqfV6XBC+k29RxUn+mxfLLBXI2/j9wKWwJQqWCHQW2A78cN0g1+tb52asdMGdgPmeVHjjYOvH1gP\nYqct6CrBIkMCEUMu/3ScLMnNlL0v7Jt1w0azOawbMWc5hFN+DduyvPdUBB4VKHkFaA2B1C9LFU2u\nBHZtRlcRBL+AUTEoj4FbQROGZ6Wxq+loVUqR9SLGm0DbFtg4wPb0xDH3DZXzXhstPUdEE3ZA/8vm\nHPd/m/ibHJTSgvqn+J5kz4saSw65seEaOuflURIoMj/dTDu2dx3WBgOkbJt8aRWOzJc9GrO+scES\n8+UT/zas3p7jH9xGgkXGquMPJX3HFUjfnn6+6pevIkMHkMh7S3cH+xuwfgTrCsBUin17diW+8m0k\n8TkycyLJUJBfha1Hw7xz86XU126dMQEZ1I9ay2qIAAkF+eu4UaQeuRU5ej7StjVS+ak/5vjDyACL\nmuq1LZKr36ce+C44iFrYcORSU3EdFnoumV7d/HxcH8hOFU1Z0rpUk7NP9PN2iyL8BzjDdUhOHkM6\nHES2GYSUFJEKB7kh/ztxIPSNNQDhUwVULhIiMW08VdEwGcNom/Hzco8WCCaAKX/0dV2Qgvz/JpuD\n+TQKrdAKrb4ppdp5Bu/PH8Ie8wdjz7ofHvwELn+dXDrHGmBl4/4Bkwt7FXPqPTsy9OwxTMoKbWpz\nUOw09ClxUfhhn1TVstNpz/OTo8PAVv73HcPQu4S0pXHvzTMI1Z4MV08hYOnYM5aSOGwoLHgKjAvg\n0CdYHatlh0RaIhXV0kdEXm3psWWFipyw9qcUuTP/TbrfDcQe/JSvkmnO9Ew+vuEdcp+tgdm9oW0Q\nwjaU98RTvmerNq/GLnIanhsRB3KCiV/awdmhU/6YPdi2PTmgx8aeg/U18dvfRORKEXllY8crpbSA\npc4odtVnxa56Vyk1Nf/Vv3/614dqxZKXSX6zmvePvDmte9ZbIpJYh6r5rWD0MRA4AsLjoNSB29Y1\nrx3QT2/bO3DUea+ObnXyYyM6BorMq+Pw7DsZbhtcwZrpMVZUCoeIyDMbcTjRoja2rhuKsft3RCnF\n4KmtaN83yFdvV1K5ulbHz01trsVzOVGTD+3C+IM6UZPIoAsE8l/qQBoNKDbhrxqsBm5xoej8OgWZ\nmtw+868b4H326lpMJ9VIdQJQKO0FBwbjp5W/jE+CPKMLOB8r5RzckgMUkRoRuV9EbkpWZA6+7ZgP\nuH7+u1y2x1u8+bfv6bBViKHlrWnXK4hSipkLu2mpWKavUkrfiHVsOuejIpUuZK6FGTUwDBDgb7VQ\n+yHwE+RS8Gh+xBfAqwbwkVJqJ6XUYUqpIXldayE+EF46CB49HFJ9ReTDurmUUgPsgH774udHhu6u\nmaFNPqzLIC9iPNrUpmZsfL8mmZ1242Hvv3Xu1Ne+WP5B7MqaRPa4TT3m/7YW8NRiw6DSdVgRDvKu\nUqpNc/3sgHGy6WjLSzo4L1ue/l06lUt//lpF3bOML9+qFBFZ2dzYljYR+XeqmtJ4gq41NRTln09X\n5XJyhog8v76x2bR8/flrFZm6/5e9sjaTScuL19zOmvseIWGZ1G4zFdlqLPFPv+D6VDUvg3Mr7NkJ\n5pdB64PA+nM4yJRjDybQtjV4Hpy+ENfQmdh0vkyW9mO29f/WNBg5DJZ9SUVtLX+u6xOLc+qrb6Gd\nfhF8sgw8B266x9+qefNdavAfBr9ojs0/F5xOzeqf4Z4H4fo7AegRDqlvbFulomH1olKq3frWQinV\nxzQ4/5MX0D99EZ66F0zjBeAZcjKKH34azRkXGdzzMAgM2HUGJ8/dE/vfr2E8cBO88Th89RpOJMwc\n/Bz2mJ/qL3VHBqh0ZYyRjz/L/IoqI5nJ7KH7T7siYBsX1A7rs7HQCq3Q/o+1PxqBb2lUXpCCbI7o\nirMOG9pQ7uUfe/glZsI2H9KMB8kzqPjiMOq9rocMIRO2yM7sgbxxIHLDdMQ1SNCITRaIOAaJZ+dQ\nz/LrGVR3iTbokUU+K7CCu4odHgua3MjmhUluE7JIPLknsuxQZGIXqoMmj5PPBwO6B02+idhkLxzn\nz792IdK9iDiwc35t9ity+DpqI8eNQF7aDxndgWTI4kZAeQY/3p/P9/3ycCTie67XW55gM46nb9Tm\npYjNtxGbJbQwX88zOGtgKxIv0xvmMAAAIABJREFU7+fnBYesBkIgYIQR8T7SA/YaI+I9xnoIcgz4\ny8RGxEhHgljw47r6B4rMZY1DYQ+8or+4YeM2YKphqYuAhWxkSDLQ23K1hBPU5dpvJ9aTNoXLLOk6\nJJx0w8YzrCfXy/L0M4vbO/HZp/SQblsXiaUMGYWS40B2AIGwwDMCnwhMzOelNeRzmo4WHzKjleim\nklBpRDTjWIFbRTO6S5chJeKGrayfX/qvRh7LOwXKBQKbVG/UCeofDtupdW7+dQPkL8vGSXEHRzr2\nD8nd1T6L7ZkvjBTL1bZIWC0QhdCHPmtqjyoIfkI+vx3YzveqtqsCuxqsw9yw8Xj7vsHYmP07JN2w\nkdR0tV8L5rhRN1xRmi69R3aU61dOFKXIUqiH2txaleCT5pzUvg3xVe/4oavHHUptJMyzzfQfHiwx\nE9etmCRLpVyOXbq1WK72vR3Ql281tiQ2bKc2ccvVKtmM2scbsLd/OMinhkFtOMgnQP9m+nS0PL2i\n//jSmn5jS1K2pyeiYV72XK4BDgXm08gz74feTmgUZnuYgP2dbXHe/rtTU+cJveZ8ctEILzSdLxLm\n0UP2pSb7nc/y26UjKZrwGmiK04+e54fpykrkP08iZSXkRgwhFgryNs3kEAPhSIhHTINqzyW383Rq\nggGfHOrnD5FFC0iHgnzIerzmwKzRw6ltnLOq65bArEbHO0mUMmXwVr59NV8juu57levGzJlNPL9u\nNljv+fm243K+p1U/vmE++1O/HutigTMEuifZCIblghSkIFtGNgfz/eHGb+kDKkhBNkccg8vPG0s9\nkHznICRsUUkzREMiQsBkzUcHN/Q/YCDVwL0Rm+VRm3jE5l2aIbQBJjgGsTYBYrZOSlOcErL8ki2y\nCFl9DBIwEWAvYDfPZIWts1ZX3LO+F4Emc8wqdng0YrNEwXUnb0e2cY3XgOmHATfqbwDbB0y+bxsk\n7RhkHZ3/ACFD44C2QVIP74rcOcsH9qUuuZDFMhqIRLb2DH5u7R9TtaP/Ni8EQKlnsOaKyeTenYfs\nP4DqsMXLLRkbsVn+1tyG83X2Doijc9km2LB/K4ifAnIGyGhIO6ybdCVQZL55zH1D60Fs+XHdMqaj\nPRdpbSf2PKe3DNuxTcoJ6h9vApCdaAf1tYFiQ3qNLMo6IT2jW2o5cDgtYAQGpgNng/0GkLHQxADR\n0AXObAQ+PxKI5sB8AELfg1ehlPuaFzFyw2e3kYGTS2XbXbtI16HtxXR0mX1qj5wdCKXhKPHzStPi\ns/NuLzBIoHeMjQidzttqAUfaAX1tpJUlbtiQHU/qLqPntJfW3T0ZNKWsxvb0BDANvDMhvBIi34A+\ndzOuNQuf+GUUYDf5zgP64btxprXpGYjdUztDlkq5XPrhWNFNlVrfJgKwNYRr4C2BatGNI6XL4HZi\nOlrVb3Hf/J4CzDYd7XIUx7EFSgoBAzyXtaOGUdGlIzV9evgARlYi373ls8w2M+bA7XZrG6u755bk\nZoqmqwx+ePEc4ABaELq9ifYGPJfVN11CrmoZcuPF5DyX1U3XIhjgys4diJdPIhcMkNtpGtkHb0Z2\nnk4qFOTlptcPqLNg6/QvCY+cT4CigMdX248gttNUYq5D5TpAc0k4yOu2Ra1hkPZczsUvyzYA6B4O\ncY/rsOLoeeTqQOE7TyOhAFX53yK7GZ2dI2FecR2qwiFqrjwHWXo9stNU6oFlbgXi2NTQpJZsEz29\nggFq65ien70fUcoW2LMRiJ0tYMkpRzXY17s7csNF/t/fvI4UR0kAwxrdo0eDdiG/Lik32s+Z7RuD\ntrE8sdSv8ogLUpCC/LZSALEFKcgWEuDAiI08vRfy/jxkVAcfTIZM/oUfd9QtYvO6a1AVsXnb1Li4\na4T4nbOQU0eRcQ3WAu1aOJcH9CFP+hSy+KJjCJk3yC9lEzBZC8wIW6QHtkIWjUR6FyNBizfWo9ME\nhilYVOqSuGUGcvEEcqZGze59qakDby/s45fYCVu8gh9FGsLPPdzV0flpmzbkihykZ5HvJS5yWPbE\nntSDv8smIntvhbjGL18e8cOme/EbMpkCs8d0aii1kzkZsf26txucM2rz2dN7NRzH0cPIGBrnboIN\nmgW3mVDtQdyCz9d33oGxdkBPzD6lR27SIZ1rLVdbo5sq9Zdl42SplMs1yydIyNOzQM6ASgWzN8Ye\n29OXtO7uVe96Rq9c920icTdsPNbSzY5GNur4uWRFoM6GubUNIPYJgVAVlCThVYEvBUbVOiFz7d4X\n9slNW9BVOmwVlKJ2tnTbOpwzLJXya6PeJTBZfHIkT2CMwNX5vxvya1tgmwOht2DrGOyeMCwjvdX4\n0pobVk2Sc18bLU5IT+HX2+0K7kmwVQLeEZ98qawGuKjuPvuNrsn9h+/c5heASelk3LDxpGFrSSeo\nrwJmNRlzDBzciPQpLqCLUuz2W9n5e4jlaqeXdnLjcy7oK1vPbJ1yQvp7zYGfjZFImP/ccJEPXNLL\nkR22Ra48l/o6qJEQHzdzTkZFWlnxm3+aIkulXBY9PkIsV/t5Y