{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def unpickle(file):\n", " import cPickle\n", " fo = open(file, 'rb')\n", " dict = cPickle.load(fo)\n", " fo.close()\n", " return dict" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "meta_data = unpickle(\"./batches.meta\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'label_names': ['airplane',\n", " 'automobile',\n", " 'bird',\n", " 'cat',\n", " 'deer',\n", " 'dog',\n", " 'frog',\n", " 'horse',\n", " 'ship',\n", " 'truck'],\n", " 'num_cases_per_batch': 10000,\n", " 'num_vis': 3072}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meta_data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data_batch_1 = unpickle(\"./data_batch_1\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'dict'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_batch_1.__class__.__name__" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['data', 'labels', 'batch_label', 'filenames']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_batch_1.keys()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6\n", "frog\n" ] } ], "source": [ "print data_batch_1[\"labels\"][0]\n", "print meta_data[\"label_names\"][data_batch_1[\"labels\"][0]]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3072,)\n", "[[[ 59 43 50 ..., 158 152 148]\n", " [ 16 0 18 ..., 123 119 122]\n", " [ 25 16 49 ..., 118 120 109]\n", " ..., \n", " [208 201 198 ..., 160 56 53]\n", " [180 173 186 ..., 184 97 83]\n", " [177 168 179 ..., 216 151 123]]\n", "\n", " [[ 62 46 48 ..., 132 125 124]\n", " [ 20 0 8 ..., 88 83 87]\n", " [ 24 7 27 ..., 84 84 73]\n", " ..., \n", " [170 153 161 ..., 133 31 34]\n", " [139 123 144 ..., 148 62 53]\n", " [144 129 142 ..., 184 118 92]]\n", "\n", " [[ 63 45 43 ..., 108 102 103]\n", " [ 20 0 0 ..., 55 50 57]\n", " [ 21 0 8 ..., 50 50 42]\n", " ..., \n", " [ 96 34 26 ..., 70 7 20]\n", " [ 96 42 30 ..., 94 34 34]\n", " [116 94 87 ..., 140 84 72]]]\n" ] } ], "source": [ "# 最初にRの1024次元、次にGの1024次元、最後にBの1024次元が格納\n", "print data_batch_1[\"data\"][0].shape\n", "print data_batch_1[\"data\"][0].reshape((3, 32, 32))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rvla09vygfW6s3rs+H1g+mXwH+Ab2VdFz8xJVV7l4zdUPL78Zkl7e9YfO8JTv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\nHiB/fVG83AZeXxSvtxGA58cjLeeuX8sgI8B9Gyn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5BuRUzNUZXoLdneEz/DcCVXQ4uIXz\nsBHsZPhVwzz9l+HdH8Mn9hhRraza7ky7IfDJPAxeZsZJOlEGu6b4wrYP5j0NwHo0EADtvVHEocmt\nmHAj2rbSAI9i9xWAR6tmOQHRIvjPcNqd0X4vA6BffgkdbyE6QObtE6QghifzYa0/+1Z3o8LmbBes\nkCHPGzAfJ8BEvT8K7N1z0k5rXdbX+z9fPm4s/XoP4K0xPJAVRbr8EyTIHiRTl/LNmnJCjEJyZ5ho\np1/sSPYDWzH6uwG/okvRss0PQkyq643TM42YInqE8+y4vWR7+nh5g/EyIIfH2ZooJgZkKWwq5jS8\nPTVA75LeV/Y5uxLX4Qzv7D6gCfpdzi8OJJIWOZf+isiPBngCnWkfSTh3wHN2n6z8jck70+cY+rbt\noMcOfsSzgYFFIhlkxACoBHlL+23dqvn02zFHwuLQYDL7vp3nPWb3qYk3fdzBynkNclxmHzRltoGz\nY1cuAK/xHzy7AR942LdLutrwUn+gUbFHg/Bs+QSSng80wSlb5Ap610QPBipaSpdGOjUVMsJtZ3qG\nKsaSTNPmw8sbVAw4gVCjvbhF7pc1J9h9YLUZPfD1ieZc6YmnlL+94Li9ccC/vsE4DkjMMLkkKugS\nzFMwpzZ252p4e49BJuojz0ZUbBhnWR3+ThZBThHOvMLr5e9b341noI4IWT7A3oBfwJ4JfAf8rOZR\nK0cyNWzlLDmcIcfoIM3x9F0VxDWAjCTcA4xiMo5ngI8tlY3XO+ZDgJht943hfU2wg6MpazShs2zU\n3QBsKpqqrCiYI7DdJOk1Lft5vfpvFGf7frcXjnnbL/2e5ZNK+kege4UyvvWFeXeZZPsfyPCt3c7R\nWclevU3YJT08gzu7s2vr6njrBqDaliHnZDlI+buQ83rpa0/QH7cIgPE+8fHyhQ98aXVzoibtmOdy\nkIfTrrO8BtiPww2ExZctNkmPkvSM+sWy+AKrAPyYw3CPvouiRTEbhnPlahbsbtNXsj0nIrU2B0wq\nXx/OuzSmw9KZYc8+XJjKjooAWcA1iSZDhSv2oAN8NsBb+CcQCse7D+jP2AFPaU+GZyPS++In5nni\nPO/hQEUopevoS47sQ2tvMmqu7aPe68rwz6Q6t8X05dV6OPlC/O9bPpmXnl+ecUa+gB+oF0ljRUCi\nsfoj+Av0leed4BEOumR5OhK1PmxY0x7pBvChXaZLNj+Wrfh+u/9u8fdCh12T9JTzWwCMs/vx+oWP\nUY9KvzprmPm3005N0Hcv/RiGETO1rhVOuxhOoq0Nn9N8haSXBR8DLjEbrR7ZfSfKnKcyK/BvQL+s\nHBbTyy8F6DKsiHoT9RmAfHrvmQOMyrGHTKfqGG26LU6oqQX4aW7emLY0dlQ63nPh43HFgZ598ZWe\n5z1lPIO2jvPEuL/1ACZDTK0t4VVrPgogwb45zqICF3e3ZiYFflPnfcmabnv73QiHBLnt+x9YPvHw\nWAAp/6g1FzJ4Ic+4PD3/dpHqqXe2qzfZDcsMyokrWT6tleDRa8Jh0ZtEM1pjmtrFPzLgRTEE2VY/\nDs686t9Fe3k58PrmDV6/+AIvb77Ay+sXuL18gdvLGxwvb9xgRFyAtSAgDxi643zro/rWyRF40RUX\nsBZIBQTS32GWsnmt6V1MMmDxnbcRikaiWYCQ+BJx7uwIk2Qigt776C3ZnqBfqaiK3Qlca6pjtfSI\nzOz1gflckh7CL9drzG0nwJKYYYBsHsZO/VyR6J6MD1MyDQhsDZfxqtBIW4wUGrcvI/ApjEyM06dA\ngLSVQ3h7NCZa3ZECev9fWh1th3dbgObs3OIfrldzdXuBz3uXjwr4q8LILrZgW+nWHXuWcP/Z6KtI\nFN5tz8Qr5K+TRtulnBz0wIpZaFhoZqj42eocLRajs08lvo7Cr53e8ML19YY3b9446N98gZfXN3h5\ndbAftzfxpHdgnQF0i77gO+bpYD/v3q9s0wvYeTzUBy51MQyprZhxRyemTJic4XP4/5l7m5Dbti49\n6BlzrrX3Oed+ahJMVcqytBIoLIVA0rBVDW0oCAEhHSEYIlKBtEIIaWjZSUg6KqQIsREIScRSECWB\nwiAWFoIkEZQkJCRYMZ2UhYb6Awnkq++8795rzmFjjGeMMdfe576X+uqe++1711lr73f/rDXXfMYz\n/ie1ko7WOfbu3RerdaCJsfYC0AT5Anja+HlfcRI8op4joHncdGKWzz1sANCaJ56YoCLY6bhTCgNJ\nFreEJF+UUgh6bgKdDXNYvwBj+4bpNR79tqPtLCumGeHVe2EpcPIo1DdOdMlkDbuvRd1cwL84JlMz\nqo8a+aCWyll+tuHXF7/88VXWlvtLAH4PgF9R1d/pr/0JAH8QwK/6235CVX/my7+psnS5sXOWvz6x\n3MnIy+f9HedBipMm3DNFRJ3hw8Hqptd5U/EIlUe1DOwaIM/76/82QNTDcFvHtu/YLxdcrhdcrxdc\n311wfffO2P3dO+zv3mMvLG9ZfnDV7MA4gPtt4H4zNXMyMeSYUXIbufmQYPmmrM83wIMFIWNAcICe\nbavy8lzz6PtmDA/vdiuedCAh0Gx0xdV6IeCLXV+FeOZWpHffkoJm6CbT8/SZtbjG6ysgPCSn4SO3\nr6UgkA6gu7ByYLeOJhvYdVfEF9oUcbAb0An2Ns1hue17MLw4w1OiSoCdk6BsnHO0QaXMVzdFY1Yv\nBPZsDmfEnexCp2it5owJv2gGbxvxX4Xh/0sA/wWAn1rOC/hJVf3JL/ug1N+vqtrCBkwzeFB2CuJy\nIFaVEbnVn0Hhd3V1Hu560hwnnl7cQ960+IPfYBWgaebU8zPOsBIqvXnj9/2Cy/WKy7srru+vye7O\n8Ltv2+Wdq+4K4MCcYgx/n7i9GsOD5Zy0Rwj4AvbUVNzDzrGdEzqOeIepf15UMzZEI0qncbJg5Oc3\niedmAyXQUUN0NM087KqSIVd6+5UqvdKhZk67yuqmDSTDaxntesvtfhjgrbuRrSvfpANtQ6xEW46l\nbe6n6Q9gt173GnUMVOnbM5XeK/O0sPwy18MUrEh8RlZ5jTGvq1mwaDvFiq8gz+n4VbAO4KstJvnX\nReSHn/zpK/7Ewxc+V9+gqII92b78HY9MH/A7Ab9A3pje8TL8o6kCg0K5AJ5SQVKqu60UteFuo4mY\nR58LHppKb4A3293V+etqw4dKLwekD0Bu5nEeivt94PX1wDzukdtuXnNT6S3enr74ak4CrjWJh86o\nizI2Lc163m0zag8iYaes607POMNhdjeYZpvMTds+Q23DgTyhYscJdCaOdgj4Pgqy6eNe2Ezzvoc1\nNU30Ry2BOqtjg4gBm8tOd3dI8rlIewS7Nu+Rr+ZUJcM/sLwG6Fewa6rWodqv87DOx5y7+vieyv7