++LTbwetunR5ZdMuN06UQkMbdSn\nretQveYj5O2nkJ5dGzyKmW+R0mLiQN8metuA+SMMqYUxObASwIz8d0FgT2D/Df0GAVHAMQ32dWxS\n7dtQFfDIHXsw6VsuQUIB5LLFyIM3Iz26EHdsTl6HHiMY4KuzTySz8m0fTLZt5XtgB/T1z5WsRB68\nySdRCgW5myZl5xqLbXGMY5Pr3AFxHCWgkn5EyIEC+4mmBcQyWRYOknj+QR+0jhpGKuCRLCkibltU\nuw7HbsR56prfzNgFP/9ew0+B6fx7XCcFKUhBCiC2IAXZYgLsOaQ1ycGtfQbfk7fzWXrz9Vh3C5is\nvHAc2ZULkCsnIwGTjAZ3Fjk8GrK4lXWE/AJ9/R1h5rJusiDL1LjTNVjm6PwdKAmYPFziIrHjEVnk\nl9kJW0jY4mVgW/wSCjvn9UdCFu91ChMrcck+vgf1YO3k7cgFTOJ79SN7xmikTQC5sxzZuTcp1+Be\n1yDTKeyzEneLkOtRhPyc9wrfuyNS5FD7yK4N+i4Yh8zqiYQtlv8B52hKv1KqcvlSQz8dgxga6Zbs\noivYrcghcelE5PgR9ZsOnTbDlnZ50N6sp75J3yGars5G8Segg9LI3JmYJkulXHoMDMsOeUKleX5o\ncgLo10IbSk1Hq7lljf+yfk/NDIm2teN13ohNPK5W4P0A+9fC6TmfyMirgYBAqcDjAv8RCCRtT1/d\ndUi4oqSjk3CC+jdgPQ9lSZiTgfYCg8UnSfprI8/u2Tnwrt2ADWO9qLHEixh3A+fC2ERD/daHxHLt\nuOlocTugr24cugvF78Ozjea6TkKlRWk7oH8LlP1G12QvO6Anzn5plNxTO0N2W9wr44aN2NgDOtbc\ntHqyLH5uO3GCegIY0GjMHBgWg2zezpcEvIrf+37awuuga4ZK14XwLsnNlK5DIzFgp83RGwzw0xev\nUA8IzzkJKY5SM24Ulflan9s0N84J6hc6ISPZcatQheVqVcD2v9M6dAsFSVV84tu79mMkGCAFdGnU\np2+bVsTqQnZ7dfsliG1VSry5ZwB+GbNFoJ2/PkDYAhs7ei7JD5/za6YOH9ywvm8+gYRDZIujvGqa\nHLIuQAd0Ly0mnlvRMHboAOTvtyMTRiND+iO7zESCAeSyM5FLzkACLgnWQ8qXf6bOzwPLKGhnK2Un\nNWVnLZNs6zJiAY+fAh7fey4V4RB34G/Cdt2cjSp/8856xy+dZaXA/jubUN+6IAUpyMZJAcQWpCBb\nSIChxQ6JVQsQWYQ8Mwdp5SFz+pE0NH5qF+QXeauDWiGtPFKGtu5yAsARYZtsqYt0DpMJGHyT/9FV\nwBD8Gn6lzY21de7vXfzLObtFkdNGIZ5BbdQmNaELlWGLhGvw/L79qc6dgoxoh9Tl3Moi5MJxiKNz\nh60Tc3QfxPYpQa6ZgkRtsg/t4vf77ijf8zx/cMPY9MkIkCt2SN48w/fChi3E1UnVeQGaOebhUZu/\nFjv8jY3wuLXwHFkhi3fKe5K6fCLSp4R4wKTFzKzAhKDJTY7OpY1fKn9v8SLGP0bu0a760g/Hiqb8\neq2L89LfJ2Q6qIXH0y1YbCaW5GbKUimXSz4YK8UdnCRw1ua8hPlAVp0C+oXgVcCSPNh6MQ9kbxAI\n54DZEHkNit4AdRA41bAq33etQDQPYv/ZCFieJeBd02iuXvh5wYfjhzdOccNG4qCrB8h+l/4/9s47\nTKoia+O/urHv7TgzDDlHJSsICCIggiCgYk5gYsWcE5hwzdlVd1dddc1pDWte04o54bqKOaAigoro\nhA4znc73R/Uww0gY4uB+Xc/zPtB9K5yqurfnvnVSb3F8Mw3Tc/Xtlwh41SuXu+Q17Xur6ypjtow9\nvIeMP6pz2vXN69HRpk4CDmED5BhuMIcpjmf8qhQ5L2K9Z1gqc3vVxOUm5GP/0LEGOL5BfRvCr8PW\n1XBwshAddb3IXnMDCBimytaZVT8gU2TQ5FbVwIHr0280wr9O+APp/PfI0vlIt87EgTn63qN1YWzF\nys1du6PTwqzSlHVjIBziL106Un3cYaQ7dyAeDnJ9I7mcoM93l5xJdtG7msQeuAfyxB3IfruRCod4\nh43oGw2MHdSfClmMvPCAju5bR0aTXyFegNo1HfoA5QGX2mUf6XapBUirFmQNA/E9ZNS2SHkZcmsh\nInLBX1dKojy6hn5tME6HwINgngPs3a0z8V8/0X1cdha5aGTVFknrth7uXbBVLZwjOiVYpwQYax1h\nuYgiilg7FElsEUVsQARtzgnZ5PuXI+W+zvcasslN60u2zNOpZ2Q2kjgVaRdGbpyIlAb4GBjd+I8+\nsJ1vkb9nV+Szmcj0vkjnKGIqHo843NnCJzG4DRWeRRUrSZcD9PVt8n8ah/xwnCaQ7ULIx4cjMVen\nwpHZyFdH6vyuw9shFSfpFDrdYshje+l8sEGbBHBqlyiZOr/bi0YjHSLkAiYrkORt22pz5p9P0J/v\n2XW5afMVJQGeCjm8A1zVUKvUSObBvk3i2nHILZOQkgAJ1tI8diV9jnFMrlAwq0ByfFNxRiHg1bRV\naQo2ZwBhP2rd7waNpSbkj2iQ3qaFDqU5uYn9mIGQ+eUeZ/fIHnHzAPFsJf1B2mgz5zfWRGTRZsR9\ngaPRwWQa38Pdobx6xZQyw8RyPDFMMjpI040C9wi0yGrf2YZ1+0sLlNi0KtS5XnReWe0rDgxzPCMx\ndkbH3Da7tc45vlnpx6w3j7un3of44Gv6iON5WR1kqlZgRi1En24gv9VA3pHgJ2C2KOMY8SJhufbL\nHeSYOwaKH7XeDoStxPgjO9VuuX1pvGDq6jWar9J9cCAN/Ar1gVPsn1D2ApgHrG49RQTHM3+9ZN7I\n5RrJXiNK48C0RnVtYO8CeV/p8/R7gxex5m4/rX3NNZ+OkaNvG5gvaEDXmMt6Dfdoy3CID4I+Kdsm\nHfK5ouEzb1rqEMtRKcMk50Wsd+uIbXOicB9NBk4t/Pub3yigazTCOwGXeDjER0GfB8pKeDMU5M+s\nISf5WsrSBujV8LcA6BL0SX79liafW/ZApu+F3H8DMmY4iXBo9USzDqEg13btRPzM48kP7EM85PP+\nFt3rCfHOO2gf2ToSe8e1SGmMf61+3dynoHNCB3XqkQRj4RnHkKvr44f3kYBLfMPul/cpHCr1/re7\nCAQeau77qIgi/tdRJLFFFLGBAWzj23ysIOdZ/GopMpUnI8cMQga2Qs4aof+d0BU5a7jWZg5oSYVn\nEQd2FBEMxW6OSe3UniwniDWnIZaB2IpsC4/M0LbI9H7IrZOQ0CpMc4GxEYcfXVMT09ena5/Wga1Y\ngXz2KkUmdUN264lkTkcGtyZdGmBJaYAXgVHAnNnDydfV/+E4pBC8KfXMvlrj+vbBmrgHbeJBm3yX\nGGnfQvbcgvSQtsTD2ox5taQo4nDnFWPr5Xp4D6Q0wNvruhemYnppgMQFo5AD+1IbtFkElDT3PbIW\n95IBTDfgUnTO3d8E+1GwvwPJ/pAoh2oXnllZvdWM0d6PWi/bkD+kQIbPAWmnNbqr1IIp2MOEGgsk\n6Bn5fju2SDm+uRRo36DvCDg18GWBlC4Tw4xJ120iNYblL4YrGhDWJwXKBG4XyAo8KlAqMXyZCtKF\nsHQgKCYsN5sNxuz/HHPnVg00lp3E9c3qU/9Znz/z8Jv6ixex3wMnCUYOoi/pw4zg5dr31sxC5B/U\nR9seaJjmm+Wd/fRVH4+WW37eSTr2C8dtz6g87+Xhy4ll79Flv9F4Q/gGaBOHXap0blznUKAPeHG4\nJg/3CbRLgDVzdXtimGp/P2olJp3QNdN7dFk8ELbeZwNqfjdXAFE/aj3gha0f/Jj1X2DQBupXAa0b\nkztgiB+zEld9NFruy06WXU7tlvGjVpMCvf0vARgKzERb9qi6NQsHud4LUFMww11IA+sTL8CxQY9k\n3y2oCLgkvABPlsZ4NuByzsp+59F+t6rRdwqtEZ9TOPg5fEBvlpPWe/6itbFP3IE8dhtSVkKCRv7h\njfrrAm5S53WdI1ozGqjp04tk4kvd502Xk4+Gmb9h1899GEak68fsmQJzTnPvaxFF/K+jSGKLKGIj\noY5IhB2+fXRPJD9LaybLPCRkI1u11Ga53WI6svCLByABk0rAdE3iF45Ctm2n28ls5JujEdtAQhb5\ng/trMnrqMKR3C0RBdjVytAnZ/FjqaR/doW3JB0zklWm636f3QVoFkR+PQ0yFlAZIFAhnsNB+S8fg\n137lSOo03eZvOy9PHTTWNclGHKQ0gDgm4lmcD3R0DJ2ORmYjuVnIwFbaN3h1axZ1uffacSwnsU/s\njZR6/Kcgx4CCZmImTYzEG3L48a2D6/vbvRdJ4NjmvjeaeP8oF+5tBfExIK20dvS+wouf4QbNK+2A\nUe14RqXlqD+jNaG7so5mhAZkZjUwSx4MNcBJq5Ctuw2JmYW6u4C0bOvKlFO6ZgIh828r1nWPhGgC\nJldDedZyvR8DIfNaCN/1WxK7jUC3gra1hcCpYjJZotjSHWps7e87oa5vP2r9dNHbI1dIP2QHzHy0\nlZs7/fEhctI/Bokfs1LA+MK6WVom8zDYIg4/iA6KND4JoT8V5uYC2zue8ZwyyBqmyrhB81rTUcm6\nQD8PyBTZ+fguaeC0BmsyGMoTUFmYz6eiCbx7DZzVQMP8skDsqybs/1DgdGDG/wcC20zP2Injj+xU\nU7end1RPFMNUmWaWyQ4FudELUB30WWbbHN3oussGDDQWcDmprITEgXuQ6NCWdDTMdwUiuoIZ7kWz\nyEYjvNlIlg5oy4NVaq+BXqEgX1smWdchbqhVm70DwaBP6pQjtK/tLuORgEtlaYz3SmO8u6bAZUAv\nbUlxrtSnv4lVhYI8V1ZCok9PKnyPn2mQGgkYURLl7ZIoXwR9LqEJMQpWMm4bcL6GskqIVIPzJsVo\nxUUUsdFRJLFFFLGRAWznWVSP6URlxwjxsEPlcYO1VjM/Czl8K62VPW0YYioyrsmtvkXukd2RrVoh\nu/ZELh6NtA0hI9ppspgrENv8LE1ifZsFqxo/5vLCGduSyc/S5sK9SskAN7omNRFHa0936YHs3gux\nDVJAjzoCDqiQzbc7dtbRhjtFkOHtNRm2DC4TESIOn169o57P98ciLX3iwBhDkas9neUEclpfEsAR\nhX4HRRw+d02SUZd3KOT9BEaGHRJ37qK1sK2CJEzFNGBSyCZx7GDSO3UlEbL5oilE1rOo+u6YehlO\nHEIGmLUB9rQc6LouLzxrMUZ3F5KzC0RxNogLSaCH4xlndBoQSVz/9Vj50+djpHX3YMK01Iz1Gc+F\nl4ZA+iyQmfVjrTToDbBXN6ic04D0eq4hh/2lnwRL7CdWUr8fOjXJ0AbfDYFgQpsT3yvQSeBagdai\nU/TcLzpX7MECXgqYTaPgZ45nPLvFduVy4+JxcuWHoyXWpkTAENTkrBcZJF5kC9EaWFoDAyH2KJTN\nhcg7cHMDAv2qQOknQKtAyPyydXe/qqx9oNoLW/MoaO/8qPXkqIPa19xWMUEufHM78SJWkgYBsPQB\nwqiKFc2hI0lwboKz8yuOFVvl81rEpgOwX5eto/H7ston/NwXtxU3aK4yZ/OmQMjniu2GkPhuHvL+\n80jrliTRPtgq6HOZZZFxbDKRMK+xnpHcgYhjU/vt24gsRqq/QNq2RrYZSMq2+fzM4+vT0Sx+D/EC\nrNSXfDX9q5DPt9dfRD7/PfL2U0jQJwF0W02b9iGfeaUxlnoB/t3UA0u01cfr4ORha9HmvcPTYC8D\n5zOd25UzGh4AAL19j8Td1yNvPI4MG0QiFOS6dVzLADql1jbrepBYRBFFrB2KJLaIIjYB0FETZ7gG\nv3YMrxj99x9TkQ5h5MJRSJ8WyNattB9r6yBy887IKUMR30ICJrWOQTziUFtT0IjWnoa0DpJnNRrO\nkM3PXx1ZP96FoxDH5AogGDBZELQ0Sb5+PBJ1yYVsPg85/Blt/hW2DTLD2yFzD0DeO0xrjP+8E1IS\n4FFAGYpcnYZWZiN/GEjOMfgw4lB19CAdHfnlA5GgTRrog87VWnHPrtp39oJRZEMOX9f94Qd2LA0w\nt8zjdVOxv4gQcfi2YXqbKd2bplENO9w+vgvJTw5HHt8LCWn/3gHrsY/KgWssqPW0ZvQroMM69LPG\nlxxg61gjohiDSmBQsNSat99FW8jpjw+RW3/ZSY67Z2sJldqr9BVrokzlLryqIGdBlYLV+W5uGyrk\nup0DciRIwDWkZdeQKIM71mLM7aDkKShZDF1SsE+BtEoBnwn4OWDKKtp3sAN2re264ngRUUaXNASz\n9ZGIRWB0BXBUvUnvgwKlaZiRra9zTQ5iz/tR6/5JJ3RJ35+fLPdlJ8uQqa1TlqsuUnC8A/fYjvrE\nsKh1g+bPSrF3I1n6gZ+FN0SPf2se/CXAAPDjOj3QgwIdEmCd4UetlyzXSHph6xtg++b+jfr/CMDy\nItbc9n3C1dvu1abaDZoJGuUE3dSIRfnqrSdZblJ73QVIKEg24PJh984kfpqvIxAfsg810TD/WM/5\ndymNkWiYzmfHkdp013VI9+9NIrVAf3/jZeSjEd5fy/7LvAC1DfufMIZKWPHZWU17E2hBE9wjwL0F\n+tXAqQL9BYJ5cBZrK5CDReeMdZPADg36n33CH8jUybbgTSTo82tz35dFFFFE07A+nM+gWIqlWJpU\nRGRx1GXMKdsS3rcPxi3vQyYHNVn4y7tw6ACYPQLePBgWVqF26QH37QYnvYBc+w41NTkOrsnRPZ2n\nFPj3xPtJzXoRyq6GqjQELP7u22qJZahM1FUfK6V61o1tGnz91FfkQY/5xJck0zk+F5GEZfLqmdsh\nZwyHowfDrZMwepXRY1I3Dg07PAckDUVt2IW5C2FgKxjVEV5bBKkM7WMuc30beWaBpgJXvwWPfo5R\nHqSPbRD+6lcovwb2fxRSWRQ6J+qgvi1hvz5Q5sPs4Zi2QUugfWGtnl+WktE/J2V4Ni/3AGTzRHuV\n1a9nv5a4BjT4ZuWlOs3MN7/nriG38eOBj/F5PMNUEXl/PbZytyDMOAmc0yA4HDq62sS3ScUw1Z6O\nZ1YpRdqP2vOUUm1XU/3jBFS/CrkK4DXIJbSf6tf5jPR47d7vefraBZw64CU+e+2XXC4jP67HvBCR\npTUi2wnYGZFIXuTu1VR/MwP3XgfcicUtQDprs2zhECRvL12LMV8V+WVn+LU9LDoN/jkfzFx9DROg\nWkQeX0X77zI1mf6ZWu/pdCq3UPJLM5A3teKqFsgA35hgjIBjPDhe6ewb99twLzAmDjsmQ5woFhWj\njOrs1NY9grZSCsNUbLNbq4CV49AOcNGOsF+7tHS0s7xUm8iV5/PywIrSRC+HYXnYGZ0++VggeYy+\n35Jj4KynYObL8MNRgZDsu8NhHbe9YdGO3rF3bdXJ8YynlFJTlIp9pFR4mVKxx5VSpU1dR6WUamrd\n30NRSkWUUrsppXZRSoU21jgikk1VZccu+qj6gDf+seS42kRuKxF5amONt7KilOqklBqhlCoDULDs\ni6/rr3+2AI6cjtm+Db2OmI5fXgamCacciSswYj2H/642TdWNdyK5HDw7F97/GLbuB65L9uuFvNRh\nMIl+Y6g88Vx+qaxi/ybMZ7cWpertFqVqHjAhlyP/8ef6WjIJ8z/BABY3oZ8JrkuFF2CR7/GTUmrI\nSupYSqkhSqltQQ2Hwa5+9nYHdlRghGA3Hzqj06qP8cA9uEEXNct+YfnvzS8VoBTpNclWLMVSLP8D\npbkZ+IZm5UUUsTFR5vHyI3sgyVORKT2QqIt4FvkWHpmGZrc9S5H5M5APZiARhx8oBMkAujgmlwVM\n/mIpbvEsMs8WtJPP7YeUBJBFxyDXjicXtFncoN0Wvs3Sga2oaBsiHnF4loIZbNTl7uvG14/9zL7I\nyA5I9ozlkYG7Abu4JknfRkZ1RIa10xpjz0SuGUfu1knavLhzBOkS1ZraR/fUEZDrNM75WYhnUYsm\nnkPahIjXaZN/PB5xTGpZTcCliMv9e/QitfQE5K2DkZhLAhixqfcQ+OOoBprRk0AsqGpi236BsJm4\n+J2Rck96kuw2q3vGi1jz1tCmqwtv2PCLq6MFdzUsdebgXVrV3pfTJpDTLu8tXsTKsIo8w02QK4B+\nGR7CWphHAwqC82CXLHwiUCHQO85qNLhN6LMTeFVwRR4eE+gTB//iJrQbC2UJeEtgocAYgaF5GBSH\n8DeaGJ/cQDv7uEC0BsLLfFTtRR65qlLk4RASspXcsHic3F2zs/QYVpIKFEys54CcBeJDGiIvg3cx\n4NfLYNfqtEA50X6xR9SyEp9iIGzaKlO3fw/IFOkzpqxam0zfI7BA4A+1EFljgCFgOwh9DyoHkU+A\nXpv6mdgIz1g7N2gu7jWipKr70FiVGzS/ZSPl6F2DHB3RPubrnDN5TQj6nBn0SfXuQYUX0IH9gOG+\nR/zI6eT32w3p1B5Z8l/1UM2JAAAgAElEQVTk4L2RnceSq4vce+Nl5GORdQ9612CevUNBFiiFlJbo\nfKz7T6UmHOJN/YzTH+33ukY/XGDnkiiJh27W2txWLUiYJteHQySnTqS6YzuqIyHuZA0R4YHWvkf8\nlUf0XB++BfEC/EoD33AgCM67EK2G0ipw4jA0Ux9cqXcKAktgb6mPGjwqB/YNDfpo6XssPe4wMtdd\ngLQqJ2Hb2uWliCKK2PyxPpyv2YXf0BMqooiNCdfkoi3LSH11pA7ktFUrEo7BZUGbJZfvQO6rI5Fz\nt9N+p3MPQAa0JO7bXCiiyYxnUXnyULIXj0Z8i5puMRINIwxv1UpHCJbZSEufaqBn3dhAFNgB7a9j\nNPh+dMQh+Y+pyL/21QT6bzsj1ScjIZsUsHWh3vYlAWqe2FvXu3sXZEwn7WP7xN7IvbtqUv58A5Pf\n68brqMe/nIicNYJs2OGTwkuRijj8s1851acMJds+TDxYmOeqAIQiLg+7JsmgzVJTrTtRWh8AB7WB\neB2p2QXyLnzQxLYzRx7YPlFHXO7NTBKlyLGW/lNexLrt0Ov7LidAl/5ne/Fj1nerGNMA7wwoe1P7\ng65IctA+oAta9whWlXXwqr2w9Q6FgF5NmI8HHAjuYiiNg1cD4b+t6QW1Cf32hshTEH0PnDOa0h8E\nroGLG5DUDwXCVcD10C2uTXxbCBwvcISAL3BmHp6TiLIkX4pImcYwi6wXNlN+1Eo6vvlqGKrPLez3\nuSBRTIHzBaamIPwWy83g/WWaREvBnHhkHDh4JfOzTEul//zNWHlApsh92ckSa+2mYGKyXv6s6MjJ\nq94LoCX4VZqQ1wpcl4fg92tzELE5wotY9+x6evdM3f094ZjO6UDIvGlTygBMcn0z0Xt0WUW0pRP3\nwtZ639crGWNgSZTE4vcQWYy8+KAOYoQ2P9jCtnhr20Fkf5qvU84csi+14SA/9+lF1djtqPQCVLAB\nUysBbaNh7i0t4b+REDexDml6SmI8ccuVLDcdfvBvSFkJr6HTcE0v/A1qwvPM2K376Ty0dWhdTnXD\n3y+wLtVE9RzRAZyGpsFJQKvKAql9H9gd3ASMF9g+D1Y1sGWDcToBJzo2j4c1uV5l5OMiiihi88P6\ncD6LYimWYllelFKlAYtZAYvO8TTPZvPcLIWnzLPUMYbixKxg9PkbpLPkfJt70nlmpfPceOFr3Dnn\nFXrlhQrToMOO92L7FhXJDDcABCyOO24woUt20Gb8LYO4xz6DLKqC9hH4vhq+qYS2YfgpAVW12MAv\ndbKJSCXw78Yyi8hcpdSehz/NHKBfjxKsyhqsDtdD0MHO5Hk96KgLgMtqsqREcHfqCte9A0uqYcAt\n0C0GFbWanVbW1vf9aw0siZNvfS0Zz+K96jR71q2HUmr3+UvZe/5SugLvicjTq1tbEYmjbcSau9z1\nC+x1DYwOQXYZ5DJwQBPb/vjNe5X5XDaPaRl8+34Vlmsk0qlcbs1N60tNdfaV5274dq+RB7T3vbDF\nU9csqJUcFX7U/l4palNV2bPz+TpT4NBV0OMPcL4PH+Vhzmil1MnoCKdv+lHr9DGHdmw//cretghc\ntee8vu89/dNs4MzVyaCUKoHQ29C9FQQEPkhBaryIvNeoXhegHfCpiPyslCoHxqJtfZ8RkeRve7f6\nQHo0lGWh9mzgA2ANJp6ZZfBpBp07FW21bi7SUY5nBmEYljMVL3wD3YfF+Oy1LDXVMZXPDSMliiUC\nbRXUCCzMUZOqzh0MzAO+Bz5+Djr1A/tDIEl74BTADkDH3lA9APgPpI6EcbfBIRa8n4b/LmAlpuYi\nknUC5umzhrxywajpHdxPXl5Wk6jIfA2LOkEenVXph7rqtQ3barNh/wKQY8CzoIUJk9BP3zEK5kQh\n0QH4mt9pMW3Vrfeo0uXvF71Hldmv3vt9t001vlJK2QHj3rOeG+b3Gl5KqjrLiVu+uF+qOnsX8NIG\nHKrHkK3ItmmlP4weDoaBC5SJyKdKqYnzP+WN7afSWgT1/Q8siSfY/qPP2Pqjz/CBV4ABsaialcuR\niCe4WkQ+Xsu5do2GeSiZonc4xPeV1ewjIu+s64QkTzpVU/85mQIR0iLyIfDhWnS16MtvcJYug/Iy\nWPAt/FqJDTRwmbD7wRYBlnu2bWHDB5/BjycCaeBNEUkrpRIw909gtADjLWBZYe5DfY/nJ+6AWrQY\n+fhzvkVHeC+WYimW/w+luRn4hmblRRSxrgBCIZuvDx1A7c07I71bEA/aXF241j3kkFxwFCKzkdem\nIwGTOI3SZgAdfIv4U/sgVScj52xHpk57GXK4+coG+VNfn46EHZbGXBI7daEy5pJt5VN71CBq24SI\nB20uWIc5RII214QdUjdP0uMsPg4p19GGRwDDPYtfSwIkHINkxKHmwlEsNxduHyYfc5G9tkCGt0MC\nFhK019/cbXMDmjEMRpOxJkcHBUwvYr3QoU+4euSB7ROBsJVYU8qIVY0fCJk3mLZKO55RGwibC9tt\nGUpc9t72MmfuthIusxPARF3XTcKiBhrKfXOxNm7NmEM6JP2olQiEzO/mvDR8uVb3mDsGSqjUfmzN\nMgSvgUNr6wMonZ2F6MON6pwNoST0qdBBlTgY/F9gXBVsUw2hz4Foo7m1Ai8J7xX6fV00SQ7+BMZZ\nNMhT2ahdS3B+gS2yMDlfCAZ1OqgTYUISvpBAyJebfxovD8gU+et3O4od8AR+FItzpaVCjnFJ9zZJ\n+Vg/Q+lbYE4r9N06AI+78L2NndXmylLQtnauYsUIxdsApwGHsYYUG2it1GzgIMCD8DwYl4Tz8tAu\nDoEzf9vGORa2TOi8u18KbCFwZUGeRQJObeM1/b3BDZoX99uxRfKu5M5yR3yi9BpRmrADxlmbanwg\nZFoqc3++3tx7yNTW1cD0DdC3gz7UsYG+0TCJbwqRgZ++e7nJbENLGRfYHp2r223U19RYlOT1FyJ/\nPJW8F2AFLWMTZLFCPt9edha5ik+R+/6KeAEq0SR6Xec3LOiRuPo8HZAqHCJBIff52sILcFdZCTJ+\nFBIJIbZN3jSYVj+WdS50LeSEPUdgQA04NzeSR4H7BvStgekCw9LgfAUEYhHm3/sXvfb575Ep40ix\nipRiRRRRxOaJ9eF8zS78hp5QEUWsK4C9RrSnuo5kLj1Bp8sBLGDn4e2paGj6W+YRp5EPI7DXTl2p\nrKuTn4W4BV9RYEzMJfH0PtontE8L4p7FmWh/pb0K/+4KnLyuLw0FGUwF+ewZ9bIe1I8kcGThuoOO\nkuGVBPiqYQ7Wy8YgQZv84DbIlWORoW2RsMNL/DbBfaDwkn86MKS5924T3ycmMBV94r9epoBAGGjh\nx6xPz3u5nogeen1f8SLWnbqOm4Bv60ms2kMOubaPPCBT5KqPRotlq+z209rV3JebLHfX7Cx9d2iR\nsF3jN+Tpt2OXPgV3NyDHLwiUfthAtq2gNAFLCtdfFIhk4cpcPQE8sAbcixrNaTtNeqVB31sK3ClQ\nJuDVQvj2hveUflGNPAoDa2C2GGYX6Tm8dV0KnEkQfgc6JtptGVm+Rg/IFIm19gW2Emgr2hSamyFQ\nq8d6VKBNAsyDVty78HtwUI2e71G1EPoUcDbQvREAjgH7EmDyyuuUvQQPN1ibhwVaZmFGSueo9c9Y\nx7F38qPWAjdo/uJFrHtookn5RnpGXC9sPWLaKmNaKhMIW/ewiU2kAyHz25l/G5B/QKbINZ+NET9q\nJYD+6zCXCNq31gTGBVyqI2GSAZcqYAcvwAlegFSn9lQWCOR2Te27JMYHj9/OcnPbc04i73v82TSZ\nVhLlk5Ion9s2Rzf+/W0g228iE28zkApg3Hru35BomLtjEe5jPaJuh4N816k9sv9UZP6/NcJBaut+\nNzXBd54FNwVeApx3Gh/g6L9VblKT3Lq8sS0qgZHhID99/mr93C+ahTg2VzbXfV9EEUWsPYoktogi\nNgCAAyZ2qyexyVMRU5EtkL7uIYdkXZqbV6YhAZNqfquJ3aFrjOp0IcjT10chtkEt9QGadi8J8EnM\n5WvP4mzqc7maCo4OO9xqKE6sq7+uCNoseWwvLUPlyUiHCPGVvdiEHR7etzeSOUPXG9hS+8UmT9Vt\na05DyjwSQO8GcwyEHf47qiOJ4waTjrgkFey7mnXd2jW5xjG5nAY+vv9fYMAMFxa6sNiCcwFDGewR\nKrWf8qPW/UD/YIk974T7By0nZ7vN6p5zPPM6vX7+xVpzd7/AWXnT9uWmH7Q28r7cZDFMlXVD5n9C\npXbCC1spL2I9vSpSBuwYCJlLDFNlAmFrIQxMQrVoI9zJAsFk3cEMsDdMqFyRjEbz8GaDzzcIRO9t\nNEY78JNayyiifVtjAssELhU4WnSwJ516SRNYZkPrjJZDBH4Wy/HkkGv7SqjU/hda67WH4xm1Zz07\nTB6QKXLCA1sLKihwpMDzolP7hLJwTQP5nhQofa+RfDGI3Aql70PkTqDFprwfIPogXJyrl/GiHIRf\nQYdCHrlufdLPDZqJWU8NkesXjJUhU1unvIj1UHPf++gUX81CpoHebtBc7EWspGmrGstZ+xzMvscs\nx6Y2FiHheyzyAiReehiRxcgLD+icqwWS2xIYwFr6oJbE+HTuQ8h385Ap45BWLZBIiIrSGMnn7kNe\nehjp2I64ZXHYKuZY4jrU/viBlin5FdKqnDgwqJn3vRMEXrUtxLKQ3CKWE829plAL9fMpPP+d0QEI\nf5OGB2gPTkpra+sCPsWqgOHRMA/sP5Wamq+Rb95G2rUmsarDoyKKKGLzRJHEFlHEBgDQ0rP49aod\nyb06DZnUjWTY4dG66wGLIz2LVPcSKj2LamCnlfRhRBye7t+S6qMHUdvCI+GaHL+GcVXE4eFh7Uhc\nOw4Z1ZFkITXOGvPqrabPEZ5F1cCWVJQESEQc/rqy03xgcrlPNhZAgjay5xZIu5DWINeR+S4x4r7N\nU1GXe9ARLg8a0Z54XZ23D0Z8m2WrkGM73yZx3vbkZw0nV1i3Ps2915sKCqYGIXEoyBEgLSBhwn3R\nVm7i6NsHyrTLe+cdz4gDh7hBM7HnuT1lwrFdso5nVDQgkwrsY5QRW2JaftbxDfnjK8Pl7pqdZY+z\ne2S9iPUB2qmsm355XKXWprPjm/Eznxkqd8Qnyu5n9si6QbsGHNFBkiYInJaF6BOF+v10fsZvCmTr\nOoGwwJ4F0vuzwJY5MH9DDsCdqYlsv5wmsHUa35mFF9HzBMyLdF3vHGidgqENyGde3GC5HHDJFhIq\ntZ9uMIfRdsBImbYSy1Fi0FXqzaGzAiUCpzf47mGB0nea+z5otA89wavU2uCDavT/m364A4xBWwGM\nbPDdyeOP7FRbdwhy89LxYrlGsrnn2txAa0/bNj5sbGLb7cvLSCx6F5HFyLGHkuvZlVxDrWfXjlRS\nCJy3LnBsjuvSgUTXTsjZJyJfvIZcehb51i2R+Jd6jMduQ8pKeHNVffge57dtTfyEP5DZsgfxSJgH\nVvUbsInW3AHnW9gh63ttJBxC3n5Kz6XiU6S8jEwkzNJYhP/ShOj0+vfPfRq6JGF3gb4pcP5bONiK\nRMM8bxrkLIvagMtpzX3PFVFEEWuHIoktoogNBKBXLMBzJQE+DTtcRyOfOKAV2pdylalkCi9O+6DN\ngteoWQG6Rl2SddrP2tORltqHda1N3xr1W1Z44e29mjrtPJPEv/fXUYqf2UebE88eTuajPyBzRpIN\n2uQvHYP8aRwSdkgAf565FTV1JLfqZMQySK+s/5IAL902meWE+MJR5CMOdzb3Pm8qBODBKQ3S+UwH\n8Qxqzvn3tsu1rnuc1SNvB4yrgUGWoy4zTPVHoFOjfdq3fZ9Q/M7ERDn98SESbmGLMhAvYr0LtGvi\n/bDf1pNaVtWNe39+sliOkYcLxA32Ey8cFstxxHYDy+pegsE7AQI10LES7CTskYSpAm4BjgClBaJg\nNBqvI3CS9o89UWA/gS6iSfGAODCtQNBrtN9sVOBmgcWCOlfCLUokEDYT6JQlJjAFOFiTQP87hSE2\nHUSnwxHR0X1DBTgF7a9fC+za3PfBSvaiPXACcCLQoentQldBmzhMT0DLBATPL/T3hwHjy5dHzb5k\n3khxg+ZKD5aKaPIenXDEdGrqCOvnryK+hyx8R3/++i3EC5Aq/E0IhYNcX1bCvEiYO1hDOiFgsG1x\nsVKcbZpc3bq8Pu2OLEb6boG8/pj+/61XIaUxXlhDf+PRrh17rc/h5wZat746qvgcgVPEdaIS9JBJ\nOyItSsmOH0X2/ee1/66vXXJ+c4CDduHZFu1L7GlibJ0D3lNgXQaEGtW3m3veRRRRxLphfThfMTpx\nsRRLgyIinwHjVnP9R1aIrrjSOjng/rUY1vMscoHC0+iYEHbJ/ZTEW4s+VibHMuDFNdT53jLUIRPv\n57ZYgFxVLZLKMuMv7zLj+nn0MxTm6cMoP21bXT/q4p/4PIPv/pD8/n2gTws45d+kg/bKI34ailDL\nYP3n1iGUaRBen3n9nkoeKqrqw9VSBaAQy1bL65i2gVJYIvIu8O5KO1L02mbX1r7rWwya3Ior54/m\nqM7PJ5KVmUFrIc7P338aV9lMHss2+HFBEslL3g1eweiDy81DrxtFsjLLmcNejSz+jP2Bu0WS1yil\n7oaFbYDu8MHtMF/PjHeBcWmwf4BADliolNpBRL4HEJGFwFVKqefh6oPBnqHj4fRxIPsR8BagIG/B\nlej31RuA00AyJCurF+Uy3ATMhcgL0H4QbAk8aYJtmJQSYhlV7EOOPYCbcVBkmUieW9DBfUcLJCvW\nYo02SRGRRcA1a9NGKdUNwkfAh54+N/gJ6HKKUuqvwL2fvf7L6ZdPfaddx35h95k/f5PK1ORP2hiy\nN3dRSrX0wtalpqN6ZmryL9UmcueJSO2aW651+frfr5JJpXA9Dz75AoDKvjvgbN2PzLsfYANnAD+F\nQ7w6YQxbz9iPwGPP0u/2f7CtUqqfiNQ07lQptVMoyCMnHk7gh5/I3fUQiV8qyP31dox9doFQEH5c\nCrf/A3nxddRF15JMJJmzOkFF5Fng2Y2wButSqqHW1kG5Q9Smj6GWy1NPPp8+37E57+7rsVuUQf/e\n8PwrWDffw0Tg87rGSqkgOC+D3wMsgcoKyAwTyfxxVQOKSGZTTKxYiqVYNrPS3Ax8Q7PyIor4vQGw\nQw6fnzyU9H8P0xGNgzYLWUNk1A0sQwjoCfgNvy8N8OTfG2hSH9wdKfN4Bdg1ZPODY5KKujxNQTNN\no3ypjsHJXWNk3zgIefEApNyn1lDs1txrvgnXtbsFlUMgux3kbUgYprqqRScvftqj28gRNw8Q1zcT\nwFZr6GfPNj2C8dsqJ8gDMkWmX9k750eteWspi+FFrGc69Y9Ujz+yU02ozE5YjjoqELKS13w6Zrlm\n+MDLthTHM65bWXuIPAJdqmHXKgjWQFkKfiyY787OQPTllY+t9oPYxxBJQa9a2KMagglgIkQe0tGL\nfxYQsdyjpLxTRHY+vku2ZRc/7vrmczCoWpsLi+icqo7Ag2LiSwRflNa6ik7HUxd5WATOyoM6r7nv\ngw10L20LWzQKmNWpEhhQuB4GTlQGFwCjmlvejbQGQTdofjvxuC7p0x7bRvrt2CLpha1HN9JYKhLi\n/tYtiW87mArfowod4b03sBuFKMJAp2iEZGYhy6Pk9uxKFasI8FQS5cN/3spyretRByFbdCc/aSzS\nohTZqi/JcJC5AZfrfI+/AoObe93Xfu3c26FlHMYItI6D+xCgvACVH82tn/uksSSAP6zY1roQtkzV\nB3IakQa32f27iyiiiI2D9eF8zS78hp5QEUX8HgG0jro8EXVZGHN5hrUwMdxI8gzzLf5iKf5ZGiD1\nyB7I43shLX0SSptKRyMud8YCfBVzeQ44NmBRpSAXdXkLaCUiRBwe36Y1mb7lSO8WiG9RC2zb3Ou9\nideys4I5BlyIjkCtTEvNCJfZbwRL7Odool+YF7ZucoNmqqx9oMoNmouBbusgiwnsjTZjHS4i+DHr\njUOu7ZN7QKbIvZlJ0mdMWRI4dlVyoM17DwRugIl5+JPoIE6LBbyqlbTZVUfdnS0wRCBTIGBzBeVn\nbNc4A/wUvCGwQAKhkNxWocn6bRUTJBA2M3BgbT1xqxJwstAqrr+PCowTKBetuRkh8GuBWE/IANdp\nArjiAcvvDUAU/Ap4qOD/e7eAv6zxwdPmjMJh2WGF+2+tfeOBiV22jlbWHbjcldpZLNdIsxr3jvWU\nV6FTLk2s+01bSZ0OkRDJ2m9YTmK7dqKq7vlqjFiEb979F8uJ3OVnI8fP0P8/9Ujyvsdr/wP3qgIO\nAONStAuAAYyMhlkSCZMfORQ5YHdqgz7f8ZtoxIF/wm4FAjtH4BAB76PmnlMRRRSxcVAksUUUUcQG\nA7Bj2CFx8Whk1nDyjkGqJMCHpR7vKtgfHYjq9Wl9qXnnEOTi0eR8G5l7AJI+HTlpCOmIyxsiQsAk\n/sNxLNfknjKULDC7uef4ewXaz7QfjfJNrkV7B5gJxoUUongCWzi++XO3bWIV5Z28ai9svcIaUs4A\nZa5v/jJgp1ay/bTu4ngRgXPyEPkECIJ5BoT+psluyZNwm+iowYc30CImRBmmdB4YSTqe+S+IJGH/\nTHnn8AppdFp19eMQTsGnBf/XUzMQfQ3t730BhDLQRuA/AnGBaQK9CsQ2JLBlJXSshvDLa5rX5g5g\nCIS+B5WH0MI1afA3JwDhUJAvdhxJfOY0aoI+CdYyFQwwoctW0apNRWKbKJOKhHh2p9EkH7gROWB3\nasJBPmAVEeaDPpcM2YrER3ORuQ8hrVvqSMeyGLn3L0hpjH81915thDXq6XvE/3ET8vFLyKSx5LU/\nrDGb3/jSm2dApwScKfW5Y93b1nP8XuDeDd7ToKatT19FFFHEhkWRxBZRRBEbDKUB3r5/N5YTzzkj\nyYVs/lZ3HSj3LWoa5qHdth3y5N76/6nTEEORA6yQzZIjt0Z26ors3xsZ3o4kMLO557guAMqBycB2\njV+8NlegA560RgdKsSDyKoxM6FyL7ePgnVOoFwN2KsxtjVog01bnjz6kQ7qOTBxz51YSCNtZTbLC\n78MuKU1ae8Uh8hkcldfkMibwiUBODPN06T6kvdz803gxLZXWbTnH8c3qw2/qn7+tYoLMvKl/3g2a\nS8E8EuwUmFmIvAu0LsjdHawcnNKAHP9UIK+3C7QX+Lig/d0hCWq1kcLXYl0VqOkQvQvcizY1iWIT\n51zdQDKfsOtOpOo0kE/eiUTDfAV0KGjr9mINLhRoc+JvJhzbJX3qPzeuOfFazs31AlxQGuO5oM81\nQGR1exfyuSIc4odImIrunan5+UNkyX+RvlsQdxyOae75NJLXQAevWquDs8JvTyFAHMcdum/93v/6\nCWJZhkCrBNhX/7ad86hOqxNYae7YtZSjM1iVsENORzeOJsA8qbnXtYgiitBYH85XDOxULMWyCYpS\nKuBZnO3bDK3JMj+R4RwRqW5uueqKUsrwbc5yTA42oG0Lv/5auY9hGoQaVE9nBTORgYirjTZ/rQHL\n0Bff/xFck1ReqMwJ7uuL4MLR8NFSeORzXOCFTTi1DVKUUoM9ixcGtYaFVRgVNbyulJokItnmlm1V\nRSk1wQ4Y/zAtZeVzUpNO5c+D1gPgRV9bFc8MQsezlVJXoSNu9wM+Rb985hr0YzWep+0abToPiNh1\nnzv0CWOYshgog05d4J8BbVG4axC6dYN7FJyEDsw0AMjRoW9LTnmkL8pYHuTqHRF5Wyn10J2nfPzg\nLUfP7+p45oLaRG5PEflIKXUD4IpU1hTkagP+K9oPdh4g6DHno9+5l6Hn2Q3N4Sd78NaWTVw7VViT\nFsC7IvLTijWCF0HbY+GkILyZhof2VUr1F5F4U/pf37I533erKqZJiwF9cOs+9+4JqVrKvYj1teub\nhmGpXOLX9AKl1KBVraOIJJRSQ+be9t0lr96zqHsmlX+5NplbZcCfTVVEB5Y6q4l1s0qpU4GngU7Z\nLDu3HsgugDg2N6XT/Hljyro2RSnVO+jzPFCSyaAcW81MZ+T2NbQpiYR5xDQYaZhkAgF1BlC9aEn9\nb8riH8EyLbLZA324+iil1ElS/zabUUrtho54bgHfiUh+PaZxAGzlw/aFv1DlPvz9NOCq9eizWIql\nWDaH0twMfEOz8iKK2NwAqLDDCxO7kXxgKrJfb2rCDu+zCnOz5oBvc27fchJvHoQcPhDpXoK8Nh35\n175IaYAEDXLiAl2CNpkhbZC/TkB274WEHXL9yqme3o9EyCblmNS8eRBSEkC+O4blGtsD+pACjgHG\nolNC7MvvwP8r4vLp3bvqOaRPRwa3IQ4c1NxyreaeK3c8I/7HV4bLAzJFZj89VBzPSLshPx8IdxDD\nOr/gV+nUQugr6JSHzgJlOQh+AUSALhD5SJuuer8COzfof7fSdoHENZ+OkVt+3kn6jytPemHrL8Ae\nMKZKa0QvEwNbdMCl1xtoSieJHQjIXnN6yemPD5Fug6OpQMi8YXXPD5gHQunjEL6V5flz/dvdYIe8\nYVrieHbBhPjgPITyYKYhWgnT0vqYpVKgfxw4pAlrpyByn/a5HVYB/gr+jYAJVgaWNJjTyGpgn+be\n980ZwOiyEhL/eQb55WNkl/Gk3KCZ3+f8XnLJvJEybmYnKWnr5lHMam5ZN/I6qEiYuzu2I77HJKrD\nIZKWqdNNNbdsjeUM+iz82xXkZbE2Aw6HSLIGX+ZohMcP3Zfa2m+Qr95AWrUgAVwYClKz9xTyl8xG\nWpbZotREgVMFjNqNOXdQ58CwbL2P7VECzk/Nvb5FFFGExvpwvmYXfkNPqIgiNjcAnaIuyfTpiMxG\ncrOQTlGqgaGbWI5WpuK8gMWfgB0aXou5fPP2wVq+/Cxkcnck5lJZEuBjBXs36mffCV2pumECMmMg\n8sftEccgjc77eQRw+NC2VMhspNRDvjma5SR2ny1JmorHWgWJnziEzICWVEccntjcXuAaw7OoXtLA\nt3fWcHIKzmluuTYXCfMAACAASURBVFaz19t37BeuaOhbWto+IEf9vb+c9OAgadG5RJQxMgvhn+HQ\nnCZ6OYGDBXqLMqwaCC2GS3Oa7L4q4CeArnVjWK5xsuMZVaatarywdRcQAMo14T08rwiJuTxn6/EN\nCN/JObDTvm/lSiNWzrJUDY18OzVRpDfQC5xToWNcv4AeloPAr0C7QMj5Zaeju8mdiYlywRvbiRt0\nBJwfgL6FPsohPB9iCfBqCgR4jWbgwG7QsxqSBXkfEQh91+C6rc2akw3mtEs1ML25931zh2VxiO/x\ni21T4wV4tWO/cL7u/rwvN1lCZbZYrrqtGZ6XLWMR/lVawvtBn4s25gEjMLJda+KJLxFZjHw0F7Ft\natjMTMSBiGOTqTMBlsXIrjtRBazUpxToDGzle1R8+3Z9m3NOJO8FSN/+J2TqRMSylMCAHOwv0DYB\nzl838jx6ghWHnfN6zBZxsM5t7vUtoogiNNaH8xXNiYulWDZ+MZWCOqtJBVgKH9gKnStzoxelVLlv\n8/4BfSjtVoJ92RvMMJT6Q17kHn2d1M+purrQs5Tcswu4oTYnp6+ku6WfLUMdMgBmbg1f/gLnv4oA\n94o2lev92TLsn5NwzCDY7UE4ZSh8tozcY19Qo2DCu4ditwtDOkeox18ZVZVmO+CVTbEW61Ick/eu\nn8e254/C+ikBd84nJavK6bp5lO9++jrp/LqkhpI2AX5ckCBZkeGp87+En2vJ1+YJmq9JPB/7FvYo\n03elAqYAH9FreBv301d/agOnFr4fAYzOwlNDgAUAmZrclegErw1LjVJqBNz7rnBkIMcY4EngDqAT\n0Au4Mb8FGbVvUufOnQfO83AtMBJAKRWF8Ivg9YScgpQDMUunXhYDWkRh0SG1yXRs2hW9cAImPYeV\nMHSPVrx8x08K+AhARJYqpQagfS6TIrK0iWvXBcbaLE/TPB5Itam7KCIZpaJPwt7j4GwP3hF4Lg88\n1+Td+X9aMhn5O/B3AKXUiFR1dm4+J5ZhKtLJHOlkjmytzN2UMiml2nkB3jz3ZML9t0Sdcznd3/+Y\nVugoyhujtOm3JTm/4LLRuyeYBiqjrR9+2UhjrkuJK0XtO//F2mYgxBPwzn8xgG8bVlJKqXCIm8Ih\nDiwrIf3LrwTfnQ8d2+vjndfmkd9rCvb0vWD6XnD1jcJpF3z8czb3+QLIPAHZSzbmJETkc6XUSPj3\nxaBKIH0P5K7dmGMWS7EUyyYqzc3ANzQrL6KIzQ2AEXZ4Y68tyP5rX+SorZFuMcSzSFDQGm0CGU6b\n1pfaOk3iq9OQiMOiBtd3i7okLt8BOXkoWc+iAui8qvlEHJ7YsozqGQNJlQRI2MaKwZrCDheXeSRG\ntKMqZJM3FeKaZBWcEbJJ5WexXKs5qiOVwK6FvodEHG4LO9zOJtZUr2H92oUdPg05pGyDtG/zx+aW\naU1wg+aZfsxK9BvbotKLWNmWbRw5LawkX4okS5FtLHLgvQh7ZrW2NS2whxhWeznk2n6ilCM6IrAI\n1Ah0qgbGNG29vARcINpE+UKBPQWCApEvLZg7GWROAYeBBODz+rbhv8H0Gq0ZzgiEBWZIvbb4AIHA\na45nVFz8zsjlWrzOA9sKlKeAHddzr0dDywR8X5j7VTmIzG9Ux4PwDVDyBcRe2lTP8e8NhmJqaYx/\nxSI8QqN8p0AbyzEWtu0VzO81p6d02ToqgZD5/qaWEZi5zy4k6zSHP3+IWBZpVmIdAkRti3NDQW5G\npxpbawsSoFvQJ/HWkzodz7UXkA8F+WZd+toEa7Or75HYYTsqW5UTD4e4ubGcwO49uhKv/Eyv3/Ez\nyPkeuT0nEx/Un+pwiMq/XsxyzewtVyIl0f+9CMxFFFHEumF9OF+zC7+hJ1REEZsjgFDIJjW8HTJz\nK+TnE3S6GQPO3RTjG4rzztiWXB1x/PJIJGizDNgTOA4dGXZ00OYG1+TKVRHYBvMxgD8GTOYHbf4N\nDFtJna1DDosvHUMuPwt57zAk5JAIWHxz3GCyH8xAHtod8Syq0RF0hwdtEleMRa4ciwRtEsB2zb13\njebcBgg3tyxrIXN/YHdgYkSR/yCKSJnGNT4ShNsg/B6UiI4cHJROA1vJbVUTxIs4NRBNwQEJ6F4N\nkYeb+qKtfWnDDUhwXmBkncn5ASUQPwHkDJCukHTgT/Vty96FZxuY6nYReKLB54cFSt9SiumBkCVj\nDukhXbZuJ64/QmAnMSAL/hcQug4Irdu6+bO1v3BJAoILge7NvZe/NyjF/uVlJO68Drn2fMT3SAAD\nC/dlO8c3l47Yr21q3BGdso5nZFBcSjP4xwOHTRlHoo5kfTcPcbR5b2OyFgp6/BIOIrEo0qKUtBfg\nvHUZ01Ds6jrELZNsOMhXQM/m3q/VrE+Xwm/ISg8VgbNOP5pc3fr9NB9xHJLAoYW/LzuGgiT+fBHy\n54uQUJBkUw/DiiiiiP99FElsEUX8DhB2WPJWwe9UZiOHDSANnLEpxga2DtkkHt0T+WAG/8fefYdJ\nUWUNHP6dqs7dk8lJARGUoIAJA2LEtKJrWHNadc1idtU15zVids05r4gRVMSMiigIAkqQKBImdg7n\n+6MHZfmIMjNNOO/z3HVr+ta9p3p66D5dN+jO7YgW+ZjZozm1p2xNvNRP1Odwyhq0d3hZgMSj+6P3\n7o2G8gnndsvUCblCZum7r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N8DVf0Q+LAp41qFKKQcWEh+SG4GmOOylnM9VeuuEpE7IFUC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ai9lRU7JjFmSHBNgMKxQlAEe9N/ZoZF27tNmD5+v1zugMAOg4aaRr4cAnh6EaSWxNsGm7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\nAOiGEAsAAEA3hFgAAAC6IcQCAADQjf8DVD4BRn2zRMQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,10))\n", "plt.scatter(X_isomap[:,0],X_isomap[:,1],c=y);" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.cross_validation import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train shape: (1347, 64)\n", "y_train shape: (1347,)\n", "X_test shape: (450, 64)\n", "y_test shape: (450,)\n" ] } ], "source": [ "print(\"X_train shape: %s\" % repr(X_train.shape))\n", "print(\"y_train shape: %s\" % repr(y_train.shape))\n", "print(\"X_test shape: %s\" % repr(X_test.shape))\n", "print(\"y_test shape: %s\" % repr(y_test.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear SVC" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.svm import LinearSVC\n", "svm = LinearSVC()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "LinearSVC(C=1.0, class_weight=None, dual=True, fit_intercept=True,\n", " intercept_scaling=1, loss='squared_hinge', max_iter=1000,\n", " multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n", " verbose=0)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svm.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([2, 8, 9, ..., 7, 7, 8])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svm.predict(X_train)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.99406087602078697" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svm.score(X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "svm.scoreは、正解率の平均。上の例は、トレーニングデータでの正解率" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.93111111111111111" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svm.score(X_test,y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "テストでの正解率は上記。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random Forest" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rf = RandomForestClassifier()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n", " max_depth=None, max_features='auto', max_leaf_nodes=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n", " oob_score=False, random_state=None, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.99925760950259834" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf.score(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.94444444444444442" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf.score(X_test,y_test)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "score: [ 0.94525547 0.93726937 0.92250923 0.94382022 0.93939394] mean: 0.937650 std: 0.008104\n" ] } ], "source": [ "from sklearn.cross_validation import cross_val_score\n", "import numpy as np\n", "scores = cross_val_score(rf,X_train,y_train,cv = 5)\n", "print(\"score: %s mean: %f std: %f\" % (str(scores),np.mean(scores),np.std(scores)))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "score: [ 0.94285714 0.92753623 0.92753623 0.94074074 0.95522388 0.92537313\n", " 0.96240602 0.93984962 0.95454545 0.93846154] mean: 0.941453 std: 0.012083\n" ] } ], "source": [ "scores = cross_val_score(rf,X_train,y_train,cv = 10)\n", "print(\"score: %s mean: %f std: %f\" % (str(scores),np.mean(scores),np.std(scores)))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "score: [ 0.9380531 0.94432071 0.92152466] mea: 0.934633 std: 0.009616\n" ] } ], "source": [ "scores = cross_val_score(rf,X_train,y_train,cv = 3)\n", "print(\"score: %s mea: %f std: %f\" % (str(scores),np.mean(scores),np.std(scores)))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "score: [ 0.93430657 0.94464945 0.95940959 0.91385768 0.94318182] mean: 0.939081 std: 0.014967\n" ] } ], "source": [ "from sklearn.cross_validation import cross_val_score\n", "scores = cross_val_score(rf, X_train,y_train, cv = 5)\n", "print(\"score: %s mean: %f std: %f\" % (str(scores),np.mean(scores),np.std(scores)))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "score: [ 0.96350365 0.95940959 0.95940959 0.97378277 0.96212121] mean: 0.963645 std: 0.005310\n" ] } ], "source": [ "rf2 = RandomForestClassifier(n_estimators=50)\n", "scores = cross_val_score(rf2,X_train,y_train,cv=5)\n", "print(\"score: %s mean: %f std: %f\" % (str(scores),np.mean(scores),np.std(scores)))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.grid_search import GridSearchCV" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "param_grid = {'C':10. ** np.arange(-3,4)}\n", "grid_search = GridSearchCV(svm,param_grid=param_grid,cv=3,verbose=3)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 3 folds for each of 7 candidates, totalling 21 fits\n", "[CV] C=0.001 .........................................................\n", "[CV] ................................ C=0.001, score=0.951327 - 0.0s\n", "[CV] C=0.001 .........................................................\n", "[CV] ................................ C=0.001, score=0.966592 - 0.0s\n", "[CV] C=0.001 .........................................................\n", "[CV] ................................ C=0.001, score=0.970852 - 0.0s\n", "[CV] C=0.01 ..........................................................\n", "[CV] ................................. C=0.01, score=0.951327 - 0.1s\n", "[CV] C=0.01 ..........................................................\n", "[CV] ................................. C=0.01, score=0.957684 - 0.1s\n", "[CV] C=0.01 ..........................................................\n", "[CV] ................................. C=0.01, score=0.959641 - 0.1s\n", "[CV] C=0.1 ...........................................................\n", "[CV] .................................. C=0.1, score=0.953540 - 0.1s\n", "[CV] C=0.1 ...........................................................\n", "[CV] .................................. C=0.1, score=0.946548 - 0.1s\n", "[CV] C=0.1 ...........................................................\n", "[CV] .................................. C=0.1, score=0.948430 - 0.1s\n", "[CV] C=1.0 ...........................................................\n", "[CV] .................................. C=1.0, score=0.935841 - 0.1s\n", "[CV] C=1.0 ...........................................................\n", "[CV] .................................. C=1.0, score=0.935412 - 0.1s\n", "[CV] C=1.0 ...........................................................\n", "[CV] .................................. C=1.0, score=0.941704 - 0.1s\n", "[CV] C=10.0 ..........................................................\n", "[CV] ................................. C=10.0, score=0.946903 - 0.1s\n", "[CV] C=10.0 ..........................................................\n", "[CV] ................................. C=10.0, score=0.917595 - 0.1s\n", "[CV] C=10.0 ..........................................................\n", "[CV] ................................. C=10.0, score=0.939462 - 0.1s\n", "[CV] C=100.0 .........................................................\n", "[CV] ................................ C=100.0, score=0.940265 - 0.1s\n", "[CV] C=100.0 .........................................................\n", "[CV] ................................ C=100.0, score=0.942094 - 0.1s\n", "[CV] C=100.0 .........................................................\n", "[CV] ................................ C=100.0, score=0.948430 - 0.1s\n", "[CV] C=1000.0 ........................................................\n", "[CV] ............................... C=1000.0, score=0.944690 - 0.1s\n", "[CV] C=1000.0 ........................................................\n", "[CV] ............................... C=1000.0, score=0.924276 - 0.1s\n", "[CV] C=1000.0 ........................................................\n", "[CV] ............................... C=1000.0, score=0.941704 - 0.1s" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 1 jobs | elapsed: 0.0s\n", "[Parallel(n_jobs=1)]: Done 21 out of 21 | elapsed: 1.2s finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "GridSearchCV(cv=3, error_score='raise',\n", " estimator=LinearSVC(C=1.0, class_weight=None, dual=True, fit_intercept=True,\n", " intercept_scaling=1, loss='squared_hinge', max_iter=1000,\n", " multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n", " verbose=0),\n", " fit_params={}, iid=True, loss_func=None, n_jobs=1,\n", " param_grid={'C': array([ 1.00000e-03, 1.00000e-02, 1.00000e-01, 1.00000e+00,\n", " 1.00000e+01, 1.00000e+02, 1.00000e+03])},\n", " pre_dispatch='2*n_jobs', refit=True, score_func=None, scoring=None,\n", " verbose=3)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid_search.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'C': 0.001}\n", "0.96288047513\n" ] } ], "source": [ "print(grid_search.best_params_)\n", "print(grid_search.best_score_)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "ename": "AttributeError", "evalue": "'GridSearchCV' object has no attribute 'cv_scores_'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean_validation_score\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgrid_search\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcv_scores_\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"validation error\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m## ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean_training_score\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgrid_search\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcv_scores_\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"training error\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m## ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'GridSearchCV' object has no attribute 'cv_scores_'" ] }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,10))\n", "plt.plot([c.mean_validation_score for c in grid_search.cv_scores_],label=\"validation error\") ## ?\n", "plt.plot([c.mean_training_score for c in grid_search.cv_scores_],label=\"training error\") ## ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "どうも上のcv_scoresが、scikit-learnの0.16.1には入っていないみたいで、grid_scoresで、mean_validation_scoreは動いたけど、mean_training_scoreは動かなかった。どうもブランチに入らないとか、そんな話らしいので、これ以上の深入りはやめて、とりあえず、gridでよかったコストパラメータのCを当てはめて、モデルを作った。" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "LinearSVC(C=0.001, class_weight=None, dual=True, fit_intercept=True,\n", " intercept_scaling=1, loss='squared_hinge', max_iter=1000,\n", " multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n", " verbose=0)" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "svm = LinearSVC\n", "estimator = svm(C=0.001)\n", "estimator.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.96444444444444444" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "estimator.score(X_test,y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "デフォルトのコストパラメータより良くなっていて、Random Forestよりも良い結果であった。やはりSVMはパラメータのチューニングが大事。" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.5" } }, "nbformat": 4, "nbformat_minor": 0 }