V\nR7U4q5VW2Pr4Kt0v8N3Z8H9YRP4AgL8F4I+p6j85v+FREFVKpto5zx+DwXqR7eUbTky/eDHzFyvc\nI0eMcyuFaZg+4u7+vhj2CoYAmAMiAov0wBlezLdkcXdjeLPdL7i8u+Kdq/KXq4OdDO9OO8UNrd0A\ndKi2heHncXh56kTHBFeRMYs1QR9mRlHrLenJbV21Jh2mCneMwbLQkoQkbAV1WlMuQmFYwB5bdI8Z\nYHOJOYZlUnqpi3oxTgLe25GJNQrRyvQEf4lWqGYEI52udu3hjRePOMiG1nYHO5eg3r1195nZ/JUR\nUQAAIABJREFUzRHYpgCY6LtlRPaeTrtU52GNR4oNb6D3aymTPubi0kOATM25u87rh+MHB+j576dP\nrCl3n3z8egH/5wD8ST/+UwD+NIAf/7IPMN66qHBh5+Xj7KFPVj8PUNFlNH4BmX1fwO7zqB4vQHfQ\n2NepofrJXgBIsw40TNqJtlVtZfidDP/hPa4O9MvlfYCdLD+nQNorIB1zCo4DuN8Hbs7wm7e0thVZ\n7AcjExBZvhuhsbDhBRMMpVlITpsCraEfhyXAOJiCMQP0PbLOrJEGe7slyMPDzt9wIYIx0DAwxXrx\nK0awewV8gy/dLAlwOPjF1ft4Tc0TM3VieJSEtfW2nm8HZHNbfUdvu4PdGZtNRVrD1EewKwG/7aXz\nb1sZvhLBSa3Soo6Hf6ek1VZ73P5f57MCJVnsDPryt6ICPxDcV8P7rw/wqvorPBaRvwDgrz573//4\nv/1fcfwjP/ib8SM/+Jvi7LSoK+vJU4QvvxhHD3Z3jJOzcTC/YhnX01czMYINB1iSyGaTXWxl1+7H\nm9Q+dM32Lddzv77bcX1nrH55d8X13dWY/d077Ncrtv2Ctm8RS7b+D9mNNYQfE5KUTSg0lnru/M0m\nZQ23bCO9VAmWCAIbOSoTgpjBVnwAHDIqXwh11QetnZxpHFAKjVoewecKZLWep77C8w7gbTXUMhWn\n59pPT7u10uUBruU3+HxYGLdvA71P9M22bSq6lhs8TTjLFC/TdhYuNQFRUKXTOt9EFmGGwhbtriMa\nkrQptnx1ANu3szHvhJRavK4E/2RuhlAIcrSbkyvdSmi2jGD8wi9/G7/wK/8Ubz1+XYAXkR9Q1V/0\np78XwN9/9r7f82M/mk/GAZ1HaicL2P15fag8vB5hohOKRdlcoQ4IlsFav97lsLBYhgzn9nhDAL2L\nYONxF2ybZc/tm22b95U3b3xuBP7l3Tvsl6ut294T8BAsYI+lppm/7nZ7ahCCrXEd+YZ94xpubCkt\nEU6LeSfMP29QT83rsZoMu9EiJxRVatEEvZeI5QRNr3G8orDM6aVgxZhz8njZWtHCmAWY7aenmwW5\nnNSxLC2lALZtYNsntmlg170wrYO0NYG2Bqsr9HyPSA9eO97MOWIRUaWgq2BvLkC6aQVNBV1joLEM\nPp1CODX6UJ/XfKmivggDm9N5P5ZqUth4QphVqFBt+Je+7wv80G/9VnzdX/8/fxHPHl8lLPffAvg3\nAPzzIvL/APjjAP5NEfldfpo/D+APvfU9y5VRuwlaWX7Rd58QgZSEEu8s31mBvoL9nAnGGvjsKGtM\nmEAvmwuAbTPAc+EIA33HvvcC9isu753d39u2bRe3IS1UZHFkJgPlEthLmRfYbUbMR9C4jnzz9eM9\nbdd7yMs6IIBkEw7/Agd8M9BLsnwKSCToQ011WIoE0KvzKV5jH/gF9Cew47w1y1lXExbD13VPsLNG\n/ViOFcC+T+x1wQm/AIZXZxOz1bVB1dV+yMLsegK+eo7BYrIQv01sdRxvtsHOA2hsaJYgX6RuZfdg\n7jKdq1aKnK8BdimgnzO0I6iFK7M2X/BVHHdfxUv/+568/Jfe/GasmNX4xw8YbkivUeozsWN6bWX5\n8jZNzdNPNgezgF7KgMf3CFX7x5z5Lta1lap8Ven3TbDvBvLLbjb7Ze+4vttxeXfBxUF/DYY3dj8n\ngBjGEuzB8AvLq5sX3kyjtTQptm6Ar73jC+LFJymi13sHemV4t8tFcuiUFWv+wszIiM3LBHsteokt\nwC65d0G8Ap8BToZNBdbOX3MFmWPgOA7c73fbH3ccxx33+x0KDTX/QjRJXjPXuLdMuo7IFYCYKhK+\nDW+I4cBPhifLA+yG25qdp61Tb+yuaO6prwyP5fjse4MSnDlnl7/xQ4uGxR4OXnAEBdBCiNrH8/jL\nHp8/tbbiWU9/iOeP4A/h6a+V4U1zk3/mgNWRLI+QwfSyE+xk+Cax9ltvwCZcB84Zfm+4XCxt9nLZ\ncNk3XN8XhneWv7oN3/puv6juXqNK68y4gF2zJFXcudV4Hg72fTMHYeTrtxYRhMySg2svWXjSetrw\nKSQ4bur+00WCLs8D7sHsBK36qbvqH2r8E9DDwgXq4zC9sMfA7oA/bFmt+/3w7Yb7/Ybb/Y77/YZo\nY1a0w1BmfOmqNhpm75jaobpBbUVAYLHdHejRyJI2fGGTECTmoJ/doiSWouza0wJ0A19M2AeG9/F7\neA35XgCTvfvZtM+LjShgTAC4l0cV0BZs/2WPzwf4ijl66X2yFF6qXov1ORAO88fvrcxeGErX12ML\n+1aS4dmSysuvU5VXU6cXwBvD75cNl+uO62UrWXXVfjfVXtqWjujIRBWftCvYbculpRtz9WnHB7v3\nsrprscdjKPPaJGr0i91f11ErWpEq3EueMY8F7nHfkM+VwsvHPxx3rnKqB1NZm4604a3izTIgK+jv\nx8DtPgzktztu9xtutxtut1ewYxFtbeKudaAPQXewq25Q3YBgeLJ3OugmWb7a8LwQFBtePaMRrkqL\npfairDunD8Avc5LT9DxPUbQAjr1mezfxUYoEJ5lGGOICleYRNYc3Hp+X4emIKM9DpXHvUYbHim1T\nr0OLOq5umy+ALux+3spXOeZPZa0S5u7Zfu9NYx24fWvYfS3369XB/n7H9f01VHpjebPhIR3zMDUU\nw33EQ3PCnZ12SC89F55MsLuzcGPYqCGXa5KVlSTB3l1AmErfozJQyuRc7PemURVmM5HyU8veWT5A\njxXwMZGpwloozr6VVYLZfDLB7oA/Dtxud9xuN7zebrjdXvD6+hosrEjnXOtAP2yMRu/os2PODTo3\nRHZg8ZGEDe8qfdjwIRjI8D6e5mcNwJPyhU1Zi7TN+fwE4A/g1zJOFLg2QeeoHy7nLUBU0SljOd8L\ngD+zejlcJkl9nMMacj7OP9OujI+pjZSBeS5gZm36bounxWvZfw7pCW/w8Bdi2xuw7zv2y479evHE\nGmNzY3cvjHn3Hvv16qmzV/T9ChNL1v1VhzHJGAPjPiJfXr1ZSBNFa6ZJNADb3n2zpJ7Nm2Ba44wN\nsm0WK988m6xvkG1H2y6+eQfc7n9vPZpeQDLDIQWOBFPbCVsFXX1PDWfVZZu0Ztx5Mg5cmIVwL0k1\nc3pFoNed51iMSNPlhOcKOL2bcLAFMqar5HfM2TBGwzEE7WhR4997xxgbxtggAgxveBFlsnMAs15D\nCZEyS+uZo2KWTU5zvT4v2mxonFi/s2aQcOFRKZpLZljaf/TPTcmEqq/os/t8y0WTfM9gD41IsYBd\nwhESL+EB+IKsViLYnfqZSGL95RRba9hbw9gsxsIGk63n8k+WMScJeD/eCf7L7pVwnit/veJ6pVf+\nvYOdmXRXb2N1dVX+jiEKgLFlTnYvkHG1U+hD2Kw/3rY52C/eX/7imwO+EfgOdB4H2PtuAqBvsRpN\n7RxjN4cAVFituiJSR1VdjTTAz7pME+1gFupEV+AZoLUlnBLkSxbdrGG3A+NgF5rsdyinyc/wo3D9\nLQyoHhijYRzA0WFAHx1jdBxjQx83jGGFQXPcrZ9deOZn+T1OyjXHfwW6lmxAM78q2CsJKce20Hp0\nuHXtlBihCk9tqolrWRVFDgkLd4pnMFs/hu8JwD8wPG90gJ0DIEUqFs/TEu6wRySXxPupqyfwLZFG\ny2ovGmGsfVobo+g914qnuxvQOxNsmq3fvnXB3qRk0RHw74pzjim0XhjjDL9dLpi+mKU0iyEbwx84\n7jdjNmc1ePpsc+dcb3Bmd3a/cLugb7uz+wbpe2F7e95iv4dgIMNzAYu0Ncm8lgST2WMTEDqGEB7t\nyRRaB3ldxYUVelrBryvgs/QzV/6ZvmZ9fN9iR1PzMRNrqviSWGaPm+NPcAxFO5C+it4x+habQLx5\npQuWUUGvheXpTLV9MFMFurdbB9u4cY4G2Mt+AXu+B2H153Ob7orZmJqEsGrFfQdTzsdWNfzNA/7M\n8H5wZvnlgqi2uIskwS7u9EwBEIUuRarmJMk+c72ph7S6s1h2sWlu/5I9cmXXDIHt3O/J8LtXw12u\n771Axhn+3crwfb8CbUDuA5C7Ad67p4YaOw+wcwztdd1MEAXD76UvHgHfCfpkdh6Het+28rx0jZEW\nY2jal094Otf8rqjQo67e0pnLa5eElZF7JXtyRZcIzpPpVsCnaaChNSwRC29zwdBY61470DijLHV4\nTKCNiWMAfXQco6OPDd3V+TE2W9+OgJ9HCK4wHxYVviQTLMkvDvYoC/auTmGsn8Duf9MyNxFzvjDi\nwmsm4FizoVAwx0fd78LWAAQ78L0QltP1OJw9WOO39uAVk9lrAjOCjZLhZRlkhA1kDCW+hUrfm1eH\ndVeZmgO9eupRUldbOMm2zWz//WK17vvlisvFGD7Y/f1a/roV0ON+R+t3AxpMNR5j4H6/4ThuxYZ3\nlb4D8Iy+ar93Z3drb30JgCMA70KgWyGJ5cJ7Lbgf04bPGJ6BfVKVzZEMR5AB3s55UgX3jq98rfZ7\nD8CPIwBPsAfTe2yZMwJlbqBoHMnwKAzvtm2YGiYsjtEhh7qDcsNGdt92zHHHcMCzn10U/FT7nXY5\nWb1O1DmT5ee0VYBmCeMlrZXXVuCjvBpzOhGQT6ynFnozsIed7unCc2R7NXh4dX7TDF9t+FTpk9Wp\n1ktV6f2q04YvtrxrADEyxYsax8q8p2aVZpI2/Ow+2VwlItijE7KD3dRBT6Pdeu73zVj+mvXul9K+\nar+ywcW12PAX01b6zdVjuA1/clT5yi5mu1niyLa1YPdeQN8D8Ptp2wz8bctqN9+suUWpgnPQx+TT\nmbcJBHo+t7TXtLVHsb0pBKJZx8hOsAH4kO7FKea3cXHXkMlcGKQN76Dv7sASNzlgYLcvGBCZtoxX\n33BsG/rYsR03jL4bM4b5UZyDbNgxq3+hqPKLXU+BUGx4Z7Mz8Jf5Xzg+n2ezy5jS/prCGZ54iay9\nkk04crwmx/KNx2dj+Jg8frAsWlCddjU/GcWx5K9JjAyTDzjA/BKq9Bpgn02x9e4CNgeajR4YnhM6\n7boUdveY+9bTYUeV/vounHXXd++xLw0uvO/8fjWvcu/WNw+62PDjfgfGEZUndNohhE2Pxhphv1+u\nnwC8bQQ3GktHeVz2leFjws4UyEofiyvOYybYPcV1ePPHMWzlFoKezx8Aj6LOh6qeDTdoXrGZZmQd\nuqmjzSrpjeEzR6DiERjWOHRs2I4No+8Y244xbpZbvzgXxwPotaj2Sw77GexnG95jwbzOyvaBATmB\nAjmno0mJaGixXKKb09auTyCjFn0VZv+mAS9Pz0CLdsRVY2eEkMEwhEu3yHN3dX0yO8xZgDXSPl1r\nnVOyhydOtCbonuVWfX+AaxpU+SHeJdUWd9wiHPcB2/UDdt/y+Atsl/fo+zu07YrWr5B28S4rvpa7\np0Ja51SsLJJ2TYTL4Ikyzdd45xLS7G3f96sxenOQ9w3SbA/pYc9NOsrogUcDZBS1vuUGSZBzXP35\nmNPA7cA+jiOOx1HYvar29LhXBiQg6I1u7Cxj+eGi1rrL/p/e2IYZgx1dAWtUidDOOGQisHbg/WLl\nsKxfkF7uA7nDC1SEW20ZlgpjOuwm4D314Q4/trnmtanPQgI/GJ4+p/IvgLDHeS0QRpkKbsrc0NNB\nTRyzhiDftA0vj4fVOz+nrewhjvJYCEGmgb2Z0JhSmdhxLE8mJsEuGmEKDiYdPh0SYxiioZgYJqGb\nNVPoO/p2tZVirtcF6Nv1A7bLF9guH7BdPlif+f0d+nZF6wZ2eL81FjtEppmqk4ABMVKDedO5MGSz\n7jSNyz5vF9t2Y3i0VOF5jLYhM6/YtHPGONnNcP9IAN4koz65P3zOPu3B8MH2dwd4qsp1Cebwtp/8\nLXafYdVsas5V9OZ18mR5Y/fuGpiGINOYD2CYjve5d2zbBVv3uvjmzSx9kU2zBBPoJnjUBMqpZFhU\nly1APyb08FVrxlH8DsUHQbZfwM7xD8SGWZVLfiP9VGcMRRhVIjmnNU9ZFvG+A1/++IwMn8cxiaqz\niBqmApBmXlidIcXI9DNUmbRpNPZluGnbNxucBi9nhDvvoA5Aqq1FWxCBSLdmCvsF224NJ/fC6LZ9\nwHb9wsFv6ntzwLe2Q2TD2hBNQtOrefTmd9AYM+bAN2/CaIA3hm/7Cngl2MumALjKy8OS2FQRa+jT\nzSQFIkc9Ae8VfWM6o9+T3X2b8/CVZTJklw4xB/cCdvs1aWItorW5p9I4NlpNkwR8PAwQvcirlRXZ\ns27bLujO8r25T4NtuB3gCXSSxCi9AmNkXBiXJJsxbDXZMaCHOSYrm1dHZLXh40jymF53PsmKx8L0\nYXm5CpwgSU23msBvPL5ewD/RMCo4yfDwmws6YirwyeqSYYjmxJSpnQByyJfBpa3eVGwBBto90xMo\n+VlO9AkAlpgtfUfbzBavYDeAf8j95UOAsG8XZ3gHvKuSZ5bn4orhFMIKdraZau5xbt0TbxiW2y9Q\ncYBLD+CrdB+Tw7LGXR0/joxzx72oQhjUljgW2fOOwoIq/eEqPFdmmcObWS6JN24Xu62e80HDQWXL\ndzVA2aM+e8grq9So8vbmbeozjbj6cwgYaR29k+G3ZHhflGIBuyIXMfGcjWgNWlR6KWo923/jGNDj\nwDzKMtphtqT2uIi5E9trVd8frgfh21A/5uusH+BAtkVT+/LHZ7Xhg0lRGJ4NFwh073XmXwBpVaWv\nLN/SvuEAFyMnus+GSp+TwtO5ocNbIsS5zHSMCG14Wwuugj1U+0tV7S/e8dSTXbxTKtCRa5tJmLBh\nF7oNH1oeeL7G8HK24V2lb/sFtrjEBm3dQC/W6okTc2JiKPPTHahzFBOmspKr8nPGWEw/Vs8MHNVR\nVxieIKdDKxJs3KEV8zrMMdvPJujaHfDWiFLFBaELvWXNvs3s/baEFVfTRIQMz7ZWu7eots620aCG\n8ws2/7hiDcuMq0of9+pkv6uDfmkfzeOFhBBJMZWM7PUEfEjCAvYQcLRPvRiKJpFdNoXgN8zwz2z4\nVMM5qdRLABsAAz0XaTQtpjgmpBnLN6DV5pca/8SPZfjNa5lhLM+ealB176bGOZk6C7v54bS7ol9s\nWahg+QuB/0XY8313J9GW8W4sKr0ritX8cDZdxKILM4GeVHqz4ZuzfNuvAXKVhukTGtKBY0JlYuKw\nCrQ5cYyB+/1uHWPogYau51KBvpgBBHwCfVYb3nPmw5NdjlcSPtnbTQBsEEyITEzPnrOkk+4RV+9A\n1L0z8G5lwY4KEydmzJsp1rqxe9+jTbXItjI8HMhCO5tZmQn2UOvDhp9hw2NMA/ph0QjaSUk6J8AX\nNf78nKysD4DPoijpgqYNkYfGTjzVaeetzt56fHYbXhdwpUqv8D2ZHq7KONuZ0DebvmmDFykVdVGX\n53EQNrzb7GKcMydVKNc6JhnebUZ2PaUNf1LpY++Ou77vroK7sGBIjGCnF5Gpbd67LZ1aRaWHq/W9\nOu2ql94YfkqHomOKLRM90QzwekAPW4ppKEq5qQE2W2rxHOz5CvSxHj9h+Bk2vGUJhi+CJooyhr56\no7nv3YSvqfEbppQMswlAxZa/liwL3rcNfXNHqLAJRfP5YmNuKj1t+M2/o9jwSDuejmIVLuDFTsBS\nqjGd5Ueq9HoMzOOA3o8HsNfnD4CvTC/Fs1GBD6B19VVvGpqK1+F7lKHlXI9eDl1cEH754+tNvKkh\nBUp9Om18YjdJYKu/biwvqeGTqcHjaCoUDx+uOFZkvphC3ea3m9i9f13rDX1TbNNqsedUvP/wBT58\n8QXef/EB72P/Hu8/fLAOtO/f4fLuiv1ysbXed89Tp5pp6oUBaih0toxJj1R/FXkNEWHw16fHnxNs\nx5r0ctwtjxoD1sS6YYr1bptouB8Hbi8vuL18xOvrC15fXnF7/YjXl5cCeFe7aXtSnZ/T8+VPLD9H\nSaxxZ9W05aZEueikASRs9bDZaTrYLYpJr1EKFuYXHa7mXxXI4ar9ULRubbS4oIaAy0qZoDPfx7Y4\n7Mjy9KWYJGGdvp/PRPhU2Fsv1iIsSXe2rX9jGLNMvzALoVTz46fs759g/HrcoCZ0uu9V0aZaI01Y\nw84G62gcAvJtvH/NgI84EBAODcS9XdQ7FdcICHZ/w6oGYlG3EBMKRUc6FSQIBUAREG4HNgg29bVS\n1bK233/4Al986wM+fOsDPnzxAe8/fMC7L3x7/97z56+e4mpx+uYtncMuK6q6YkToqvZuT+HHWacB\n9qbZmGEwd/0YmJ6ZZ0sbAxMNA82bSDjwIbjfDwP7ywteff/y8SNeXz7aajZIlZ7qN6MUWoGuowiB\nWgFXc9C5eiwS9JL3mPch/ARQs6igmCzUibhk8W3Tjm0NbXS0MdGGWprBdHOgZT/6WAm3eatqt98l\n4vDG8IrmkZG0QFCBXhzy7OCzZNp6Xs5Qaqgx7cq18rUsP+ZfNa4/gb8KApupAzQnCHpjdlFg81GK\nNRSYSlHg9qnH52P4EHP5GsGOsg81p4QkHjeyxzqp+Eup1vtdpXnkH5BINvFlhMXXKJOG9198gQ/f\ncpb/1gfbvviAdx/eWwrt9R0u1yv26yXWIut9A5s8ZmEIt1lSTa0WnhlkFfDRPFHNUSbq4bSxMvw8\n7hj3m7GMA53row9Yy6jb/W6A//gRrx+/g5eXj3j5aBsBX2mJY1gLWNJ+Zyks0UFKZEhxpvBe9rJ8\nL5DhPkYDZLou5hJbA/B+z1pHawNHH2hjQ5+KMdWX+nOGF640Y85SLjGVi1JsyASooBpkjz1n9pGg\npzJagyhMo5/leDjjcwoWzlleq9M+Upah5e4/gh/KKaqZkNbUSmKhXh2nkXPPTlhvPb5mwJcQUKj0\n68RoBHl5sYJ/1QSozstToNd9/P1B7zd257rorCazfU/AF4Z//8FAb8tEXbBdqNJzoQNnd6eCCU0W\n1Im5NHZwj7amqhu3P4SFFWWwN/sg6I8jGF4c8EPXbUJwv91we/mI28t38PLRt+98xMeP38E4jqJ+\n229HNEe95VYwem1yUUpqBMHqHGMLEUvYlZEiyvGgMIuQ3/T7znuUALC8cMlMw+hLr+jTymNFBeCS\n0G1Hi+y6PRx1DMe1WCdeImZNEJovrrC7FuAzi7YCv4J+ai5O+jAVhUOKyA8pcpbAnwXodXOFJ4Af\ngG/IpCGzT23lY8f+W4/PxvDVfgcKCzwBOU7g51MQ7IIFLOs+jyur14fZ7j3CXLY3p9jK8HZsDP/B\nF5SwRSW49X1H2zYHC202B0sBKu34aLaA1AUVnuZJYEzrS197phvDU6W/QVydHAoHe+5vrzfcXr6D\n14/fwevHX8PLd76Dj76N+30xjyojpzMvvfPZc48VaojGn2DREeQE9lzQQ0Whw66XbaWmAzhUXOj6\nHx2nzEHYJvqwpbSpbpuDqgHO4p0RlW13J2DLfThPLQISKc4BXCwgj9cK0FeWL3a86gLw5Rj8bEnw\nKoouhVsVdDEmBDttc7qIWjK7NECGevtsZCbllzw+mw0fhTJFcRFOnE+AnSo9Hv5kE+LBW8J9VeM5\n9vFd3uBi62aD7xe3xw3M712VD4b/4j3ef/Ee7754j323CdUZD9+S4S3RxH40bGFXweepddOyhnpV\n8CKkZYBrtONLQco47gbaaYA/FMt+KHB/fTWG/+ig/86v4eXXDPjH/Z7JLC5QSy+ME6szJdfU9t5p\nO9vWVIDeAvCxdLW0KGdVBab4dC494MeYqHwwTxsaF70cBexUud3pRgZvO1q7WPx9u4CREQbYMlIC\nrE0fOdzVhq8pxSdWD7CX4xIdXqaiT7oEekm4Uge3JsjP+3jC3oIBeI1NuqnybSr61GU8P/X4jF56\nhFgjcBtQEmQK07d8zTAqixPI2MS/SJMn0pCiQBHfl+8TX9p576U/3Ttbs/36Du+c4d9/6wsH/Bd4\n56p937l6TBZm8FhjPTU7pyWUVYpLzk47YaJJsfkRLDu8DJV2/B3j2EylnxPHVByTgOex4vbyagz/\n4mD37eO3v43jOByMKxNLszGtDTUr44sAs1sTEWyZ9w4PHzKUGPBy0CsANuWMltA+LhPJ7Q3J8KbS\nN7R+oB8D2zEwNlPpBx1qBLVY0RAZftsudVLlcWnqEc9nAfvJhg+2rwxfNQL1LEbld3qZd0x5qvTi\nmYsULikEqidnnsCfYDd7yTqcqwtbA3sbtnUX9P2bBvyjml3U+gdxlAO39OqR03ud2eOVyvKLBuHf\nVf0BDnh2cd02r2+/XGK11+vV7PM9HHJci038VOjYGpjNpKuwMcT9ZiWv7lgbfhytrLyOPFsiK6KV\nUqSmekrqmBiNgLcU1n7f7JzuN0jrBnBFAsFZPkKAtSGkJ8eI1ycsQ2OKLgAL+TBXwY0Ne0fzZqAt\nF8VgI1Abn1SmMq4vMV6zaA689nxvceZNDf9FpPS60BvHwHE/0PsBaXdzxEVSjRcqDTv3UK2jNbYD\nb9xtO7i3sTrGCD/BmMrewVBkFqO6c3eiYWg3h6m2IBa4ppMT1+Yg69o5LcM2BzzFKj8x6Z8KWcVw\nNUJlFVkz/jntFW8j/rM2wCALL7Y9AR52uQP1CfgtipNyOj/v+/I7q/3OZBYY8D1tlaDfAvRXq3ff\nL/b6ti2LNdrXK3QMiJi4H95I0Wx1q29f97aIwnG/4xj3aBiRNrKPx5wL6C3uLYuWMI4D437H4WHA\nUdV5gl3FwV61Cc+E8ylc+K8oVzY+DCYqAPY+h9pCFxXgnY1CvFUYNTHekzlL2nIU1RQBB1d1UQA/\nFdpyDObINeaGr0TT+4HjfjdmlwMi9wC7FUbVKcHzTw0z8yHuIRTn8PDnoFPRmZlJPZ7gxDyH6fvh\nORDwjrLwceS/EXHi2KiBXYEo6ArNHQnscOeKjw/NrTBzmUZccj8KBL7s8aWAF5EfAvBTAL7Pv+7P\nq+qfFZHfAuC/A/AvA/i/Afx7+mR9+OcMn8/DOcEqhqcP/wzxn4f5dz29t8jMB+CL25iFJ97dAAAg\nAElEQVS9W+30vmPfL7hcrrgy5HbZse+7Ab4xS8sBP+0W0fOsGFBI2tcV7M709/sdxz0Zfkw2aszY\nd+yZyRUe+ky4MZbPbL501gFjStqW7NnGddo9x11i9rtmCO7TjndjyG5HuS2WGffI7AS8AczNKweX\nqapZtZcsTxMGacrM6WBvmFIKdsaMdeb6ceBoB6QdgNyBAnQWKG2TWgMWsIdAmdZ3L1tU2zHvyyg2\nuoksr1eQw9ndMhsn2onhMy3XTNDiGAnKLnMyaLuyvKSgpdAN2qQQzlLeE+39hjD8HcAfVdW/KyLf\nAvC3ReRnAfyHAH5WVf9zEfmPAPzHvq2PSvAoox9sHFf+dF9Tc80Pp6ifePiRCv5qFQgZngUJLbqa\nUq2/XC7Wcvpywb5fsG17LN7ARRvsPDScNXTg6ISB8n735JhbhM/GccNxu0X/9XlUhqeNrJHgkuw2\nICJZtNJNoBy9od0trGhxYAM902gfGD6aLTq7qyajgwyv4cPWIiHrsQgemJ3ADw8/VhCz4m7Wayvq\ne5YnF4aXGSzPVWStNNfj8Q54IeCZQaeWbmsLfFTQU6vgeZkQtGhI7rNjrkaOAxmeav08sfxwlpf6\nH8FPtg9hgAB4jLy/R/1vtUg6/RmpEYU45qpBEiLmKz++FPCq+ksAfsmPvy0i/wDADwL4d2ErygLA\nfwXgf8UzwD+VOM+A/2nQf+o79clrQAoFPlsO3TXNSjRT270T7TV7zV8uO/adKn0Pld7mjE2KMdzW\nG+rdYLyQhH3qCugPV+mrDa8LAErce66T3Ri+4xh3tHtWjkmbZrPDkm6mx+CHYgkBZlSggN7HyWxI\n92cLwJTl9R7A1UjB1hLo22K/i50vEsDPinB4jSbkTuq8C1Ipwq+CvbWB0Q8crRvYpcP4yOrp1ddW\nm1vW8VcfCct+pSQ4uRcNAMfak518etKGD5VemrM7QW8sv9RAOMgXkgl1PcVs+ISKkFCJieoh3un5\nFoUYoKsNHyp96gJf9vjKNryI/DCA3w3g/wDw/ar6y/6nXwbw/c8+s56Ahpp3etPJfvffO79n+bZT\nhdmq4MeBxAAiJSK71XqjQ2tMeVkY3mLs+yPgOXnGTNYZE8cxPdZ+wxgV9AT8PZY65lrnUXqqjP9q\n2LsRuhKgj+Ltbw2jNxxNIK17pp2Eg4nHWhge3BxMZ8DTYUfQlxue4Bc1raiye9lz6rJjM8Jpl46w\ntdyWrAWsDD+9C2tbEo/aGGjjwHHkCryQO6zsOAEPbRgjBc55T5JhrhvHAzBV33rku0pfGZ4OO9CW\nb+G4OzM8n9m4ZSFIsH0RBIg9Erh8PRycJpRs4U1P2Aob/sTu360Nn/devgXgrwD4I6r6T+sPqaqK\nfCqp74nNXtk9WL6c+APbl+8pHvnzDz6ewspOlJy04Xvv6Fs3ht93t+Gv2K/WyMJU+uq0i+s1+/o4\ncMQKp8yXv7stf3MnnoE+Gf6eXvpFpT8XqphAEcBXqDnQmuCIttoIwGvk0ks+H2sr5mC0mOTwdxr3\n2Ji4CSVpctawaKue+eW42/1Q9iko4KXjzVVljQpBzXu5qPPFnp8UrAOjDbRjoMlwR11PsIP58Q2q\nQO+PGgV/Hx5eLMoeWOxjPpMZOfKT7bkD8KnWT3QMJehrWa2V67Ygl2xOkS2sUh1fbf31ufj5MxPI\nTA/BxDzZ8BLugd8QhheRHQb2/1pVf9pf/mUR+W2q+ksi8gMAfuXZZ3/mb/6jOP4d3//P4rd//7f8\nWbVJkvmZUCNnsIetXx4K1OThdPxXKwgxYbOphElHU8snjrstVvjy8SOkb9iPib7fse139P2O/nrx\n4yvmzOWMjzFw+H4cM/Lc6QWO2Psc1v5J037lpYSrp06Q1jCnd7zxyVEnULEAUUeKiS8TKN+V19x9\naWmFrV1Xk2/gtncx2RFeu7gNzuI6DdzT2495q+RRgFWjD4zI8GuY6BPOwLie8K456F3TOQaG3EF9\nI3PfU8sa9wNjNx9Ka7008igC1IXrAnjuBcCcuN1ecbu94n57xXHcrG/fGKjqdCwu2cXq1DcHcO3J\ncda2SzWgLMcckxx3v0q0pq6VwfLnFVYmq4J9b9j2hu3Sse22mvEv/OK38fP/+Nfw1uMtL70A+IsA\nfk5V/0z50/8A4D8A8J/5/qeffBz/zr/+2+OYbYxTsvsf1AdxYfNiSZ6FVmH5IP6zMJA6gdNRx+or\nwGzN4U0h+usrmnd7vd8H+nZH3w8D+nZB32/o2w0KRMYXQziDx+d+7LWUNGzpZLZU8SjxrbvLZKeX\nyWWg8+8RWgw2yGtkZXnDefnrYnf37gKBbcMk5mMdM0WZhJDydwfknODKJxS6tLcXNi+3iveT1xBJ\nOWE6lPs7p5X/joEhh5+D+G87mI+JuQ30bWD2A+N+4NhuaK0XVb4KIK8HeAJ4TrT7/RX32z3Wo2et\n/1SPylAAstXWJtGgpXaeSeBrAT5/UBctigCvnn5TORTNhZ/VgFmIsWsLkG++bPl2afhXf+S34Hf+\na781hvF//mv/GM8ebzH8jwH4/QD+noj8HX/tJwD8pwD+exH5cXhY7o3vWR61NDO970/Ue9GYgP5B\nHvj/ZSZV2IdXEwGQCMe1DnqVx2GAl9dXQCyG22+HMfxGsDNH+wYg2zjXKqqYYLH4AhNfcrmlZUUT\n+i1CtfMWwzPVQGWyD1s0L46gIszK7Anw+3dwOS1GJMze1tOE1xhPA3UCcGF8FMB52Kzc0dUTX51m\nVWKLuEmRXuz4LQW4Lj2afZ+MYe9QhKCZw8De+8DYDmz9wOg7er9ZPUTrabczY9ALdrRcu51O9Vto\nLO7J1WwtbyJzJhTqeezwohVrxlKbaoam3VxbLSx/MtMT7MjziNfo71osYPvrvrdg+f3Sfduw7R1v\nPd7y0v8NfLqs/t9689vXbysbCiiLOn/elFO4sIV/1eLC+xLbHpxczvKNDD+N4Y/7AcgNqrYYYd8O\n9O2WLaG33RnecrRTQV1TWKaWxQlDlS8e+VALORZkO2drEcsfn829wQ5Ygr2o/oSKFuBDMp4bXVDO\nGXG9eyw+x5sOtzCrFroNvg9BFfZ5TE1n+KLSR1OI+AxgySk02TytGnk9nBM0GzAt20Hgq7NOhY6J\n1gdmG5h983DlHb1t7m+xrLs0KSrwNRh+Ydi4YA2Haq6q4468ZwzfBW36fSkqfBwzFfYE8mUj2GO0\nNe41mT2mi+a92HbBdlnBfrmYA/qtx9ecWpsPXf5J0KeTLnenQzclKfGqSZAAPx+FqewinZ1g6YDj\nGu2436MNVL872PsFfbtl08jNcrXZXYX2NdjLXBpyieRcRVUd9Moss+qsoloegGcpmjmjmhLsJ9Bz\ngjhDrrTBa0Wujuu2+9YbZu+e+60Am0CEpnWOfPDrJESbDa/Z8OZAUi9TdRuemk6w/Nkkc7CTtOt5\nx/er1dn4yrBDFdomptjqu+1oaO3A8E42FkXxBCn2JQjtYgW+hbTiwhbbGUihxcQo+gCC4VmWGiq9\n3Rs0XW33RZV38OP02smMrfc2xptmaTVPIc7wHRdX6W1VYwP9W4/PmEtvzyn5k90zNBKzo+Bf14/7\nfqV7fbIPaUxmpD3cbLlo2vBTARkTcrf87N43NDJ839G3V6u1dnXREnH6w7FCsXSECQGwJp2kDY+4\nvVTDzSPMPbu2rk69UB0XmsrrVLK7CLoYww/3pvfOENa0fYSq/E7EsAoi6lFoPzSpCcv4UhvXSEbS\nDIMt6ny5rWwLbS2q1vur5VygljkoLK8VrlHgQrDdrVed9w/sfh8I+AA6zoAvk2vVo+1zvs/vKBpC\nBW1PDc06xrqqT4EQAkDjt6rDDrIoAAXo7heI+eF/K69Rpd93sjv3O956fDaGL2j1nYZtVkQYAvi8\nF8WWqapntdOfgp0PAqQwPOCFFHNY00wcUIZUOmurb3Fs3Wv5uquPp739fFHfz7nxUQWnORRF+whP\nj7Rk+dAmqvMuJ0GA3dVkdj5NlT5t+OkqvdnC8Jh33opFiBKZcZz3Lf5V/z3exlkBkmq9ugaXCqmk\ndoJqwBnIld9NFTrLSThgi5MzzZ7UhM4gt72P/eKtQz7342rwQAAWEVGpZ8Ua/2uthXMu9+LHLmDO\nQA+V3sbdlfgCanuN2Y98O2P8GwF/cZZ3sH+PAT6VkmUfzih/F+c91RrqNMCycEC9GZI6gk8srkdX\nh8sfGtMLqgNMRZmYMUFpp7Y+oN3txrFBtwM6d2jfgLkDmzdw9HrxBeiqDnDLjafDjtfUWoNoj0mk\nE2ARuU4vP21iyT/eqbWVpZ/Zg9yug9fjVu/I+HctVjlrXMaG9f7k3yu8OaZ2D9z1JRzLBz3M57x4\niw8pryfI13uSH4zfWpW9hRASFNSYSmclCB6Wt+I+jsXBj5g0QR3UZvxv8Uk9ADhBNFulVtpEU79/\nrFP35hTRfornLhLVb4yUGJv7yKhjQeFgt0wJE+bNv8JLjzu8S62gbRIh196/S6fdd/tY7bfTI4Bd\nBO7pebSeVixxWz1NxPO0i/bWIrkWXTmhVNlSyZjsNeZg1z7RnZ3bOCxsN3dLZNl2B/rw5hAF8K62\nL6CfmcppgHf1u7GvHgzsU4LdMbuzc48kIUsCsmKeYCO/Bsv/NlatyT1T056uTL3ciC+9iQn+0CLI\n2hJvScyWF2mr56fzF+M5bx5fJ0ZS2j88UoTXX572VaFAnsBeHbsO9rA4pOiIgoe9MfwBxQFLPLA+\n+o26iSikzQC5en99Al4XLQIhYERtfk51x/KiyltXyg5vRi8eYRGxzrUB+vTT9G+6TfXyoI4EBKNH\nOKJqV1UQFAkcoFcsE43sbs8lBjNsX/JKvMlVRmV4jeWQ6jajgd2qtzyts3c0Luk8d8ichdlNP6Dt\nSAcYTQ6CPnK3YaqZ1Zv69XAtZO0QL3aROaIGvfV0wDVfgkp9xvI3IiVU1TvdnhiephAfHMsYt4LO\nestiZKkNqLOOhfDqu1IYr2GmWgal8c6iIABRNvqoMMiy42G2Kvd2MAoQ9LzPccUOevuNIvQBA6m/\nzt+3kH8KBWuueUAxABmQAL3rhwH26Qw/o+ccIylRiESw+2BM2B/J7ML5AWvNlSWx5gOwZr2ybL17\n9ec3zfBfzh6UepKMjsru/LNSHK6TxqVimTOhjgHecQWrZ5tNbLNCrYLFa7jFnW2tY3rX1DaMWTMv\nfUDgLagwoZjBfAQFbXWq0pm3TW3GVTUVsCOMCY9ugMfM/nBs11zWUo+BKNeTiUAlCSaaTVQ2PN0J\nqq8hZVHcKEpuj79VcIazObTXwmYU8OWXQ8CcwR43UYvsqfNn1RCS4WHCVKR8if+tqECCvBf0A6V9\nXx29mowvBLtCxdR5lQFzIE40bxVLsItYRIEtZLWt/a/su8o1KCLKEQTo40Ow145Q5ocydpcF7C1A\n/9bjM9rwfFSAuypDJnagZ4crKpP+INvnVy2qYgK+pqPWqZIMzJVmInbsRR4iDnYZluYayTptBbsD\nvomp0jW8FN7mokKnj0iX63VXIQTq+ex0H2rReKRIeaQ24Y4ka73kVXvDt0j4SWfap+5HTrd1nPMw\nHacCcVZ0Pl80A2pw5Zmk8HgW+Eth4MBc/ApFZMj5cyf9Tu1cQnMo3xkXQlhr7vnf5N8kN5DdRaHN\n7XeZxvLNVPbWymcc7EqmFzbxKufj1K6gXLDxI/j52nQ2Z6MCYfjPO6yfGb57Y9a3Hp/dhpcCUlkm\ncRUAWIBaVfu4b1L+BiahUP9BZJvV0IbdUwf9UobqABnGFFOGpbkuHvIG8VVWmlraI1f+mFCwfDa4\nh/MQbsuK2M0CvbtIH4MD33pDem26pMDL6wwahXj6qV1ShsSG94ybw3PJI+nkzO8cq4c/xPAugpYf\nKfZ70fDLDSmio2hw9TvD+Rpfp6mxhVCvutv5YT9ajTlKliJj13OPm0KGL6XJBL+cAC8pDsC9dY2E\ndN83c9hNB7g2Y3/4RmH2LKJkLC/ALAzv4zcF0GZhVjTG+tUOuzzY8M0zKd96fHYvfT4rhR9IkFd2\nT9VVscyh+p3hVU2mgqxhrHMZYVSpOciZ8z48XVRELKcdXK3WvyuWVfIWCDIxAHSyME6g5545/Mpz\nc5OD2XAUUA1+zG6+nJxlT4YSAL6EiSpScI3s3lKLWRjuitM7C+MHGz4lVq2jSRYtwC8Kjk1aCnTe\nm6dy5XwnC/gf7/Qj9oswfEA5Ba48vL1WKGa4zhN0ZJ4A78+9kIVtJqW5Ct8V6IopE63NWAzTbPiZ\nDL9EhsKYSMCDCoGTlRPYdMeuujYh3pt+8dL37yEv/XqXzGaNdEqqKbRNyAtSP1YYrb6U+rF9SgRr\nfqPbvJGhRobX2PgaK7e0icuVYgpIFT4GZ4uXms1toTZrmcTfr4Dnc4YPlX5dV1tZ0llNEZ4Uz+Hs\nbbb0UI/Tdpsc3RN10AYwzO8gx4FRPKK2LLdrBYxI+DElwCoP8t7xSJd/pJyPLKDn3Y5bdVLRQxsL\nXZ83mGp6UfPrx0MG+euusfGUtB6f934cWg80jqPBRAmtxXEZe5sH9MqjLBDB+Ywyt21fNb1MBPJx\nU4FM2+sEuLQUy3OD98N+d/OSlZTIOcep/dbjs60eq+XksQzKmYkf1bg69QrWwZQmfg8dYQQ8k1bO\noA8YJr6MxZrEd1etg8embnPhRIJ9WNw81O+aiMpfigCOF560+B2rgmrZ7YTj0ew7hc4/Z3vxqjVp\nYmEdNHSZsFjNhHTrDhPsqgZ2oTPJosAL5WpsNeh5Anp5TSuaFoaviHdXny53b1HUVSQq8UI6nFg+\nXIb+mzm5CRyESZOvL9r78hkLX85Q5Q38diyl53uIvDg2U6sWwaBZiKxqNBXwYbaUQQzO8aKrZ6Bv\nmiD2H0IkFsXimbWBpc/Ir7ASxWdj+AB6KRaug8NzryIivoOMAIKvqIylfDQbDfjeS2IpfeN7lek2\niKWu/IBiKX0IZHZxB5t4GC6aEzwDfJyp/yI9vY0p7KayTcDy8DUvvkjzmOmL7ckZY2DX5v2pm2ke\nfSqOZiWlMcm9lTY1IfWqOI6CJauQ5XOcKzjtQtIWXVlXfa33akMWja3MhQe94WzQF8ZXOBDOv+ks\nWZeFimMCnoWJRQBMP//K8IpU56XD1PTQAJ0UNEV4I+CJOeIOSVoa80fyzNWFe3TFVVPh1e4FQW9F\nQxRUBEWyfCt9EgLsWqbJG4+vF/CL7ZwnT/W3SkR7h8RbAE64nHYcxMjM40DEIHhRC9dEqvQcKmg9\no/SENyAZHivoeT70ogfY1VtAT1/XfgF5kWDs5jI95MMJKShAK2NU6/al3M3C8mxG2dWYSbRMpNZi\ngs+pGH1Gdp4ybh3jmlmK9U7paZ/X5JO3qNXiwqsxn9zHr2ZFniZGCvcF7IXhET8Vv26/t4K9ttDi\nkt/qMnBdAIKJVqnCRw2cF8YYuwKyIcy41uyqu5+q8rqEgE/NNDRJobbkNxtM9y2aBlX4KZa9WEDf\nFNBW8MIFP1gv0HI1XJeMcY1vPT4fw8fJ52gJbU/Jt69zI3TFFexuuwfQmyUphJ3jRSg+FrkHwia2\nUk0Ey2dyiMaN4xWE/U6Wh7G8gV2gkzncJ8CLgLPeoy+xnwJgImrf4/qD4emAKXopWd5B35CkuKx1\n0JqH6syJ147DNYYUhCqRnAqEvuOMSgwiMZiAs2NOXDs2h+OEA+YM9qzjDaG+MjyK0HctIwQFBUz8\nePz2YFuq4d2LHPTmXtFoP5DHmROvWFleRXMVJ2GWs10nr4nzMOz2heE5VxiHIdNLnjfPfcJzQCTs\ndnmSDWxkUBqgSJnnpcUVx+sbZ/hP2vBn8Nubn+9RFAXKCgd9K+zeWgK/tRaT31RpoHBSqGyAA8Ur\nvrTe2PjdkNUO9ona+dS8/Yf9dfFBSD5vLRl9egatP5/KRZaKkKBKH4yaQEcRVDY2HD8XND45xrQG\nH/04bHVc6TH2VVVkaC/vUb1/leElzhOhKqfwmbM5QByyquGMzBF5PKL6G7P1ZMc/zOFQy9l5yNqO\ncbPoRIJ83WeYLffZ2KLDgN5blDWgUx4RxMkAxu7uOJ2Qp/+F1saOPdROFJBp5owpbwn8WYbDDc8k\nMye0KMnTBHsubPnpx+fz0stJ6tUNCDXurMLxeyrQzeSWyD5rMRg91B5OCu4D/m6/R/13sFlloYWn\nY29Ou6rWO8Pz/CUZcwE8AS0V7Oak0cZMuDJOrfgjgGT1YqypsEGiRFecauuNMa355XGg9Xuq9AX0\nld3JPlWYhNZDQC7so6iOMwO7my2MePCyiuQ4h+x4fSjXGj+qWj+aQtx/Z+oMlj/GwN07CFeQW91S\nPk+AF7DDEmW6AF0EXruEXtZynmgZ0bHJ4IWNJ7DrCey8LMStC61DmFJ7Aj4bmVTBDLJ7eOndQc37\n55rDW4+vl+FXwjhlPrq0PeshUt4cs02CZ7UOJlAmrsNKbSLwucY0ya83DVLK63JiM5foJ+VjsZ9O\nZgRVrGcajAQoJW6ldY0BZA7MybZMM0tLTwPJSqq8GilqSB6bjWl+jOadYLbtgu0ysE+z5XVmr73s\nzJOdbVOJ1/W5+pgWRkm70d/XdJnZLS5B4l5XsNe7sDzK/FB2ky0NKqyB6MRxjPU4FoWs7cfsmII/\nU1wF8BBnBXDjvsMLmDKRq0lpRR12mn8XQ2m+FxXIaPBsXMiwyKkOk/whHDS/U/z7d9mxy4a9bdjb\n7vsNW/N1771+QCcwD8XBqsw3Hp9Npa8PTuhokpAoXFH3AHJ7japoWt320FAFXY3XOmEf1WGqamSY\naqdJ/L7/arGtLdW2l9AfO+Ck9hI+i+qYlDxRhaW9tikOvIY5e6mfJ+vx+wDWYacmwauSckxtpUP6\nZl179ol9TmfifgL681ZcYa7wXEMYFAeUAwqAMfvynyer0j+BE6s/fSgxiDQdZixXxWSiWAvAOwYf\nxwp8E0bZQjBaCSosvp7TC0xbhoNcCuCtD78Y2zeCHemcAwFf96EC2GtWb2Ngd6WwDQCzLK8Ni7jw\nuEtzsBvot1a2boBvaNF1CEwie2t48RkZPtmdxonbaKpYBIPggd35B5oDwfaLzazuNDJdMpxLwfKn\n30fh9co4kn8J76v/Gy2yGuOhBH4v5kZVrf18y/erX7tpI7AFI319+VkYftJjXHKpI9QoLVTE6d/D\n7zNB4YKpd/Rtx8b2WhBfy94Z/gz4MTCVOfhcesl6yilNlsnfIXv6eAazT5e5Lf5eMJ8jL8tTYj10\nCwS7l5oHrg5zBvqox+qAr+EqWfyedNjyhpsGxmxHz37spfNvT+anfGAOvBncZ8A3lzLO8DOZvU0B\nhkCmqe62rLYB3jSIZoAPsO8B/q0b6OEiAipmVUKRXQa//PHZUmtX1a1MTqqv4c0U/198op1sfwqB\n04zhR63PWrJ5gp3q5LMzK/IlVKs8JmO3UOP7Cn5pOHeXbeV5aDMEOTQYUUS8dr2vzS6LWh+db1pq\nFYD11gdNgMjiAjTCOBvapugxxs3WsveFJpemm36cq9sK4CrimFS7iiahZPlU/ylaWYgCWHHJnHDQ\nc1wXNe6Tan0k1LjgsUUlR7L5md2PaYCHg5zzAmkT1zBhDaOZmXzuFFSBn977mIVxmZLAp90/m702\nZwG9As7uOtXbkPmCnNLQwUSqhovszxm+bS7ATLjQHxDLib3x+HwMj3Jjg5FWG76WfWo8X7fK8g+T\nJr5rFjOheOerIiH1kwn4CnD7/dJA0h2D1oSi2O8RKSDY2wJ6hbOUq6hwgE6vzmMZ67KYoUZcA3Tk\ntdYhvsClqljO9pzm9Jliqp2r02gd0hVdeb32+bkR0NZG29ppb7GOXRvN18lzcKtCtCG7ylTm1PQM\nC3X85nFlbhb3NwvFQ1GS9+DswllnTI5T1AkcFfAJ9PsxbQWgqTE3zvuYE1qMNQe62e9tAXwry2u1\n5oUrrGKrmup0wM/C7hPANPtdp0KGQOZEG0KHgjXhlIYO7yzs7L5Rpada3/YF8P5xsP+/rXFoX/vW\n47PZ8FlNBlAnrE47urPsvfbK4qiTasuvAiC+sxwtddq16qyo8FK1Cf/hALp7QQl2ROiv2O4lAYIL\nXWRRTD5XOhGnrXwCZy1jLkFdqCIZngLMfluEYDdHnALAtOSRKKIRN2z8/RHKF3EVf4sW2uybH+ul\nj2GLVt4lBK9C0bz3H/0JVV9KzzA1FqBY73ZeKOE6tRBeNdPO3B55dX79q0pP0B9FpZ847ivDp++j\n1FfwHhaTzf5UNLIF6M68vkR282q1aHoBibRnUQDTM+cmILNZk5QBy9GwZX1NrXfwqyq6dmy9oauB\nfkN3wPcAOp11ewH8QUHqoJ+HhyePT0rPeHw2hi/KYLwWTrtEpvvtwn3mzLCq8iEA5MmUoRNJEvQ1\nWFaw7c/ztzKfv6TrQk6gLuGRkgjRuJ0YorUGxqbN5kYgZc4BGVLq8leGb34dcNvd2jJv6NtuIzls\nweJptkwAzjxQdn1ml1qvdnbUrSCvx8dxj/FR94pLGyZwOP7B7lQleQ9TFBiTz7Djc/u0lbmyvX8f\nBeAsVYDHgWMcBexzPXbAmy9FsaRbt2kaRjSdcGHQEvTn9t4EvjSFSOlygwS7TkCm58L7Un4YzYSA\ng92W9TXbXX3By14AvqkDHh176+mll2T33Z12OofPowkdinGor3P4Dav0tVqP9o6omrtSWEI44sbY\nmyKQ4/tmF0ZbTO01rm0WzRgcGAHqAHQKnoxguZc/hIIsE44ahtsVeS601yRtcvMiI2++t4HmZEdM\ndixBA42ECY010kQO0AM/vXNN3wa2baDvNuG3MdDngCrMnqVNO9LGZYgPxbaLktA5s1c+Vfvoo5/9\n76qqHcAI4VdbRs8YsyzYcUaf6hpIfVQhsb7GzwKltp/XQivcQ2O2dBbvh7jQndgmCsDpZWPKtYOa\n68J1Hlu56bY1bF2MdaszDby/4hlxbsZ4xbMNsTnQDOwwye7hOH62tj4TwIDeDCIuyagAACAASURB\nVOBb79i3DdvWsW8dl/2Cy3bBvu3Y+46tm9Out44hngVOx/dUW7b8+MYBX1R6L/DIjp7WLEC9HdAK\ndqAG7VWaj6QB3RxADiifaKEoQAqw8RzwImaXFizH58hi/oElHIic0FJNEjqWBIuHOrZI6E7wU3hY\n/Y1itAHI4WBHeKP7NjB2B/pu3vUK+FEAT/Azpp7hNVevw5SgCWGGX/TPLw5DhNOQnoRi6jjQ2Usf\nxbCyAXJBBpPtk648VVTvPR14qtxrPGcoLvv5+5mI2dq9EzbqYFf0rhhekESwR1FVc5W+wzPk3G7v\nHorrQN8YhhNsjU40d/RNBKtbBg7P26dmAF1OYBewWypNAATgN2PzTqBv1mt+23DZd1z23QC/7dj7\nZivstI7e1PU6JyX3cczvNg4vIj8E4KcAfJ9P0T+vqn9WRP4EgD8I4Ff9rT+hqj/z8OWF4QeFdADf\nwK5tINIzhIphgl/jn2T8SVtYXHLSRn/C5BXwPA6WovRep+sJ6Px7YXlBmZzmoNHWTrHoGQqBgX5l\n+KK1GkCPAVuV1fLCmy9HvTmzj/3ANgbmfmCbRzL8MR72XEccmkBLgcO/UQuYqQWUHIAc9zImy+Zq\nLj1FxV6yz9rkng32HjVgkf1ZnFJBXkFPDYdtuoh4MrxTHEQ8K65bNEH9d5LVSy56a6XKTda9A75t\n9Mh7YxICHqaSR8qvOJABu/9THPBanHj2scawXRGMImT4DXv3bdtw2TbsF4L9EmDfuLUNhzfa4DJc\nqSV+9wx/B/BHVfXviq0R/7dF5Gf9nv6kqv7kl314acAxbTC0aTC7ysCUgczSTqZXmNoroRKy0suO\nScPsPVbcAPY1AX4Jtg//QJve6lkxmxTRcooPB9BTYvDec2qrpcsFuGdR7XFid06A3Gh7ezOGedgq\nOM2KXfp2+BpnB+bYMfeBOXcLpQHupSbQjzhWB+G5ecayj+MUDk9XjfExLNkIPk6MX5tXukY9gvmg\nVgEmbkKpr7Cj4qaA3awEfar19CHEMk+qheElBHdrFnPf1IlUJTMfCfaWKr25aCSLXkoji2wdlQWX\nDbBVXOE2n7hbsVp59JvSUz8Ieo6WA12Ly1kEXTo2xtr7hsu247Jvyez7jq0w/MaW5d6CjbkA6t76\n75rhVfWXAPySH39bRP4BgB+MO/vG4wx4nUCn06IpZrPOn5xaFbf5EzmBbPjTI728OTDpiig98Q9q\nvnnfIb4GtwshvifseOBTB0XdtbNmtZKE40y85vzZRqz5tdHOngrriBpqiAN+ZIx8st98BfzxAPpg\nxBhV5IVhzaK3uetAC4BpyodwiJwY3kEfLcDid3xMyn1Rb1cWjtaZmtejOp/7rG/P0W5FerdmwsPG\nn7BqUV5c056Zf5491HwrfSSkq7O++i1wIRPDyRiCCyqOqMfVF2Y3N1WAO8QlhQgkHHEB9m3Hdd9x\n2S/Ytg37tmPbd2zbZlvfsLVuy2rhMOE74WD/jWH4eIjIDwP43QD+d9gy0n9YRP4AgL8F4I+p6j95\n+PJiw2PA2V3R3X5vMjFloMyuRYu0m2jqt5vrZgMKy1PjbTHRFrW+MHYyvTH69L+zBJKTr1aUiU+k\nRcU/qfT+pKjv4s4x11vk0+p8km30TI12iQqgHz0WlSDYtQB+HAfuB2PTCfy6lHNRsuN5RijW5/oJ\nho9Rc1+LnLYqtEMYVieceHDVf6xo/zgzO5/XRCWaJPxcK9ETuwinaKTqvgC9VQce/Dp4aeqyVz2K\n59fY6o3K6xL2L6hylMw+NY5lhkJgo0dzBGR3KSq9OeYu2wWXfcf1cjEH3bZh29xZ5+p894VIllr4\nCbfhf4MA7+r8XwbwR5zp/xyAP+l//lMA/jSAHz9/7i//tX8Yxz/6L/4z+Ff+hffB7q1N6/kuIya6\njWAZSF4Qmb08VGn3a7KKfwTQwvDP9y3syWTeAH3+NL/O/wjiG1LSd3m+BnL2jbMQUK76Qgceinbt\nnmzN/moj0msnWu/Y63rz07Y5DwAnho/9SB9H0Uqq4DMTmAzN18QdeNVRpnE/KPRWO94/50vMhJCI\nj/qB6ALyevyM2eu45v1OzU0g0ffgXMBkIVPG1B/Bb0LY5wsrNGNPl7o3/aQgUzMbEJ52Cmred26S\n9UdkepofjTnzNuYdzdV5Y/lLN7v9ul9w3S+x/PW25VLY3Rcv7a157r2P9VT8w5////Bz/+hX8dbj\nTcCLyA7grwD4b1T1p33wf6X8/S8A+KvPPvvv/9s/GsfH/QXj9tFLAv3CfT9VojNJZJlpVr3ZdbHF\nA0N0/nqdHEVFpGSlOlkf6pMzMsUm7xCikYNM6xM/m5XE0qscKr+se9I4w3Ktde9m6t1nvFHD9N7x\ndM5VsNdtzImuE0sDTeqWPi705Js32xbJ4IIWFazUHso9s0o9Bz9VTXP+jGicYYtZDD/fDNvxwmlD\nawBBA+TP4vPlDlBMghGWFFDn5Jx85H1k3DwLl3I72+wS18l5kVwixvB17yaalVCnzRhq/XQfRElt\npZyAgrVboWxaMUyGEmtRDkNwG7fu29Yjl8Pmq+dEuHlbC4eG1xf8jh/85/DbfvO7GKv/5W/+vw/j\nB7ztpRcAfxHAz6nqnymv/4Cq/qI//b0A/v7TL98KwyiiHLCp4EAWDMwpGCqRMjgmvP0PQ190Qjnw\nQwXOR8U9CZndXfnhzGtP0JsNP+M16zNn9d0EPmTaJCpgPwMfwlCcLQY53TFoPetWwLNxg6XUPgG8\nh8jg4G28Fo8PCQYAseqx4bHzyfcn4JNlsajIYe7YLqBVHWWxcg3t+sL6pgW5qeOJRcHSJ9CTDgnw\nxVTQvFcEe+6fm2Xif1gALtmhGPGapJNOEHsAEfHVMgApFOlCduETDT3gYFcHtQFeGBmYcdoBdgCe\nLptg37pl7229WRjOtwr+3jtqx2Uby4nhZgNDsbHoCBcP/Q1Q6X8MwO8H8PdE5O/4a/8JgN8nIr/L\nL/HnAfyhZx/eC+AbmZ2bCIZY6umcgjHMuTkGIM3iqRCbyBOMwxOopfoJLqnLeANw01u8N2XMcvcD\nOAA8RKjUJqaZg8bozezTZr8vnugD/zpgBb6KAVxnw1wmpMedB3uwraDXJ+yusW9hMyM67fjqNyKR\n6cYiGtq5jZqLJvD43mWUVq05AB/560z/1QRz3FGBXd/J/q6A53E1ndh1F6q181U8qimyaiDiv3kK\nDYr5F+pzEPBEehVqPC5Mb6+XYht1hkck+kbDSeHfw1Qr9nqtj/exZUVcb5a5t/W2sPseQN+S4Xv6\nJOw8fa5iACoOdvpupjO9zae3Hm956f8GlmyYePxPb34zgK18u1tePgDZSKBBMKaHQaYxGc11y9Nq\ntobb9LCcIm6MjSvZpYKekl0tDgxZL0Lt/SynnTrRyMpTbcUZWPninBZCYlto+3a/pmKTKqyRZbTJ\n9vpmnACfoKcXOgG+gt0Az1TOBHwHMEJzIHu6qRyqjjgrMGRDEK8OMvh4phZAcFeg0+svkIKhDI3F\nDI/vKuAP0ylrBXiflo44y4GegF2WDotGIk/8CQ583pwQT/H9tfIiNYcAFRhdyXlFqRCNJt3vYll3\n9F2UsffQG3UVVr91adhac5W9YduaM7uzu6vy3VV7u6e1UMl8QlOBcVCdf9zeenytmXbbXhgeCfAu\nggFj+CmCYwBHEzAqhQFQwQKms+0EWLUVA7GqXxme0XSUeLh3NpdcQjurTPwJa/es3q7ISxcnJxjs\n5lIrpEq4CgDGlSleJDbLb9F1UwSLsk+6nkDfVJDenw7ogGqHqtl4wYTlt3IOT6/KmmF7x2qy0NRy\niuqfYcMK1hyr5uPRUIBH+7hqDyfAT53Wq03VK7q8Zp52daVgINi5texbGL8dTI5H4Mf3rMJf+aSo\n8mcZY45WsjobSwgYAjLfk80Vgp55FCG4Kuhdra8lsFuk0LbIqNu3tNtpx/et8dalwIwuPrqkUa9q\nffXUPH98rYCvKv3QBPwUBz1BFQu3FBUGcIYhc0pMb9XmNi7VMIIeIZ1FPGpPoFNYl72934A6XWI3\n/2D0KZs0C7JYp0pxO6OcSRQ6COFTAK9rQ0W7oVwJhUAfAX4mHlkf/GHsrh2Y7eSwkmVvgxCuY8SS\nWjNZvqr5yewcnxp2omUrQBc0zcA1HWdNOBpkdwToVa2KzAp8po3tBERGsmdRlaq9HsUs/B1WIQbA\nK+gR31NPIe55OOeKTOBBaOJGFhNmgs6iBVnvOSMZBMNTzZScDHwOMnypvustVHaCfd8yhz7Yv3eM\nk3mkPmdMhXcbvjjt2Ln3rcfXy/DVhnegkzkJ+smsJ1s7AYCzn8I9wKbaWtx8xuBaCMwbASwqvt1o\nTwAz374H3t0kDhUW8N+JA/dez5xALcBvX55iB74ngxSto3hwqZaFhCbQeKwKJchPTN+jMmMA2qDa\n7WKUdfm+j7TRnufln6u58/Ng7X2CvS7kEFoPrzDnu2e3dbvaRpWe50H1N42sCvjK3jo1GByg7CgO\nRDJ3AXxnBVtsFeyrkKCyUZOcSCB2fas2UUE/XfA3Z/jm0wLO7lL2kVWnHG8K/Xwuwg42nlXXTHUn\nyJ+p9MymU8zwKylMS0o2H6V60Gz46aB/6/G1Ap5hBXtic7WFP0I9ZFaymjynuam1B04Bah1FqQHw\nu4pfqqimfpPIFnEKcxEQ8JtvXlj/bk4IcFKuoRn+DQhFdBEeqclqAT4FmAbQ2KY4OpU4r8Sij6Cj\nDmEcqv8AbWqV6epxMpQtYGDCZBQP+9KiOXBZnGlFnc9HuKsCyzHGU0smoSUZ8cERqmKxqt22ZgCi\ny+2CvxMWKcHDARkJRRQWBfiCUKMJbs1bU45dFWfoT5cPleuo/RiAqL9QVgvC/RemIVLJqSHgBsmV\nXbfctn2zbbPYei9djEherH477tbY43YfuPv28eMNLy93vLweeH098Hqz7Xb/hptYtpJaq1MC7LEY\nH4sAPJ+5OTM7WRnwRcx9H3dUwlyO2P0kwBC94ACU2cOb6yq3uNq9YjxADjcTztP3fJzkVRIy8Aj8\n2qcuw3DpSSfImWcXyUR19i/AdEeamFtThWBH+CdqWG1dLZW/mcIyVKMQXtnoIscOcXHUDCJUWFRx\nwIeXp18Ym0635lJ7zeYDaqMS/nKM65y2mqqf91mVt80j6Jr3p+LYXl7BLi7oS31Lng4E1gtg5m8K\nIEjQ06cdDs3yWZo8XLt92xLo+76bAOjW2CQjOojxPYaD/XbgdjvwerPjlxcH/MsdLzcCfuD19k0D\nvjC8drhzDAn2lgxPL32AHba8T4Cd+wZz6vn7dSqkSTjCmjs7bPAZe68gFXeGkd2bYQycGBXk6z4Y\nHViBQVW4AEipHVQmddBl/L18IF3sIMNL/EJIENcY1OzINj2y4UJUM+wVDsGpxVZHOZf87QypnVgQ\n5TnNJoVZGeJ2ZQH8GfQxZgyVtWb3mFpamBCFimPClN1UK1QTQHR4L4Pqva9efd4OakWrLAuZ7rc6\n5fqDnp9EgHQaW5WaM37zUK6c9Rl7NPH2WL52O0G/77uzvMfcmefvd9zKo43h74ex++vrgZfXO15f\nD3x8uePjy92f35Plv3mGL4B3G7q5Kq+N7KAxWRpZXrPAQOHvJ7NPBOiF4KaDfKrb23ZHJf7JCQtx\nVZthLVfTqLlzoj4yfJ0lcVU5Mcs+1EcH2crqBfRRWqolRMU0VC2zUxegqicLcU279Fjb5xQlAlB+\n+6yFrNoIyjXbtenDta7nMMXKY2sr6rDHg+7E7VlTf8VvdAvhY0KNVY+LAI1jJr9QuCTYNY6dSOL9\nD7coriruJ9ne92eNQ/x6/CpcKWyWzejHaKXklaq9g97q7Bv61h7U+X3f0LZuKr+3TQuh6rnx7OJz\nJ4u/3vHx472o874P9v+mAV8ZvsFWJKkMT5U+bpa4spcbCtBjteNpgzkmvMm/QgYW8X0GbNxozYlM\ndudkY5onkDb88h2FKhb1r4Kdf6/ACtDNBfjT7ff4heq8ii+OWrYT6OHNQyQmpriQoJ2dDsJHe53g\nDZMipdSiEYUAKEIhz8GTojDLKjj5+WD8IgQs1fisbSDHWTWul5h8lvTTpEEjTCeWVTdluW9npcG+\ndgV57nmZJAvJqxeE7W6XY1TE0u2qztd72KQtNvy2bQX0u4OdzU+d5d00HZ56bSr9MHC/3PHx5YaX\nlwMvrwdeXlYb/vV+PLvi5fE1Az6PteU2G9X5Gc46s9+9VzeADkuCiG44zdNcvSKJ4BeBx+0L2OxJ\nASIPqCB7eq7YiVkGWHnfp9R6n5jxtuU3CqtjZfxzck1uw3+NtmFyBZksVX03KGhD+++bvcyBkAR8\nsbWfqfLnsYrz50knvHjZDnLmPqTnQZHhTyZAkenyGIg+BgQVzY84J/s1mlfB8H6SrMmz26ZomqBX\ntGD5Tz8ewS7hL3kUEBX0wejB7v4cGs8heR9NkZHsjVdAT5Zno1NqKxRSbFnFzry3mwH75eWOl483\nA/vr8L0dv97G94LTrkyaYWt2eU2D5Sw4wzeBheeQzK5ApsU2TVXeEx3GBDylnL8QUyl9PydPM1zF\nBmyyFJs32ydTQ3gCejLgCehnhg+w8/cKwM/HgNd4w9TTgP1Jw1hYkQn/NE/IZpw0LnEy41bXPfL1\nYPoi0GL0QnImy9u5eIzak2jgnYMYOame6rU4hq8B0fMPVpxkYSjktfgJpBAtfgcxbVCbm33S0GAO\nICmOfKk/GBeQwjsDMzwojwe7nMlCye5FgUmHHj9HB+XJS1+ddinUy5h54pgtBpoe+hsZ/uPNAX7g\n5Tbw6mCnWv/W42vuWlvucqjyCK+8+NI+VIUoCGwJZV/Mb9qLpXLRM56UhIZBwSCBg3Qu6eNmOfKl\nprs0QeDB0zLQtBjiWADXFPiEPJUMIurqbvmerOCy74qx4cZz4H8iYLquxAnbh5P3KivzZKs6kkyP\nh7/Wi3uc//EBCsUqC9W9sfzCkCoch/xMijFZxsvGvAqXfPMSndDpYD2FxFzQcT6hAI/gjokhsl5t\nkUj1szm+bqbEqdnzuFwgFDGGU0UUEw3HcPBOqw8ZJcsyhDrHtMhVAv319cDryx0fXw58/HjDdz7e\nHODT9vdk9/s33cSyzL8EDkFej+FhJZhjpFMtdcqXYHczBXACPBzw0qw7MAh4hamgZDbPlFqAtYCs\nAE3Srgr7qlyWPjwptz/yRjWYNyZSBXthhaXoY1ENy0WWY8aJywDDzoITFOtGRj8dVzzG4ynYC1or\n2OM1LUKVXXtzLtcvXaJvkpqTnK6HGkYoIOr+CMCap8CyLhvbT9MPVPwZqxj0MVd3Ahfw56WvYPcb\nF+NkTmQmeqVptV6bg14njqk45jwBXzF4U/xXXbkBYMLgdh9hm7/czEP/8cWcdq/3gdt94vU+jf3v\nE7dj4PZNA/6s2p3jsdyaOBg5kGR3v4FY2B2AqvdKS3bncTD89Dg9WX6a2aCMHyOjAwvgA4CP5ZcA\n4sYUTPsF2myPWPoyCx61BrScjM+0CSkntgghsNsJTyR+pEIqfj9AGMcF6A9gl+W0v/RRWNu+26Id\nKWE8K/LhO9ezzAMJUy5cYeHQK2CnbyLGwhKqxIEcSymHMC33lF/2Kaav51TBDoTzMJldWYi8aDFa\nBlTUYunjxPKZCFU/gxDUcxZn3c0Y/sXB/p2PNwe4bfc41u8Bhm+n4wYzzF2db/Tcu3Zj5nqCXgl2\nTyiJnuBTou+YEZ868Iktt8kzndy7p5qFIK4+BeiB/OcBeLWlEPAwQ2C/Tw+4hJpqU1eBUM1DojQU\nj3Il8DPLV3V+ucCnk7We4EIgeAQ9J1t91PcvrBhv4NdrvknL34pqTyFb58D5O8Obfzp9D+AhPN5F\nTWFOgd0374+vAi662U6gbxH0R45ZBfuJ5Vfwp9YEtwvCT+PHZHiOafpF7FaNoTgKs89Q7Sko8nM0\nXcjwt7vZ5S8RezeV/u7gvg+14+GA/6Zz6Z8zvB9XG16p0gMMS5BKhetoz/+/vauJte4qy8+z9jnn\n3lsRm4pp+WlsNQ4aJSlqdCBoSPyBCepEBwyMGkdGTUwUGakjlcTEGRMxQUz8icafhIGAQaMDaoht\nKS0FKzSApf0QpEqKfPfs9Tp4f9c+5/tuS7n3NPnO+rK/vc+++5y99trrWc+z3vWudwE+E5Ndcpia\nUJlvdgE1DKrfujvhSC9gjyz5eHdyo7MtBobPMEp+zcjylnGK+a8TCnTrX7oSQHl+63eyeYVfMtLI\n6t7Bz4bDJf1uEmQFTZwYD0k9V9ql3Tc3Hkspt+jv6oNlI2enfFqv/25f/FxRJRVkXHzwIdp4Lu/D\n25TiWkZxPQnx+mRhrrRtL96XKDfbB/ysFPaeDfThgm1Gy3jkbFxHI6m+ha0FPllKend1jinIZZsr\nw7sl3hn+uXNsZ8F51988n8f9RekK+/AO9GyNYxE/0UrqoG/u5SXAoPOMpmLtCgd8r5Je+/K+uF46\n5xCcVQoOsnKHrWvjVEDfJsRUSVOEwXa216rTgwgBBPCDnb2iNoZFeQBysH6iQiu2SSTawOV+eo+7\nxrJOIgPA3fkmr7zJz2D5R3uypUUvZLeVp0kqX+ujPIiW33J+qj9LaVSq51n9/ZjjH0ptoYjElCM8\nBoKvbYcB6ATUaWd568hVuT/8sZfGOpP1Yh25okDEbEzbWfvwOq5eWD4aLx+a7PH9ufdg+OvX3cHG\n+/DXzS6AcT/byNUF6eqs9M7qBfSj0c7lk/9nFb+wewzLF4ZnE42SY0Q4N3XCYYM55dg2K8P7mH1K\nURk/F1atYG+cTNIt4ZFU5k/ro7fuHBuC3J5dbNLLAOoA9rLPzqj8g7QvAPIuZDXWec4GNvfLg4Xy\nohta5XfOFbqvhrzC8pqfbq7Lnmcv3lQ1w03IAXkN9r7smmB38yB0VveKEKBvWvrN+4H28JTSUNV6\nCaQRL28/qA6fK5+SvoAdPsuuTJIyZydAWXcAvRnsYpq0eJQh94y01XDN+u4M7+60z33lOmYBtt0i\nRNneP1+ULhXwvcyi0rHbcUpr6PDyogkbf48v2skyr8T7+wEiADMN6KRGDO6+r8fqC+AoCGOLtTLa\nN1Tn3MZeADZndwOjISl+Ym/EmjJpJcCgxqYGsXjuAKkxSP1+GeTBmb30ZQFUzzA/GKuwFZuUvxVV\nkg1TfnvJdHo62TXcV4etuLSWvTdglSB9701hZL8qlcibKyntg3eb/yDN5uPXB+bCcGbs7zYEL/Zu\nnD8aRJtXoh2Gh/+mnewhx7v1yXPvE5XmCADq8eUEpE9jbpjsWNeDT+m/lPbuozHGSsjhVH81qhSV\n0KYGjPMB9qdLBXxljW7TRSvYJUAv2Kkf9vIjPDi0nvfCIvU7JDM8OIE+LwDf7HjmwGhLN1PALfij\nPqqCQOJ7lS2lAF0WoM+HyAptUVyQzK6ftVK2UAaV1b1iV5Qsc4h4Bj+7wFwWcMnTCHaOl4VCsUlO\nA/iLcnP1RiIjxpb82T3rAJz4iyz3JgXSU+W4z3xvOfGpqhjC36cpHO8fD6HNma7abB4EAUDpd+wU\nqVZCQUrtZOuO7dzNCl8CUURwyRkQQeNkC1OOce08hkC+pWK1rzMcUYFujFdqRQOt28vd/O9JV8fw\nPQEfq4VYKCjSjD9IGdWsIoizIhPsLu1tAZPS7zZD3QwNstExbGLAH/qzvbS04gJtLLwRSimHqzR2\np5Buexn24iICwdYeANLBPbD7Hlk/ZEbGfBXAVCVQQezMGhdZXkbpUPK3+GHCg2DAWD1B3wq46za0\n4Isk3h0Y7pz/xZi6+J5wH7eU1qmwUMrY5bHpKCN+faf0OPFoRvDegNZSGMtXv18Yfq7bvIhCk3sR\nsSXEW06TbRrEUsss34eWl9f5nPiU8RIKu8PKPWSxYoqHZvgKeLVgOth9jM5aW+RkFXoFJE32mlGv\ngF2ngtvcZxSwm5xX4O8DvO0drB0aMEJ8jLebAnEtyKhEzkwiN3JZzXHilGfO7vYjUuHEwNsS5G3o\nu6cqCEe0Kp0K2ddu8AB2ImaaeVairgjCeDWmCnZGpdwP+mT5kGZeiUtKbh/1xOJ2US70exSSEGkp\n3wP0IdesIVA3W53coz/cyJD1zV200XSZsejb+2HVR1rffDLLbEs6becZ53PHufm7b89tIZDzOfbS\nuwF9Gth9NTVM7kO/9EA1RTF2B4us9fKRJLpmnpz9pQR4XZVjZPkYnHfKRjKDTpkEgJyHHWAHwnYk\nXhGp7K1AZ4A7NoEZfbDHKUd0rTuPQBOARrQ0Du4Yjgngi/3O7vBKWGvtwbI0WgbUdJAPjI5iPwBi\nyiyQTGbfjw+G9hTNLhNT3mP5Pe7+TDYvi89MdmzLPb1BYFTCYHjNdHwQP17YF2DPXG8eYG/U2WoQ\nW9hRV+rt0IYsGL4oL1jADF3oBNrFEMYYf0TcEQmlFaohyiMt8O4s48x+vvVtxvn5Fttz3Z+fz3Hc\nZwN82wN4Y3lduNKAP1mQGCJjGyJlfbxqeG/DVA8VS/ua7WW6sj58Ndo5BUT0GZQXzwQynN3pANRH\ncobV67RyiYPdGFLB75bQIuntuHWE1VcsgAZp7NyN4a0LGIyNZHYHeyoG2QN+jBXbHm7HGo8Eysju\nC6BWtRCJpQWMMyF1b1QF6JiL7yyvXIAPDFbfB3o66ONZStaWWY4+h88xz3fvedN372BXcOi05pyY\n6ivTUnJYzJUbjE96TzdcVyANvpCJUqUTqDdGdbRD5bx6v/nQWoJ+jgAV59dtO9/i/Lpu89w1Wu3U\nsJqI1USsp4b1So/bpCvQxB5ZaG6xHxg+iDHJgIYj7Ra/lBg+mL2ZLMtZ77SgGHR3Olf7DnSMe6/f\nYo1BMzkjtIphwFZAM9g8o8amvKcNoZCIgA4duga9+LDOUAkM7Mhgm7oQxCjxQyX0OqaM0l9vA7iX\n7O6RYNP/PcE+DA0SReqzkuf4+pmNpP1MfthpGZLVlwwfoG9jA+DXLo8BqqaolgAAEhRJREFUpIMS\ngOgm2Y2XDU00HoD1sY3ljc3gkh6CId6gVQixBlxRo5nppDnjtKJ9GFGCUhbYeyazgTeWD0nvfXhj\n+Oseb87CUF3/6jaO5+1cGN2Av2pYGeA1MAYxieZrcqZuwDDKg4x1GG/EGleJvbVwF6RLBfy2zMeX\n2WT9bFK6EzIrOL01ttquYPFzDnQApaZEgwfo96qh0mO7aauuXlYh99vI9BFCukP7fL1ZNBrvGoid\nk3DkceUQ/S5TC8H03WWlxPzscY04DAabfQ2z7J7S87K8SEo1WP6xFJ7sXsF6ULsG5YrEvB+XRnzI\nF6OBZnx7cWGRzPnl2tpIvnvIEHEXsdyVFm4dVcmftwYvfwpVU0q3QKZE2VueRUI5iD2PF90sMJle\nN+2zn1+3/rtJ+Xk7x0IRffYlxSQWIomFQeJGbpRNS36bEKvFridfTlqj3G5WK22QjCy1AVPwyM2D\nAQC4eG25UwD/BOAEwAbA34rI20neAeDPAXwrgCcB/JTsWS56e57HESbdQB57Xyu8QVHaGHUg+mfY\nBYCP5Q42ZX+BQPTtPbhlE4n52vvAnp8T7L41VwrFJsC6ETm5wlx4fVZXsm1HrNJiFXqBrXEfD52S\nbtwjWJ1V0ldfgV0tvQP6nfvHYWrtlNyZyWhkJK+NLCx/ct9LrID3L1Lh688Ta9r1DpE5XpKYUSaM\nd1jWk0UDAqRnZgQL6QlsIw9ro3f2XST65nUbzm23ZUiurM3nC0SE0xCSGMTFua/GlCG5fdGK1TSN\noF+v4M2YOOAljy9KFy019X8k3ygiz5FcAfgXkq8H8BYA7xeRd5B8G4DfsG1II8NzAXpneQsGaL71\nwdytWnQtef0aXqukvEF2AzT/2YIDafwLiW9A9r54L+dim2kAp20LsM8J+G7sxJ5z5ro/j7O7AT8n\n8CxJ3p45iNBZTOKZslCB6IO6pC8SdxghKCmYegf5rsGzh5inyjnbS9kXxW6stcgrkLPVhixZw+2o\ngz+TFLCPe/johysGe373lhvaEhRyEDdhKtjDBwsq7cMug7QTdQFmkT0Mvw/08wj64hk4sntleAe9\nL0k1Wb9/hZUBvS5YsVmt7BnKyEU5vihdKOlF5Dk73EADyf43FPA/ZOffDeAfsQ/wOwzPBdiV4d2n\nno3gBKjllGE9pVWCqv5YcOF/T6v2KOvs0J5HW/W03otK/Hg5HEHfMAA/NnfsITDbqADnBDpgbh29\n5BlF1kcIn/z7DV5AeYCg7dA3IRjKUw7/76Vz5H2XoOSe4yXYWRjebhUjQrLTTNuVMtoWaqtsrbxP\nONGnyyWyAvAu7ctISrI77Xi3ayPuf0OgxeIOMOVnAoPpGiu2d/vMLGLSXcfct9fnlPPbPF9XhOkO\n+HkJ9NLlK2BvbGj09d9z0YoE/Qqb1YTNegp7WA+goxjEb56ez/rwDcC/Afh2AO8UkUdJ3ikiz9gl\nzwC4c993B4bv2Nt/D8BPsBVmAU6McfYd5wSM+BiOk0r3yFarSkQMyw2yfsH6cxebgGNAb4zPczfG\n6wBnamV1trZGwGV7t3tH/DOM3MjdLCI5ycrOeSgwUpqx0rjFb0g9lx8cCnvvWczlo7GOUab+gHEr\n/+lQF5GrRck7w+bTZKAI2wrliX12ls8xVhs27cWyXtvDYAFfG27RqBQVkh7WOtQHMgggFwxJl9oq\n43XryfTbXkCfXnfhQDPv9uFDDkpA3iT9ZHLeGL6sUhMML2aDMtXarVvSxze7Nz0fhu8A7if5TQD+\nnuQbF38XBirHtGu02wW7LlChQJdGcJJwK1VvO2pIa5soEfWvWuw4YAWlvu60EmQdl1+AXcxLr4vO\nsgt21+/MvuDlTJ2ZN9tQj3n26Q0KUJ19xUHeB+Avzenj63LG0uuC1yWOAHARPQYF3xUJ4yV7E8e/\nLS3tGORyHsv+1nX3nlIbuNoiabmYlXP4nFJeYp+dYGC5YnDkpzaXg4FP/9Jokl4E0jxceaq82QFv\nx/PcDex90Y9fAL1sfdbFK+qqwdGllWywCB+5aeaGO9m4vffhV7YApYJ9s1qZEnGwY/h8UXreVnoR\neZbkewF8D4BnSN4lIk+TfCWAa/u+8+73PhjHr733DnzXvbfvBX6bbGrspEBX1wpFtq8mEo45XkpB\n5v73BHo2Cs5SCHYiqxOO5LG15u5zz7nI92br1ts4/0w9nskA/Tzn/HpY9nwOtluBI/+2IkfEP1uW\n9XCugl78XYx/Y/ni8M7KyT2VgfuO4iFYQJ/qyG0l9WmWaafvDpQemYzsHq6jHbQhKLoPuYPdpsQG\n64uEogj7THmACigpgBcRG82x+tZsT2f4XoJUyDD2Xvvs59f7wPTqfWcLPZaFHbV9yv77LvCRDG9L\nSk/O7s02B7vv16tQpzksDDz97Fdw7X++sudtjOkiK/0rAGxF5EskzwD8CIDfBvB3AH4GwO/Z/m/2\nff+tP/a9WQnmr0L6VyFcQ2gvlN1UTY41EsW7yFt8e3ukyz1vy2kSk3HsAR593LiCnw56s9hTRC3w\nAlsn3vvnQJvSgj/7UNysfflmffo2p2GvWQPRZv3+ZPOT+2xMJOYJJTH+mOccYHE++gTJ7l6JUQF/\no+TfGdm+fm2YuozRSJfTcf1cShAv+Zhuj9KWOKiZ+Q4lE41zfkttGg2Qnu9P9B2K2AIXokOlrXV0\naWC3SalxLaK8dKSENtJj9USahcrK+6krcA2F1cyG2SyCrmgU3PgkmLq+96k3rNaz+mqYr/40Ceap\nY1pp47C24TgIcHZ2itOzE5ycneDkVLfNyQk2mw02mw3Wm7Vu6zVWm02sSrPedGxsOzkR7UJsdapt\ngL1byCwBXvOKDV51x8vjjX7sqZ1BMwAXM/wrAbybEX0B7xGRfyD5IIC/IPnzsGG5fV8W5OJywgnC\nlVKnx5q2llXQbXUZdzBwd0K7zoCfHkcu/bxiWqV0b68aJNPB3nLvwyK0va+CEo45U2H3GHdX8M7d\ngF6AP8dxAr6C3wEfYHYngwB2grw2APsBK9iP92Ty4P+FJbtAcAR4fGIqofq3Iudjo8tnE1wy3DhC\nv/tVS11QN3/uWLPNFFD32GSt6xTZLkCjvTvLl0scP6Y6dzngacooFFZ1cmIbPyMHu0Ctk75SUuvE\nSppOXUXudVFPweRAdCa3uAtnt50q6E9PcOpgP9lgfXKC9WaNzckaawf+eo3VZo21AX696dicdJyf\nCzYnHSfnHjmngH2xvyhdNCz3CIDv3nP+iwB++MJfZ1lNkqtkcjNy6aayPVnfAC/G8Na3U3bvwHAu\nOpiIl+4gbwXwzewEBnqBA35kT3eZHSfd1CG7BHvfA/w+l9l6Dn73NbAHdvdQDFOF9wB+mLizK88r\nqy71em0Ycuw+lcEAZmAPwPeAH9nDjk0Kw5cP6sHmDY04zQfDLwHvnocUtXHQVxpx/2gh0Bt606Aa\nzXwdBtBLYXgYmfjzFqPdOI23rjXvNiPbeiUlZXhdwrthhQQ7qNLdu4Uu1dUxq+HsthOcOstXhj85\nMbDXrTD82hj+XHB+IjjZdmy37vGHDKYxuwrVzxely/WlL54/wklvl5ErwmNIqDLNZXw9Tnb3Yy1k\nX9GzVlbQ2R7xUluJndc8vFawpI33IsEwgFyqJd+k/Uz03pTVB+B7g1AAb6zvk4YC5GU/gHuQ885e\nVn7BnmW3BHtRBPFMJmcHwIdtI/dRhkXKswDetYFagxPw3e7naikMasHensflcZH1dgdn2QaV8gp2\nd4jXZal1WqvZAUzWa/0yRWRdtlIYxWawZPgCelhDVKV/F0waswvTqqFjxgrdNIDFLbS4CWEXLA01\nSZydneLsTNn95PQUJwb2YPXC7rkZw58LNue+Ak2JfjvLDY6XCNxNlxzTrjC8sXdldu13tWR2Z3k4\nK0l0ARL8Or6nhY1SGUsFtei4A9BtJlJrWrFHa3cBvIwz6qp31NhnV+D3Iuf7TO27G/j9uM4SVNJj\nNgIF5Mn4KMAvYNcM5+GC9eu5cdYe0ni1LKsB4KUhWIAfVvpiSBfAbB8GXfdUcdNxlG1lc2XbCBMe\nm7J6sxnvDR2wvr30boFObXUZM9z5PPmR4R30OQrinZHQgpXR6dZxf2616fi0TNKMbBBMUBtCt39q\nf+rglI4W2R3TT601BbtvC4YfmL0y/WqFzVqw3Wh0WvXdH0G+nRPsHgr74EEsxz68y6PK7A3gpA2B\nvfwB8BBAZmVzWN8f9pkzTLyVCgoM/XjfbEaSTkdk5M5RkoM4Ode9At3HZ3dB7gzfAvBz9N2zT5+A\nH8Gv8i8ZPRsAq6JlbDuyjDwXxjsZP4/Tc8fPWURp+/DPfrzD8t6oipaD3kPv26V8cLA3G2se2DzL\nfEfSwwJFmLprNolVA2GavELXYdvufe1qsEMAX4wCTAAgc+8icMHw0dBpiOteQN9F+/CgRs+ZCtDh\ngO8y/k5RDQr4Dc5uO8Xp2UbBfupgP8Fms8bG2d378OsNVusJ623HetuxcWb3AJgi2G7VZqDz8gXN\nRglau7gTf2UM/8h/fAbf+W2vMplPgC0MeT5bbgB67GcDewJeMCvLS6n+IekxhMCuQG8WbeSBh/8L\n33//NyMHsf2HJMEuzvKSoF+CPNi+hfddMLwBfjLHnZzB5+yuv/fYJ6/hvnvvRO3f74B9Cfxgfhmw\nFMa5AfB+rMYlYJ+sVW56/NPXcN89d8Utoj9PH/OVwK8zPay8yklIFw0d3rMhD7nMpZyvjK9W8o8/\n9QXc96rbVcYX9dM6gaYBI2lqiZXhkaMHzuwonx3wO7MU7bh3GUEvgievfQl3f8vLMUEC7A54tI7W\nJdZ3X+6nacJtZyc4PdtkH/5ks4fhdVttUtJvN4LNdmTyRz/5NO658/aQ+NtJMM0d07Zj2zra82D4\ni6fXfJ3SR5/47Nf83Wyfb5Zu8neXpfbWH3j4Cxf+HMf/bnov7lzCfZeBe84/9qnPX/DryxMsR7y4\nWOrVuxktfyYe//Qz9eobZuR533J57c0fLE49/tQXX8AdnvfdX/BXCeLT1559Qb8z2kX8p/wcrBu1\nP5s3vIv94fEnn9l7Pn/84nRlgD+mYzqmw6cj4I/pmA6cXoQOeeH3uthr62v84Rv41x/TMR3T1SSR\nHePP5QH+mI7pmF566Sjpj+mYbqF0BPwxHdMtlC4d8CTfRPJxkv9u4bAOlkg+SfIjJB8k+a9XfO8/\nIvkMyUfKuTtIvp/kJ0i+j+TtB8zLb5H8rJXNgyTfdEV5uZvkB0k+SvKjJH/Zzl952dwkL1deNiRP\nST5A8iGSj5H8HTv/4srlhgsofB02aEisJwDcA2AN4CEA913mPS/Iz6cA3HGge78BwOsAPFLOvQPA\nr9vx2wD87gHz8psAfvUA5XIXgPvt+GUAPg7gvkOUzU3ycqiyuc32KwAfAvD6F1sul83w3wfgCRF5\nUkTOAfwZgB+/5HtelK5yFCSSiPwzNB5gTW+BxgSE7X/igHkBDlA2IvK0iDxkx18G8DEAr8YByuYm\neQEOUzY3iif5NZfLZQP+1QA+Uz5/FlmAh0gC4AMkP0zyFw6YD0/PKzbgFaZfIvkwyXddVfeiJpL3\nQJXHAzhw2ZS8fMhOXXnZkGwkH4I+/wdF5FG8yHK5bMC/1Mb8fkBEXgfgzQB+keQbDp0hT6Ia7ZDl\n9U4A9wK4H8DnAPz+Vd6c5MsA/BWAXxGR/61/u+qysbz8peXlyzhQ2YhIF5H7AbwGwA9yTzxJvMBy\nuWzA/yeAu8vnu6Esf5AkIp+z/ecB/DW0y3HI9AzJuwCAN4kNeBVJRK6JJQB/iCssG5JrKNjfIyIe\nLu0gZVPy8ieel0OWjd3/WQBDPEnL6wsul8sG/IcBfAfJe0huAPw0NB7elSeSt5H8Rjv+BgA/CuCR\nm3/r0pPHBgRuEhvwKpJVHk8/iSsqG+psk3cBeExE/qD86crL5kZ5OUTZkHyFdx2Y8SQfxIstlyuw\nNL4Zau18AsDbr9rSWfJxL3SU4CEAH73qvAD4UwBPAbgOtWv8LIA7AHwAwCcAvA/A7QfKy88B+GMA\nHwHwsFWiO68oL6+Hznt+yCr0gwDedIiyuUFe3nyIsgHwWuh6EA/ZvX/Nzr+ocjm61h7TMd1C6ehp\nd0zHdAulI+CP6ZhuoXQE/DEd0y2UjoA/pmO6hdIR8Md0TLdQOgL+mI7pFkpHwB/TMd1C6Qj4Yzqm\nWyj9P8rvkwdsT3gmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# transposeで(row, column, chnnel)の順番に並び替えている\n", "plt.imshow(data_batch_1[\"data\"][0].reshape((3, 32, 32)).transpose(1, 2, 0))" ] } ], "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": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }