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@wassname
Last active May 23, 2017 07:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2017-03-27T01:24:40.252882Z",
"start_time": "2017-03-27T09:24:40.058810+08:00"
},
"collapsed": false
},
"outputs": [],
"source": [
"import keras\n",
"from keras.datasets import cifar10\n",
"from keras.utils import np_utils\n",
"from keras.preprocessing.image import ImageDataGenerator\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"ExecuteTime": {
"end_time": "2017-03-27T01:34:32.333238Z",
"start_time": "2017-03-27T09:34:32.163208+08:00"
},
"collapsed": false
},
"outputs": [],
"source": [
"(X_train, y_train), (X_test, y_test) = cifar10.load_data()\n",
"clip_samples = 500\n",
"X_train = X_train[:clip_samples]\n",
"y_train = y_train[:clip_samples]\n",
"num_classes = len(np.unique(y_train))\n",
"Y_train = np_utils.to_categorical(y_train, num_classes)\n",
"Y_test = np_utils.to_categorical(y_test, num_classes)\n",
"\n",
"# can a tiny differen't in channel shift have a larger differen't in the result?\n",
"image_datagen = ImageDataGenerator(\n",
" featurewise_center=True,\n",
" featurewise_std_normalization=True,\n",
" rotation_range=20,\n",
" width_shift_range=0.2,\n",
" height_shift_range=0.2,\n",
" horizontal_flip=True,\n",
" channel_shift_range=0.01,\n",
")\n",
"mask_datagen = ImageDataGenerator(\n",
" featurewise_center=True,\n",
" featurewise_std_normalization=True,\n",
" rotation_range=20,\n",
" width_shift_range=0.2,\n",
" height_shift_range=0.2,\n",
" horizontal_flip=True,\n",
"# channel_shift_range=0.01,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"ExecuteTime": {
"end_time": "2017-03-27T01:34:32.743578Z",
"start_time": "2017-03-27T09:34:32.363944+08:00"
},
"collapsed": false
},
"outputs": [],
"source": [
"seed = 1\n",
"image_datagen.fit(X_train, augment=True, seed=seed)\n",
"mask_datagen.fit(X_train, augment=True, seed=seed)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"ExecuteTime": {
"end_time": "2017-03-27T01:34:32.770979Z",
"start_time": "2017-03-27T09:34:32.745287+08:00"
},
"collapsed": true
},
"outputs": [],
"source": [
"image_transformed = next(image_datagen.flow(X_train, seed=seed))\n",
"mask_transformed = next(mask_datagen.flow(X_train, seed=seed))"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"ExecuteTime": {
"end_time": "2017-03-27T01:34:33.411746Z",
"start_time": "2017-03-27T09:34:32.795346+08:00"
},
"collapsed": false
},
"outputs": [
{
"data": {
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VDJDY5Rn8iDe4cFLG1DMsuKc6uCjy7/me4s0vwB+VFcXi11yQxcx8tSaqZx/O9kUJeJu5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D5TyDh+ro4XWe9OJHvfbnL6HUqAPL4orlOqqD+Y1mv/7UUAKCxJRgcsLnEAMiHd+r3BQK4B9rle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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9b04a8a400>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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7TOG5Z9NN2KmUTC6ZUgql5AZ8KYg0lhdpSSginfFrxWr/PvTwpNyy/Y1jL7Q2\nDo31NRuSKrgWzagqN8VJd1X9uKysurDYnrmGG5CvsbH8YTvG2HL3B6WME2VqpcgWTyGdIMGjtqJc\nNFXfX6DhJWT8HCEc4dwxcEStx+R8xLoeMS8VdYrKQDPSBkrdkvMxKR3j/Ujwje1vxyPeD4TBMQyO\nEBQ/OBgcaXDI8P79TdD3BPhWX/8FG+tZZ0BDDxVoYohIq3jrvYiAGk4V7aq9arOTW6ZdS7xRJ5gH\naitkKTR1M4g2X9liyLUgj3tdvBjiFbxrfWh6u3gHXpk2yjhpq+galCEog29OqkmNYyrnBmuFnA2J\nFb/WBmSBflHNdV/aeax5rnqqrruTsusoqanKlITUQxy75RA4nuC4RllQy22Sqh6YoGp3UCxgl2AP\nwUbEBCcz3u8Zh5nNZuZ4OzOfzMSTmdOTPUfbHdNmzxD2eDcjslJrs4NZKrJWdKUt7r0KsraiofY7\nWa8e7FmOGJvXlONXhfiakR9XuKqEObOJCWeCM8E3fKPFKNmYQyXNibxE0hpvEolaSLZpZTeThw+E\nYWScNozbLWgr5ilAroaWAllbohWQDVI1Yi7EnFlTYl4T6kF9QP0W9WeofwZ1GXFCKVuEI4Lfstls\nOT4+4t75ljVt2W4GttvAdqtsN4ntdsd2m9hurgmMBJsIZWTIY99uPR3sEhrg06BtX/i6B/7taUys\n24Dt4dED9d0wfLeDteXO03vtTXq7SbRRQ5wgXeNs36g76aTleFtxLcf8GnRoGYC+ABtFNgqH5h0S\nFKYG+mFSxlEZB2EISghK8MqkwrHAau2Bo1R8qoxrIVPJCklbZln2Qq5Krr6ZFT1t16q72a5VqSlj\nOWElIzWhLc0EJOLkCsc1jgWlICaIBahTK0GsFWyBetWBLxgJ1YXgV4ZxYTMtHB0trCcL6Xzh5KRt\nT9PKMMyoWxCJLXElFtgX2Bm6M9iB7BTbKfSsyfZ7udtJAGN6LJw8hvIYeGKEq8I0F45jbnUR9eBT\naU7VnIzVV8raQqx5TZSYmq8mV6w0U1BEcerxYWAYR4bNhml71EEvZDNcqUjLyMJEqQjFjFwrqRTW\nXPAp4WJsmZreo36D+jOcT6iT5vwsG0Q2hLBhmjacnGxZ04ZsGzaTMU3W+8xmk5imazajMeSJIU0M\naWz9zfZ0A/YUHLGzfeqTwPsl7znwb4pfek3xXfCLtCKZgxPsBtQKqtongM72ys1EgbtTU3M4Da1K\nz1SggC7hs3UEAAAgAElEQVSg1y1xJiQIMy10cOqQ2r101vuNaxV9o/SYrTAMQvBK8MLGCccilO6N\n99mYUuV4LcwCi8Ks2ir2MiwecqWzs2LFNbDfGZc8Yzl2xp9Rm3HMiMwoexx71G4ZX6pHZINU18N/\njfFbNmAG26O64n1kHFY2m8jx8Uo6idTzlZOTxPYoMk2JMEScizexa1sr7CtyWZEnhlwIXAh20ZKb\nXg9+vQH+5kooVyCXRriqbK4Kx/vMvagsFeYKSzaWbMypEn1l9oW65tZim3Tq6xifzvgeHwJhnBg3\nG6ajIyrSWb3ickFiBnVUaRpfq7xrwI8p42MDvnrD+YC6Lc7npkm6EXXH1DIhMhHCxGYzcnI8UeqE\n6Niq+4alV/ktfbwwDivjPDHmDWPZMC4T47xhnCeGecN+cOzCLfh3g7vZ937JewN8u8P4HAK9tTtw\n2raT2pxeN2xPA71rKr0cavC7/Sc3qbUt1s+h1r3XuNkB9CJIFnRtxT0lC3kRhmuBeBfsfQYJClsl\nTNLaKM2BNwhDt9Unpxx388RXmLJxFCunUrlW4cq1du0VipK7+dFA38FetDdHKYKV2FX9DHVB7Rq4\nQuUKldTrDyNiBakCGppZUX1fn2xp38UysMfsCSoJ7xPDkNhsIukoUU4TnKWW37AtTFNhCAXnWmJJ\nqQWJB+AbPAJ9DXgoyMM3qPncsj5iTPu2AEHYG9PeON5XzveFJWYuC1xkuPKGZWN1lewKsyst3z+2\nRurbufkN6IyvrjF+U/W3TNujG9DHXHAxoz6Cc3cYv2lksVRczmhKyBpxznDeo37bk6oGnDtC3Tkl\nj4g0G32zGSl1AB3xw8AQLgkBhhAZhkQIu77vkilvmJYNU94wrlum6w3T1YbxcgODI4Zu24cG+ieD\n4yK8f6vbv/eqvrbiBDHp4KetcsNtmEv0DuBdnwAOK9IcwmFK0w60h4/soDW0YhpUoPSilyLURalZ\nqItQrpQaGhDxDibFTl/P+H4DfoIwCn7gNlTnYeoTijeYqnGUK2dSWSg8Vsdj17QDyUoujqW6dq4D\n6HObAGpuhRwlK1ZnqAa1Mb7YFcITkMeI1BYBoaWyttqhALiu6jfGN8tQ92Atw101E3xmHDObTaYc\nZTgp6HlmMxmbTVNdw9AKlUT6oiQRZGdwYehDQ14GfVmRl+WG3eUu69MnhCiEKGxWyLFFJ0oUUhQe\nqhGcQaqsrnLtClkze5ebYy9XSHY7zn19hIOq73o0YBxvGP8Aep8yukbEe0Qdptqcx2bk0hjf5Yyk\nBF3Vdz40J3EHvXMF5wqlBEQCIQQ204BowA+BzVFoIVwf8e4a7xPBX+PdQ7x7jWnZsmHLpmzb+GrL\n9HjL9GhDGhz70Gz61Jn+yeB49esf+HdVmg5Kk6bxyx1n3w3weR3jq+dGtz9Uz92o+dLzwl3fd1iw\nUtt5FGksm5VKc6jZIXXGKbZVOFEsdsb3im0UPzXguxH80NJbXU/GwSleYOrOo5yNZJVUCxsn+KCQ\nhBwcS/FcF98q56pCcR30SsmOkpWcta01UAFLiC2IXQNPEHl4ZxWe/rreg/aoQGf82nLbzZqTUbTg\nfWEcKmVqufV6UvFnhWG4NWGGoDjXbmitAhHcHuRS0Eegrwj6IrgXBHg94NvYIRihag/TWNNCSoXS\nFlEdtFLViFq51oJqIatjlowUa5793mvpRTu9juVW1R8I43Rj48fctAm/RlxY0V4M0Zx7zcZPtaK5\nIDlDTOBdzyvwODe00LCTnl2olNLKnkPwoB4/eKaNJxWHcxGnVz1EmXB6jeojnH6ezfURWzlik7ds\nlyM210dsHm/ZvHrUGL4DPw7KPjguBserHyRVH6uIlZuQD9DtxsPCGm9oh/Xs9DAryC24bwLj3TFY\nDxOCtEq7opC0rY2VXBvHPs4Kk2tMf1+x1L3toQHfbcBNhhvBjX1F3GCoN3xfkMMACn1hjVarPniD\nACUoS3Zcl0CoAWpoqwgdJqGeXVhSY3zB9+koI8woVyiPEXkVYeTmD+3aCIxAABugrlBzt/HX3hbM\nVlSspeYOFdsYemSE08p4bm1VXOfx3nUQtISUWj0SBdsLcinIQ8G9LLgXBPeZgw/GcWB9ODj3HF6a\nD6WVUBteCl5aBAWprFLZqeOROEQyWR17cbieA+RK8/gf+pv1Ce8697pXfzo6Yk2ZYY2EdcUNAel5\n0beeftBam7c/ZcwrNSrOjz3WPraQmxtxbqS4EetLnwXv8MExtfBR33+N8LDF8UmI7BB5hPJ5tuGY\nrRyxLcdslyOOro/ZPj5i8+rMRWjhPILrNr7yOHwAgP/6xXwPXv1m70uvWRcKESgiFBGyQtGW4VTc\noSyTN/Tda9+LXKhGLbWBsTRvu5mCK5hTbHQ9fNYZ/xnFzhTbCBa6JhAV9opLvSx0AHcE7p7h1vZA\nlhrJltuSzEZbtNECuRqvuMArOvBIApcEdjWwlkDJoU1MtGQkcQUnkeCgloqybzY8hppr+eQcI5zj\niscVhxaPqw4tgisVVzLnq3FShIGAeWGZHBc2IJrJJ029z9tMnjJlzFgwnK+oc6gbQTYgE8aEsaHa\nBK7PKVtDTyHdA901B6loKxASbfF71dJ6aUk8lIqUivZMRCttf/DCNAjHAc5C5ZkAS4AUal+NqKXt\ntr4tSVZMKQ8y5cFMfXBFvf+IehaoR4INGRv32LTH1hmmBdkUJCqSRmzwlMGRXHvCcs2N8LX5kxwF\nVzOuJlyOuLTi1gGT/hxIW9mpSjOyTAThMSLXqKw3/g2RDcIp2ydHbK63bJdtY30mNmFi2oy87JWH\nXrnwys4ri1OKNtVVOnk1rbdR4c36qu+ivA/APxQmHDz7LYXHyCQRFhEW0dYrLCqsTtgIbBG2AlsR\ntjQNYezMW61leVk1arZesaeYl7ayrBequ92uXrBnFTsT7KjvN8WiYDvFxXZzXGjA9/c6GzmIqbCm\nzJqNmIQ1OdYUWLPy2AceaeCRBC4I7GtgLZ6aA1BQMqoFpDnTsAyWUfaIpV6e6lEmhGPECiHSlp8q\nEKq0qEQyQkxskrEt2oDvPMs4ciFGDBWOIxytsIkwrdggEGqPWTtEJ0SPQU9ATmjZCSeYM8pYka3B\nqSH3awuHlpbjrs5w2hdCcW11YlWDNcKS0DWiS8KtEVsi1IQLwjTB0QbONsa8qaRNxaaWvBWtTXvJ\nbscFKGeZerZQzq6o5wP1RLBtpg4zNmYYE4wZpgxr7sCfwCvFK9UJKpVYM5JbRaP2NRK0HEAf0Bhw\nS6D2BV57zKm5Xfq2yGOEa0Rin+w8wgaRM6bHGzbXGzbLlqls2MiWaZiYtiMvO+E1J1yosnPteS4H\nJ/XBpwVNUxVu9r+b8h4D/25RQru1dpPDl0md964VrlS5Upp33MEZwpm0vojggLGDv0pz7tVqbTWX\nbNTUq/ZcWxWnTr1t6L1g94V6rthWsNB/8KjYTnCpLQDhO+P72lKE/Qb2i7Ff2vpq+0XYz479quwX\n48p5LjVwKYFL8+zswPgelYhqA76TiOqh0m5F2CEWu5PSITYhdoKaMlIYa2WSwlgKU6qMS2FcKq5q\nW+1WFPPKokoMjisT/MmMO55x27n7KyoupBbHFo/oBtETkHsY9zHuUe0e5go2VmxbsNOCrRUrBZOK\nd3RPOK1W4mYMcj0j13v0ekav99TrfTNtYsUFGDfG0TGcnxj5pMIJ+BNjfwhYSvv9wcgiFIR6lCnH\nM/XoinpEWwRkO1OHS+qg2CgwtQiNpF5VmUd6EKUFOrC2rFjKWAG1hKsBzR5NHo0eDR4dPMWsgb33\nt9sV4VFT92VtYWgJt8C/mhivJqZlah5+mRjDxLideCjwUOGJwLUKa7dCm9vqEKnqE0D3Y+m7jPz3\nCPhyp+852P1/eR3wHXsxLgQeKzxSx2OFJ054AKy0h8EJnQ8Py2bQVf32V3dqgdL/Kk6doHgok1BP\noPRWT2jscSLUrVBDVzeTYDvBR+mML/ijVhDkJ3CnwvVOuNoJV9fC1U65UuUa4SoLexfYO88sgT3+\nhvFL9ogrrQ5eC95Fgp/xbk9wM9jaGN8M8B34AjawrZFtimxJN+PNUtnuE0kCWTxJA8kHFhnIGkga\nGE+uGY4c4xbGqTAMCQ2Cc4aIR2QCPW7Al2cxngOepfhMHTPlqMXYS85UMsVnglf8ofWEJt81KHly\nhT6+xA1XVA2t+GmtICveG9NUOT420rlh9yrunjGeVy7FcaHg+0KnqT/8RaCMmTrN1FH6eKGOV9iw\nxcYBG0eYRiSOEEckDUgeqVYpVihWKZRulrV9Wh2aE+IduraMOvUO8Y5Sa1sQpf91nVL72CoqV93O\nX7uvwyOyRaUwzGOL5S8jYxkZZWIMI8N25ALjCf3vLIixArn7pbQnrB2S0+4mqr2b8j6o+gfwHxj/\nkLGfiQJ7gQsRXhPhFWe84uBVB3MPZondgr7QmL/l0fRlrQ5ZYbnV2ucKxUGZjHwC5b5R7kG+b9jY\ntYAR6g3jQ90Jvkpn/F5ws+n7inB16Xly4XgyeJ54eILjojieRE/0nqieJIFonlg9sQPfSURodQeD\nj4zDzBB2jOGqOz17yq81xseGttZ9mjleZo5l5qRWjlPieDWOd4ld8FwH4VoD0W9YwsR12LALE9sT\nz/ZI2G4qNiV0WBiCor5rFTIhnIDcB3mOyvOIPU9xiTwm8rYtRJGJ5JDIUyIETwiOITjC0Fa2DaEt\nfaVHj3DDtnnLawO97SImHhdKY/wTw+4Z/tnK9Ezh6JnKRq1pDApZlVkNdY0Vi8sUt1BcpvqZ6jzV\nBaoLWDzGphMsHbcc/OyQskHKhJVEyRCLkYqRaiaWTMoJyYq4N2mqN39Kq9RCKaWP2z6VpbP9ikjt\nwN+gogx5YEgDQx7bWAaGYSDowM6Ma6tcm7GrldWMYrX7CW7Brq4VNWmvSXk35X0CPtza+I3xjUKi\nAf9ShIeqvKTGiwqfd+2PaxzU+xOD+90GVJPO+a0WvJZKza28M0Ujm5G9kScjHxv5npGfa60n0lFV\nWm9Qo1BzU2OD05sCm+C0l+Iq19vAxTDwyCkP8TzMjofrwKN5aA+meiqOiqeapxaPicecQ2iMP/jE\nNMxM4zWb8bLppNV13dTf6KlSHcdL4MwppxhnNXOWVs6Wyuk+83BTQZUYAuYnlvGYy+mIR5sjTo4h\nHxVsm3DTQhgDFhR11n/6CTgG7nW2fx7jYxQXSUMkbVcikeRX4hRJR5Fh8AxDIA+BYejLWQ8egseN\nG5wEfBXKUqjXEQs7wN0wPseGOzfGZypHHy6cfji3+L4TshNmV7lyDvHNqVutr3/XFDr6yl4tQ3G8\n36qZUoXkkbRpqn4ZsQhFKykW1mIstbCmyJLWXv8hr+97glguhZxbcdJN35v0giSVcofxNy3hh4GB\ncPtPAiEMhBBYa2GplaXUdh21UqogtSD/P3fv8ivbkqR5/dzcfT0iYu9zzr2ZWVXdSIUKxgiJVgup\nB/SIAUJixl/BHBgyZYrEAIQQSEgw6gkSCBgw6P+AAYISdDdQlXkf57X3jlgPfxgD87Vi7XNvJlWV\nmZdSrpSn+4qz7zmxI9bnZm722Wcid9C31KK09OLv8/qJXf0v15vSaHP1Hdyc8Fkq76XyK/H83x7+\nrxb8GNQs/Tt1zLRuNFik3KnljmtpNe2pklZz75Kv5EFJD5X0VSX9opL/7kGAo82lQF1tHUaxGvtO\nbD06wiCEQXjulU8N9N8Wx7eL59tb5NvQ433Tw3cBwSM1IAQ8ls4R7hZ/6CZOwwvn8bOl6WqPat9I\nObZ2tefhJrzxyjsy78rCV8nxbq68vSVElBSFF9eAP5z5fH7Dtw+PrA+KnhPutNANV8YuoNEhHsCj\nOgAPqL4DfoHq30X1Tyl+IfUzq1tYwswyzCznmWVd6PuO3HeUvqP2XXO3O1wXLT1WxFSNXlbqpxsa\nB9R5fKz0o8M/QP+2kn9WyH9cSP9cxgVHCsIchOegxKC42Dy1bGq/NWVqSm1kq23oJtMDyB7yCKVY\n56A6gCiFQiqJ2VVuNTPlldsy/8YnNWXzclJO5JRe3VsU3yMS2jrgXI9znhADsTUItbXNIQTzHHLz\nILKzNRaXsjO9tKrTxikIZvV/n9dPAvx60BZztDLOrffcJqXqXSu7bece515tEam11vqswnsVLgid\nWmeZGio6VjTabKKbBZcd7heC+6MKP1Pcm4o7VVxnsQXZTh0WTzJugbeqwVAFvzp8FcLiCC9m8WMQ\n+icYPlfOU+ZSVuYI66WSa8bR2l+51gHHNcKNE2L4hLhPOH2ilGfSemNhxtUVlFbS2qS3akY14+pK\nnxcGVxn6wHg5MVdYfM8yPlD7EelO9P3IJUbeoeS0wvXKOS6cY2UIgvie7C/cpGAdzt9h1n5oj4EC\nCZhY1qWVt9q8pMS6Fta1UGsmZ1iWSoyZGBMxLkTvGT5cGZ9XhrkyFs8oPUN/YTy/owyFGjNFCpVC\nLYWymijKzXsWCWRvXpFvQpyjD8SUcA2Ec8q85MSnlOhS5nZ7w/V24ToN1rlnFqak5tLXSkZNYsEL\nEjy+iwQtr20PvL7PRvF22SHBIVnwbbj2sG4tzu5rv4t0xBDbcSjafQyUUltpc6GUsK9rqUhogA/S\nZruX8Adg8fUV8Lca7q2c1hh6bEKU7Xyz83UAFDLWG+9JHe9V6PE4FbJ6Qqj4WAmuEigE5/DOEVzF\nvbN0lLxrwB8VFxr9tf0bIpt4RPMeHPjqCIsQZkdQG1GFoI5uwYJra+ahOFKolHNGw7rr9u3y2XvH\nHIjhGe8+Q32i5BdWblBmSl5bcPKot5dBE2ikT5nRKUMXmM8js++YxwvLY6a4gHeBwQUuLpBQSAtd\nzsQwE0MhekGkJ8uZm3MkOhxvwV0swIe3zZgV526tvfPKmlJr/5xIKbOmQk6w+oJIwnvfWGweL8Lw\n4crwvDJMlSELgxsYujPDOaGD2sbcuoVqruii6E15EWF2Yj3zxDIUnRNGEUKyKG1pZbUvOdHnhKTM\nPL9lmi9M88g0d8yLMK/KkjOpFov7iAMvuBjwVOLWKek1g2yfJRnYJQs+enxOhCzkvLUya4zJtplv\nVWIx2hEoxjvwuxiJnQG/1kqpBvb7XO+Ab5be1n8owKe8WrumU275X6PkunBUoT0U47RSnqSOSc3i\nd42ymtQzqWeIlbHbhmPsKkNXiV3FXRT3oLhLtfmkSGwWHzDtfMz7wFI/4iCUFtlf2tx46GE1Ht1I\n5UwmuUqJCY2Cu8i97PQ4V1t794J3L6Av1PxCqldqmkjL2mi2W14/ga729WhgKMLoPEMXmXzPPApz\nEZYilFyRVOlz5ZIqLil9WrjkSvWrpeacoK4nO0fSHq0XnLzDuYfdVRWnOFlx7kpKFgRLKZFzJm0u\nb2qBWLd9K8D2DSkMT1f6p4V+rgzFM0hP313oz1jj0thqMNQsKgu4yRqlzjgSlufxODocIxBzs/g5\nMWcDvrSNYF0fWdYH1vXEsnYsi2dZlXUD/tHiE/DOJNLY26TtvwKbHrhE2a18yZ6wU6tz693YXMQv\n1rGLdF1TFmobgM2Bqk2PsDY9Rd10FWtz6++A9zul+G8x8J1z/xT4jB3Uk6r+/R/7OdV8uKsHi9/I\nIN4Z8P0W2WyW+GjxFSZ1PCGIeooKk3qeNfAYKg9j4fHseDw7OFfCueLOFTco0ituUFyvuKHiojaa\nMEjrmGMEja2BxmbxIVwd4eqIL65Jszn6Aca+kvpKGex47nrwA+RkdealBRhzahmGVEEn0BvojZJv\nFL3hdAbWO+jxmEhHcys1MEjP6AfGrmPyA5P0zH5glp56W5DbQn+b4brQpZnTuvBmWlhEbThhdj0L\nHYsqiyri3iFywcmAiG9svBWRmwW1cgty5XwPeOVsXImqTV9PD/eVflrobyv9VOmzp3c9fQfdOeIH\nQaJ5BqIe3+TL5SZcq3UUzq3DkFQlqjJWiCXh8krJmbmsSE7UklhzJucTKZ9JaSTnSMpCypCKsSoL\nptaLtyYlwWNB053ufdgA2r0B3sBes29zbsB3sDVB0c2Ts4rQLga6zlSFui+GqlK1tnbsrVeA2uy9\ndYw6Wnvv/d9u4GOA/4eq+vE3/dCXFh9n53tprr40DXof7tZexL36ThL39tm5gf6zet5r4OtQ+frk\nSG8qvK3Et5XT24p7uzXD1B/ONAvv1EjE0iSuW1F/UNrZHuInR/hoc/wE/ZvK+KZSHi2u4GLFXyrd\nY2VdTa9/Xe7zulaSK9SyUMpMzbPNZWnrtVmQNvT1PAyPnELP1Aem4cQ8PDL3DyzDA/XTM/7TM717\npkuFelM0LdSXZ55d4EkCzy6QCGQN3GrguQTEPyBywctg9F1RvKyIvx2CUfWe0iomAppzIafDvK8r\nXS50qdCnSpc9nRvo+kgvI2G0M2+QSCAQciQuAX8L3IpFvFMxiq+USlcqYynE1gE4F7P4tSTWkrjl\nRKk9pQ7UauWzpXhKVWty2RqYqQD4Fiyzmoi7yin3DaAZ8Jo9voH+OEoOFn7Zj2/bGlBH10X63oDe\nd5G+6+x3b8BXWts09HCvr4Au4b7+2w78LTT2Gy991TjAuN07+D3tfLNZfPYzvmwBvoPFzyrMKjyr\nJ2qgV88tONLo4LESv66cflHJP6+4nxWkgqtGN3VN8slV3bvXOBrY9Z4SRK3O3q8mwBo+OsJ37KP/\nhZ3PNGTcJeNDJl4S/deZZS4sc2aZ2tpngmQWMmlNUFdrOZVX0ppI60pKCQ5977VtcOZGC6PvuY2V\nUxeYzyfmhzfMj18zX74mdO/xTqwf3XXCo/h1wV9feC8DuJFEx1U7so7c6sinMuL9gPcj3vfN6lSr\nPvNXSrG23qXcW4hv87okG2tm2dZLZl0S1uxL6LA21p0EYidWCTh0xK6jk45Oe7rSEZeOzvcsObPk\nQk4m6umbuq/mghRrBprLHfTShhL2gYZWdanmYe56DS1lJ2JNTASTCnPHmX0jsAIq35qzeGoO1KYy\nXJso6x6DrS0sU6HrQwN/oG+A7/uOvov29+6UtdfzBnzZAX+ff5/Xbwt8Bf5H51wB/hNV/U9//IfK\nvtJXoG/ADzRX56ip5+5FeGpn/KytbZS28tTWNnsNFcZKfKycflZ58yeV/Hcq7k8cbgG3KG4GWRQ3\n6/6aBXg2t3/jFdj53yvm6r9g1v4biH8J8Zet/D1U3Dnjy0KMK8N55fT1ynRLTLfEHBNTSAQxCS1X\nE9RCTZmkhZIL65qZp8Iy/6aOKo5xPDM55dYFpsuJ6au3zF/9guWrP8aJp0uF4TYzdJ8ZqIzrQn99\nRlog76aC1J5cL9zyI5/yAz5YVxubvdWo+5UQanPfObjyjcJalHlK1sRiWm2+rft9bNVzW/7aZrsf\nhoE+jvQyMOhAnweGZaR3A3k1ya28JnRNyJroks21JEq1dtVrTdSyUqq97g6t0u86DYpIti1TxIyH\nb6SYIIf+iAfQi+7g1+zRnNscDPDbXK34q9YtbqN34HcN8H1k6A302/zDeMJ9bUA/gt5bV5+/5Rb/\nH6jqL51zP8c2gP9VVf/xlz/0H6//3b7+V92f8Q+6f97UaKq3DzKD81CNJIsTawktLrQPI4BGE59Q\nE59wTbjSIbgMMoE8g3/fGldWA64W3b+gWqzWW6q2wF77Pz3uwhtzzjVhGYeos2ejCUb6FIlzR31J\n8GnEnZJx4CUR5ok4TfTTRD9VxnllnhLLNHFdleuqyKLoquRFkOSo5f5lWyundu4TexAup58z9u/o\n4iMiI6odOQvLotQEuQqzBqKLdL4nxpHYn/kmDHwrPe8JfKqe5+S4LZXFl9ZwVPHeZMvFZ/usxTeL\ntj3grzeBZUkss411LqSlYu3gnElebbGzfS81b8pRLYZRk7UKL0LNkHOlpkYLzvmwthbVuNporYJX\nD3Qt/hFeA3/juLe1BCPEGNjl1f3Rtf/S6mtpsl85t3ZsBW29GC1we49x3MGv1ifg1dm+afAHv7+/\nXTPS3bUjfS34Wi17sC73+/rX77Lzv/35/8L//ue/vl/e8fqtgK+qv2zzd865fwT8feAHwP93+n9j\nX/tYWiBL0aJNhgpcwtw213q/04gwYuBHrV7cVdscqJbwd9UhxSGTQ57ECka28/mzs8CdNxGIJoKz\nxxYsMAN7Lm+rIVJMZruB3qk08NscUkedCvqScZ8L0rfWXjUTl2e62bMuyrAk1llZl8yyzHTJIdlB\na5axJtu0apHWEju2PPBmMSNd7Hg4v2Mc3tHFB7w7QY2ULCxLIa2wZAuYibMac+lGZDjxfTfyve94\n7yKfqvCc4bZWZpfwYiW1IpaSu8/WZ6DqEfDsQby0mqdiMQzrtFtW0A34uLZpbqQqhWLNMJ3mBvrW\nDjtXU9QtxYqASr6vq7UWF9e8QnFGitreq4t7kYttAK5pOGzAt2i57IQYOQCfO+C/WNdS7oAvpbn5\n9h7rZkQa2MthvcmGx+hbOi8Qord/W1rkXg7vo63DMuOXhZBXm7f7dflr4/HvPX7N3/tX/uF+/9/+\n9//1r/3ZvzHwnXMnQFT1xTl3Bv514D/40Z89MCRcU43ZzkgWzLaHpkpAxc5rxoraxCKCiVg4Az9b\nA+VqiXjJDj+JWa8i+BnCkxI+OLSv1N7h+0odFN9XSg/iFW3vTJEGeteINA5XBWkEIVHzLASPqOCz\n9cxzz4rEineVWJRuKaTVk1Zt5/cbaYW0JtZ1wlePVk+pnqUGQjVKrlaPCwNBBro4MPQ2+sHm0/jI\naXigD494GUE7cnIsc0WTosVZJsBF1A9oHNH+zKc48NH3fCTcgU9lqdmi+E7MLW6trlxzjX9g6fUO\nfstUVHK2OSWlJKuK3MpYy2bxm2usxfKZWq1jUc1qoF8zqYv2Z/uh2Zpnqloe1AWTTrfCIEyfv3Ue\nFvfagu7gb8D3/gh4v9+/svg/CO6VO/jLXfTTXq8N7CaFvsVCalFCaJ2Ugzdxk3a/pehM8MS3dN32\n5/IkX7AAACAASURBVB6vhbDOhLQSphfCiw1/ffmbQvOvdP02Fv+PgH/kTH4lAP+Vqv4PP/aDW3ME\n2DaBBrT2cLliANatl7QGHNGsvdg5lOLRxpzSA4kCbYSLyfrw+VnxLwb00Cn1Av5B8Rcol4pcLIDo\nhibKeQiqbakas1j+MJpFVY/gCQmLGbwoQZr+xAr1pi19l8hpIqdAyZBTJucZiBQiK44JCC3KXFvW\n2suZLpwY+jPn05nTeOJ0OtM3Zl4XT3g5WR/6LCxzJa9QipA1kF0kh57cjeThzJNEnqXjyUWeq+c5\nwa1WlmxnYKv7bnn4jTPRgP/K0reN2qwcBtxi67J1Gi5CVaupoIEev3l1rSy2Gj26RLP0KQbimtgq\n3rdKeCMT2X1w5qr72IKEndC39SsXevtdGvCPabItTy7ttR+k8vZNoOk4lA30X65bwHMHft03g61V\n2Ma33/tAtM1gY/a9ovSGYKB3SsgrcboRnj4RPn0kfPyNibLf+vobA19V/wnwL/9VfvY1+bZ1rdkt\n/vZ1Cxqsu6gBPyAumrqqj+w6eXhbtyCfWXyQAn4RvNMm/eQIotR3jvquUt41SSevyKCNpbuleO45\nWV4FD0MDe5s14NW39lqO4EyjTlehXh365CglU8tEyc/UEswq5EQpE8VXFnFM4nkWGqMuUn2P40SQ\nC118YOwfOY8PXC4PPFweCT42qaiIdx1oR0nCUitLgiU7FvUsrjMqbxxZ+pUbnive5ircKlxzZaHx\nKvTLb8dAewT6l5vAls6q1b1Kb9Xq7nGRavR59Yp6bRr5tmHkUAnJABmisAaxDI40XofbhD1sVhdw\nrViq6z3jEBiGwDiE+1nZudfW37kd6H4H/9Hi33/dL/P4Buoj6O9z+QL8x/uthv44bzGIED2xMzZf\n7LrG6It0MRBuzwSUmFfC7YX49Inw/jvit9/8TaH5V7p+Eubea4sPRmk1l9qAb1X1tVgTwt3iu9gs\nfmySSG4H/daVZnf1m0ijz4pvWvehQn2BsoCvRhSSUZCLde/RRr7YNpQtd66tQs5pxGloG0BAiDYn\nD7MFGXX1MHl49tCZWm6tT2jtW0NF0JqpdWaJjlsIvMRIH+yBcCGgdDgd8XKhC28Y+recx7c8Xt7y\n5vENtjmZcoNDoDpydeRUua3KrQi3Gri5yM333OLIbcgsxTFX12br+jOXynLsaqvs6202K//jAb6N\norpxDIzCat5SVez4Jc3F91DF1HpqqXhv3PTsXeOoG39jT+luGZ7tHjuGiVdCFLo+MIyR88k62mxH\nk7u1v28CcoiS31NmLU22A19/sAlsQL9b9nIHe9449+b6l60grJQWJz7SgbU9+9osfqTrrVS33+bG\n7AvOgB+nG/HpE/H9d4Rvfvl7xeRPA/z26R6591RBnbYa+9Y8swSoBnrnrGup9xHvW452A+pGohCb\npUX1/ezwkxImc/nDrJR5k8xSZAB5UCTf3VtaOyt7Wv0+3A78iGhsoG9zjtbQYo2WgfBtlgA8g34A\nNQ68ZQwSqhNT73npOj73laGHUATXR6r0OMZm8R8Z+3ecT1/zeP6Kt49f70Sa7QEsjeddcuGW4Lk4\nntXz7CJPfuC5Kzz3xhpMuZKrseLSfj7f6KONTFLb0CMb75DOO2wC4sJeoWZra3El0hR62wmsCqaY\nK0oVNdkrv5G2rDhrS+e+6ipcba0I1jXX43zEN4s/nCKnS8/DpW+Al9eu/m7xf5gm81ua7Ec4+tt6\nB/nGY3j1uRez8q3SbgN9yaXxB0xRShtLT41CZK59K2ceho6+7xmGnr7r7HU24L8QP38kvv+W+Ku/\n+L1i8icBvmwcH2Wz2U26qDXOaG5e7zxn9bypwq0Ia3bU1XZvze4+yv2eLPydovxclLedchLrYusy\npALpa2V9VNZRWUNhUWuRvVwLqr5ZOW3r9jarWhTfO5N1ujj0XSvfRRHN+OpN9krlLn9VpYH+GWVu\nkUsH2gFnPKbKchoij+fAVydhOUM5V94+Zt6+WXnzZubtmytvHjouF8/55FiWyjKbRvyyWMNPe61y\nnSautxvXaeY6rcxzZl0LOWNAVGmlwOCC4p31DFE9gH77DBpl1v6skVM2skrjOFlE/Z5xua+tTNWy\nA6ZvL8f7BnLZZ3YCV4hG4No2gOP6fO7Nwo8d/dDc4xYp/xLsxwHcN7LWvwE9pGwP/3+8yzuoG3tx\nL6e9r0s+jAPw7e+680O2v3mrxttozynZWLuVMC3EVAgqxNARxzPh8obw7uvfHnjfffdr/+insfh6\nd/WNTOUsTdO48ht9t3fCGeFNbQUoyXbzTu4gv28Asr/2c6f83FXednDurcU2DpJT1reQ3ijrWFlC\nZdHCvBaWl4x9URtDSg/DWxpv06p4AM22f5dQCQnCqoQVC/StIAncqqh+wJpXzkAr7NAO1RPeDXSx\n5zx2PF488xtHeVTcY+XhIfP4sPDwcOPxIfLw4Hk4K6exoFVZFwuorQvcXpTrVXm5KvMyM80L0zIz\nLSvLnC23nrGyCJX9zKnOEcWh3t3BDm3jO87cZ9zhNdd4BgHxB/C31wzsxklwEva1iH9l4e9jI3C5\nfYTg8PF+fxoi42ij781yGsnlDvCtyvJ4bRtbVVNd3o4yVVtW6QsKLW3OuZBSq1HY57LXL5R9bptD\nsdfYvNnD8cG1uMG2iWyAT2tmXRNLjITbTMjF1J5CRxhP+Mc3hPk36wb8la5fj/uf1tWHRojBzthW\nMamt8y0MznNBSGq5Xp+FXoSTs9y3piP4xV7Lwtuu8qaz+dxB7BQipA7SWVnPynKqLLGyaGVZM/PV\ngH9vCeUPXx4b/tEB6oNSqBaNPhXirdLdCjoVuJlyq9/K8fQ96DPoZCkpdah2qJ7xrqePHacx8uYh\nUN4K7iuIX1XO58T5vHA5B84nz/msnM+F05hIqxUs1aIsM1xf4NNn+PwJ1rSypJU1J5vXxJorJbeG\nF7RUnTc+gvNbcw7YiUs7f0H3b2xPb36x3ngVNtsGYBuBgd5tfIB9A2j3rwB/GO1ML8fqzOD2+6EL\nDH2g7wNDb5JfZvHv/rlrGtU/Bv5aQd1WIONwUu/ezqF4xtZq7bhbGXJarUIxrVahWPIPN4CcMyUX\n7mKZh7mtcy5W7bjaWLtEXIyj4aeZkApeBR97/HjBPyyE/Ncn8Px1rp/c4m9xdAF8s/i+kWo2i1+r\nIEXossloP6pDk+ygt1kgOSjCycNJKudOOJ0r3dnBSUlnWCOsnbJ2erf4S2HW3Npxt6Kdbd7IHBVT\nwBoa6IOSx0p88PTPCX1K8GxdbWtO6JJwukJ9Qhvwra7eobVDOeOduaqnIZIvHt4K4Wcw/KIyjplx\nWBhH4TTCOBbGITEMM9OtqQlnxzrD9er4/Anev3cHaahCqvd1qdYrUFp9uxePd40V6Pz+Xfzo98VW\ndutazfn9fmNSSmvCYev2mpMGdtnBv693sDtrU/0K+G5/fZeeCjZ3UUzfL/rWsdjy46/B/uWhvQUq\n2+yaBDvO4fbsRD3MrVquVts417aBLuur+80LuG8Aed8IjiKZu4ZeU9bJKZNSZI2ZbrUmpVu9vkwz\nPhULk4YOGU74h4z82m/nd3P95BZfMOvld4tvQzz0zlPVSDJdEU4Ij1WYqoPU3P19A2jAz2JNLR3E\nvhIvjvjGwVtHegMJZXWVFRuzFpbVWi9Zpd523mxGv21CqFK9UofN0ldC9qQi6IcF4oy4hZBnwrKg\n1xnqAnqDOoHOaM0tA2EWX5ynj57zKLgHT3jnGH4Olz+u9H2i74S+V/q+0HeJvp/puhvPTxZAK8Wx\nLI7ri+PzJ+H77xxKq+/GHt7aJMurWgDNO4cXT5BA9MbPjz407+ZoMTdvZ8vnyx64u+f8W+upcKdS\n+7BtAEfAy33d7l+D3e2g3zeDfby+D/sQOwa03PjR4nN/94dLD+B//SdbLbwFMe+18aVW1mVhmVeW\nZWVZFpZltdeW9ZX7n45HgZxfMfN8Y+btrbliJK6RGM29j7tST8RNM9KAL6FDxrN9XrH/HSLwh9f/\nDxbf3cEvbq+Y8uIYnCAIXTXQJ3Wk6liLayB/PWtqHFxT3YTOoWcHb4GfQfoZrElZk7LkypIa6HNm\nTqWp/4CEe8GQeCMHVqd4r5QoZGfsPC8F7wTChHM3fL4Rlxv1ekP9hKs3VJNFATU1199Zak8F7xx9\ncDBAuDj6t47L17D+cSWETIyYYk7MhLjsJI8uGnhqEZZZuL4Inz8JH76XPYru2ofq3P3eu0Y3pgE/\nRPoY6UI0sDfw34Ni7X4DqzuuDcxW2OPvgA+hsdDCXTiyBd7kcP+ltfc7+Jv+QgO6bcTO7jd6dTMS\ntmZf6+G5+hLcW5DS1sdZX0ftD2o4tRTmeWGeF5Z5YZ7nV+sj4O+zeQLeN6ZeuGcTQtjmTAipkXfi\nnbwTAi5nXC4IggsdbnS4aBvA7/P6adN5bHSZDfxuB71xsT0dYnxubS2lnUOdmKVv1n5fJ7P8KcMq\nSuqV9exI7xzrL2D9E0hXWG/KelU73y/VXP1bNsAHxYdmfaJtAr5C7czSSydIJ/iu2Do6xE34ciUu\nL+TrM7V7RsWUddxGbGl12lrN1a/a4Z3SRSWMyvCg1HdK+blS/7g2KatN0mrZLYZz5uoa8D3r4rm+\neLP43xsX3IdWyx2M4WaveZOdCk2EQgJdiPSxY+i6HzLeDkOalNZmse14YOsQGtij39ehgf816O9/\nv8g9by9hc+Xvln/vjrz9N9trAq8jjce1SafdwX+37scz/I+Nu/7dUQvPgnXzPDNNM/N0mGebTYno\nDviUchPkzI2qG3bK7vHe+3RYh0PfQoPftuESO1zs7rGm3+P10wD/z461xa/PY7rn07GON8FRI5RQ\nqQFKVGpQyILL3ubkIdO6UDnmd4npYWWKibmuTLeV+UNiYmVdCstiRSXLXEwYI9kZ2CEWfQ6R0HWE\nLu7DBSA4XHQ2i73XqlBDREdPffTUxWISNTh02Gq13Z2gtJFaAPdHIG+B3lnhyrPivlWqU4oXVhGK\nF+phziL85V96vvvO8+mTcL161mS05a0IZFNvkVcqLmJc8COInRzA/UPFF3NV/d09P7rqW6xgs/ZH\n7nk4Rtr5YlPZAN28q5a+hXvakMNnVGheR6uMrCU3UOZGrNnm8uq/39bKZtlf80WPNxtBx7Tz74Sd\nUko7j5vSkIin60yaLIauReXTj4x8P9f7O69AFUqpeJ8QyYTQuhMfOhVvIYr9s2qgP5Lefh/XTyOv\nfQR+ornp7rAGTUbIKR2mgT9U8qiU3taueFzWNoNr7edccdxOmetp4dpNvNSJl9vMlYnrPDc+uY18\nWFdt5BCJ+NARu55u6On6njj0rapv4/doa8XUiCw+UIeIPnhq8VTv0UGsM09Le225bxp3HXXwCO7R\n4TpFMvDsLKg4WSOJxduYxTPva+Hbbz3ffuf5+MlzvXnW1YAfo7+D/bABWCpsawXdUmob6BsCRNxu\nmeLOHzeZaHPr3SsXf3P9ZXdlm3jEXvziXz+87r4J4BpXo6W37n0QLNBmOfYN7LRkiwXiUlpZ14No\nyXoXAr3zEA7Ab1Z9+x2232Mv4nFud/N30ctS9td2FmPFPJ3OE2OPViWlFvFfUxMk3TIAphYI7L/A\nVvdZq9UdeF+JUen7yjhUhtH6DBw/p33TdH8owP8XDsC/AVcHN9Cbgyu22y/W1KJ0kE6QLtpGJV1A\nSrWmjUVxBaQ4XBuTJF5k5rNceSovfL5eeZpe+CwvuK3Gf5u1zS4QEZwP+NATu4F+GOnHkeE0tBYf\nleLus2JnQ/WROlqzDPWeOgr1Uai3A/B3z/SeB3fBQXNxtSjuyWKB8j1MDegv3vPshWfveRHh2Qsf\nPwY+fvR8+uS5Xj0pWT26Wfwv5Jn9vTIt+EDY6vubC75ZPrP4VjzSd5Guv9eS3z2DjRIr+1oOxS4b\nDVaajsD2rH45mwmr9xy32800tdZDUJGdSuEqILAsK/M8s0wz8zwxN/d7nuc7QecVGclqDbwcJK0O\nLD7x3th49c7Qq61bTq3VKOJb4PLV2luEfwP8eoz4r5YWrIWqpWUJCrVVHToyIiZFPvSZ0ylzOmfO\np3TwjjhUGf6hAP/PDmoinx3WSMyBb5ZxMXBUUXKn5FFZH5T1rY3ljYlnbH3UZavBrw5XhCklnteZ\nz+uNj+szH+bPfFw/8zE97f3Pg+8IofVCDz3RO5SWjw4doRvo+hPD6cTpfDJddi2kWnD7l9pmH9Eh\nUL2nDh59FGpqnXZ5DXbgbvUb2cdmh06YzmYC9Z7Ve1688NF7Pnrhg/d8EAP7y4vn5RrM4iePEojd\n9jAfmjHsm4CzQNzRdT9afGeR8hgDXd8xDPfhOLLi7p6Cc03JZqsrb0cB19btl+WOYPbXmsiZrd1G\nnNnorbD3NnBG395Squu6Mk8Tt+uN68uV6/XG7Xrldr3tlONaD0KWbSO4n7EPVXHttT2SvwX12rrW\nSt/39N2A9NZPr+sG+q6n73sj3SzLHfDLyhJXYjSFoJxT68CToKj1D6gKLuP9QgwL/bAwnhYu54WH\nh+UQB7kfkbaCo9/n9dNb/O9c6+HgTKpzMSuo1VGlUrpKOlXSY2X5qjJ/XVm+rgZ8NeD76pAqeDVh\nxuk58/K08Pn5yvv5ie+vH/n++QPfP32k708M/anNlb539H2wqLCTg6s/0A8nxvHC6XxhLZkl27lA\nN3ZWae2cQqSGgI5bqyx/KCqFXeCjnTn3mo226bnPtF5h99eq9yzBc22g/8Z7vvWeb7y59ssaWFbP\nugbWZF5LiIGtF8ER+FtXlvsZf7P4slsSJw4fPF00yahx7DmNPeNp2CP9bBH/FofZI/7y4zMbZXVj\nwsGBJad7vf7OY1ezjDthaquLb8BXlHVdmKaJl5crz0/P9/H88iotp8f0nOpeARcPctexyV8f/7ty\nSOdptRJba5BhWoR911uJ9PnCsiz03cqyWqpvjStxWVnjwpqsAYmkBVBqy+iYq5/wMhPjxNDfOI03\nHi433ryZzIv6Mv/fYjC/z+unP+MPNMpos/TPzmpkqqOK2hn/BOuDsrwrzD8vTH9UrNBmk75S2YdU\nZfou8aIzn+crH8sT390+8s2H93z73fecTg+cT4nzuXI+CVUDIj1dNItvrr4BvxtGhtOZ0+UBWROk\nhCbTg5OaoHgrR40RjYEaPRo9tRNqFGpsu3Rjuu02b7P+v2r2dmrHlCfgGwe/dKj3LN7zEjyfvOc7\n7/mL4PkL7+1IoYGqHtVNYNLc9F2ncAe+a26ua0IQLbh34LDDF65+HxmHjtNp4HwegePP3jcBY+65\neyXcce3cDvp7kcqRIaeN/G9xEqqizR3eCYJO9w3APkJlXVemaeZ6vfL09Mynj5/4/Okznz497Vb6\n9dBmuTu63gphbG3FMV3f3fXtv8jjG9nH08WeOigiga7rOZ0uPD68YekWlm6hWxa62LMEs+JLiPhl\nbp+TUmpBJKNYcA8y4hdivNH3z5xOL1wuzzw+vhxSnq2G/0D++X1ePw3w/8V7kY4GZ67vCjw7GNld\n/ipiFn9U1sfK/K4w/Txz+5Ns4pcY8IO2bnRa8Vq5kXiZZj5/uvG+PvHd9SO/ev89v/zLb3h8WHh8\nLKwJag046QmxMlgXDZwEfDxY/NOF0/kBF1Z0MdpPritr8cBq79MH6hipp0A9efQs1JMYh+DXXWqZ\nAXcT3AesTdOzw/3Kwf8p1NBc/eD56APfNND/k81ljeGHc9yi8fdGJMeGJMELYU/LvS5gseCeNOB3\nDGPP6TRwuRjw7XJfrO/n0NeRaLvXBvqqcge/buQY8xq0YBTpvYqt/VwrYz3OirIu627xnz4/8fHj\nZz68/8CH9x9/cE7fSDi1VIZxYBh6hqHNh/vdS9A7+Ld1DD2n0QKHXszVP53OPD6+sXx+t9DFhRhn\nYugIsSOErgHVPI+cM6uztmh3i38E/mcul8+8efy8p22372jz2P4ggK//R+MdK+h3UD9hLr4HvUD9\nuXl46y8K69eJ9KawnjIpFhKmT1+0kDU1l78itSCakOqZbzfqPBHXmcu68lVO1JqJWhlqoc+ZISXC\nslLnmSlMqPSIBCKevsBprdQ5464r4WkiLoluzdTV6LisCVkSfk305xf8ZaKeE8tZ4eZZzx236U66\nOFJJmyHAPQuyNGvvHdI73IODr4QnL9y8J1kxOtF7Ru959NJy5U2uaUultQj8pvzixd2lnr60+iLt\nz9y+Pp0841gZxpmhz/Tdja6JRRxBvoF/d/1ze/8ZK28ubu81t6KYno7N231CdyBv/4N672nQYo7q\ntsi/JePUWeahix1D3zOOJ86nlbTkVl58ING0VJuqaervJcXHngApk3xqZB/dST+2gfmWanR7rn9N\nK8sycZuudNdoZ/p2tl9XW6e0krLJf5eSKTVT1YJ6W3UeGlEd24YjlNJTyoWS31qnI82IFLzPqJq3\n4P2xCc3v/vqJgN/koxX0BeozsFiqzF2a1uEI6V228aaQxkIKlaTW9dbVbFr4pVp74ZpxVaAY8HWa\nicvCJa3Ukom18IBpuLmScWnFrQtlWphkYnYdEaGvymktpDlTbyvuaSacr8RUqGuGlHFrxqWMXzMx\nZdx5Qi4T9ZJYLsp69silR251B7w9wO6ek1WQZ8HNFph0IshgwHdfWfR+EiF7S3ZH7xlFDPgHrba9\n6cIGftki+D8yy3ETsKaf2/p0rpxOhWHI9H2l65QYKyHo6/P9xtXfzvjVIUv7PSZn8+xwk1n0LKa0\nuzjHzcHkHJO7U3B3qevWFnoraDnSvA77DcG3OvZ+sIKlSza5r4oBcVlY14XFrbadNHXaLXhocmFW\nRedzwads38uWRXAb6WhLpTlUK6VkUlqYl4nbFAnBt4KdY0rP5pzvgb1S79H8vQiKgOqIqqfWnlou\nlLKS84rohMiMlwnVGZEJkYrqX19s869z/TSu/p/fdeNrsRy8VgWP9bYbga9hvWTWS2E9F9KpkELZ\nga/FQK+lWFVecdDq8tfrFZ0numXmkhJdzjzUwoqyamUtmTUl413LzOoiSSN9NtDPUyZfV+rTBMMV\nP56IyQQXSRVJ9tDEVKzy7bJSLolySawPSrl4yq2nXOTgAh8osO0hkycxkNT28A+CexDc6vgsBvzU\neKpRhJM43sg9fXbXjjvISrUgXtjm0IJ6R0svd8BvHsJpXBjHmXFc6IeZrl+I3UII8z2S/8Uszt6r\nFPs95FmQZ5vdkyO36H4Rx+KFqwjP4nj2sotR7PNhrfpFzr99dohrlGXT5V9PhZwrWhwOzzRNhDDh\nxVSAai3klOxB20VF2lEjZ/KWjXD344+4ezBt24gUbcBfWeaJW/CIo9XSv66r39fZIvulZLb+eHul\nv0aqemoddlGPnJWcK6JPiDxT5QmvT5jy8cLrtnO/++undfUBOkV7hQ7oFQa1uYPUF1JX2lzN1Vdz\n9Wvm1dBsGm41AbcbTBNxWYhphZIaZ7byXAvPOfOSElUWZtcxaeCleE5r4XHOzNeV1E1oP+C6gRAH\nKBVyRbLicyVkU9Ltc2V+UKYHZb1VlkmZJ2GeOuY53plxr4gZ7eF6Ftwslor0ggyCPDocwrMTJnFk\nZ95AdI6TiN37w4PqZY+kyw52U2yN+7rxxEX2gNEd+Ab+cczm6g8Tff9M3z3TxWdifD7k8O3f2kHf\nXvNH4H8Q/AfBfbD+9s57arBA5TV4PnvhY/D0Q99GR197enqcQNB7/n+z9tLYfjSSkclVFU6jWoxA\nTV47eOMcAJRaSCkhstozp5tE+EbLFXLOrd6gVSeKN+vfNtfQaMeoHiy+N+qw2pEhH+i95km0Y0Rr\n81VrNotft6OEA3yz9jZKsZGzIPUD4t/jxaNaEVkQeeF196nf/fXTWnwH+lbvY1R4UPSN3a+usEol\nOes1l9zd1S+pUpLJO5eklNaQsqRKf71ZA4tloUsrfcn0tdChvK+F70tGk1F4i85MRfiUhIeQufqV\nxU8k31FDh/OR4LtGFsL0+yq7qmwuir541qunXoXl5nnexnwsbrkzxXbLMgkyW8mxiCBjq5ePsrvE\nuR0RonOmQ7D/HfKDSLo0ixi8N9ZdCDv4Ywh3wO+ce7cDfxhuDH1hGGaG4TNd/54Y3xPC+9fVdc06\nulZm60Wsm+ws+A343wjyjXCNARcDJQSWGLjGwOcQeB8Dp/PI6TySywmlIAIhChDZKzicHjT07HOM\nzeKXQc3Sq8e7juB7RAzAtVZy8+i2oJgeLX6p5Fya59J68jqHWGO9FlSzz09EUMzVX9PaPIBCKemH\nmYByTwfmvNoZv/yIq68R3Xv8DZQykHNPzj0iI6LetAl1RuTZ3sMfhsU/AP9PmhLZWK3s9VzRnyv1\nT0wfLuXK2sZ2n5KSV2vgkFZr1Jhac8q8Zh5uN7p5Ii4W3Htsrv4DldjOa1NKfNKFWj23LHwKjres\n3FxgxpNdoDrr4BNc2PkCoVrzh1qb3rw60rXjNvXUW8cyCy+z5+Pc8XHpd8C/ciVbOk2K7MN7QQY7\ns8tJMAazI7XzbjzOm+t7cIE3d3ir9IrBKLfR36Wbj9Z+A744O/f3nW/lvxN9/0TXfUeMvyKEX/K6\nwca90YZ3Hu8EX/wOfP/B478V5C88sYu4LlK6yBIj1y7yuYt86CLrejGLSG2g93RDbMw2i3467pTf\nLbJtZ3y1Xge7pe+JcQAw9z4bsSaGCX8gEt0zCsWCkIejhFnY7d/cgqKmIaiqlJpJyYFWSkmktNwp\nwV9KlKm24J51//nS1d+Ce1ov7Xx/oeQLOZ/t89WClwXVZ0Q6RNwfBvD58xZwca0WeqwmeS1KvVTq\nLyrlT5V1qqyTkm6VNJkrnZKSltq6t+Q2b40aW7PG65WH5uo/pJWvS+JnWvgaRauV4T5pIhZPScLk\nHZ9EeaqOaxGWKqTqqFVwVfDFuAJ7G2S1ikEj5gi36wmZKvXmmOfIy+T5OPd8s5zuANvB8ro8lXFj\n+gAAIABJREFUdSPTiBd8vIPqyyu2AXyZUXuVZYvBxD0M+LHNoVl82XP497UgYr3euq7QxZmu+0wf\nvyd2f0EI/2zn9x9beW18/yAeXzxhEvyzJ3zw+G888v8Ise9wfU/pO5a+49p3fO47vu87UlmpFJw0\nxdwhUnJPq9BpBP8j6O8eTdcdQV/oYmHoS7P0mWVZ6fuJEOLuBbx29SvW3tEuL0KplaCWUdg4DZur\nr83V1wZ6SRYX+cGHv83q7sG9cojqfxHcq/pIre8o5R25vCXnt4googsq1+b29+09/AG4+v/0oClQ\nxcpt6wL1RdFPUL+DOtIq6QrrahV1y9Kq6RbIWagl4FTwEoih4rAa+W7xuDWguWMtHZMOPHPCy5ln\nOm6uY6Ejux7o8HR0rsNVIVfHVIWnKryvjnMVuuqsN9+XbaubtPSHhxMvlxPz5US5nJDLif584nI+\nvXbxDy7/vbb9R+aW77uXjm4VZk1MYgPFlvd6lTuvh4fMCkLMleUL63kfXgRHpJaBzAmtD5T0Br98\nRfBT25i2qr7DBuA8chX80rwWZ8cUPwryKDwNwjIKOnjiCJex8NWwkMfMeAqcLp5hsI2kVGGeHe7J\n0bWjTSfOhEOc7K9NyY55a7Zj3pwqU1amVLleryzrTK0ZJ46uC4yngVwffi1X33tvtNxG6OkPxJ6+\n7/eAqRwyIFtA9V5/ofsaNRXiqk1muxk3q/RLe1B5nlfmaWHqZ/putg03zojkJv4SETkh8ojIV4hc\nfwfI+/Xa/D8J8P9ZbzujgkliF4cugr449KOgo0ODozRRg5ISOTuMJWsCiLU2q4s9yDGYgEcXIKaI\n5I5ae5IOTA30Gi4818BNA4tGSjUGnNdAVwNOHaUKUxWeq+NDFXq1qLvx1X2bTT/eUlvC88OJ54cT\n88OJchmRhxP95cTlcvpBGu8e2f/ydXd/neMDtfHO77PbzvqviDOu5ZzrF+C/j/ZP3oOLzsDqnYAa\n8FM5kd0jq3uHY8a59Q72LzYAcYK8tHRebRtJ53AnhzwKn0+V+aTUk9KdKpdTIZ8y/qSErpURd1bV\nV4owLY5UYVQ4qXU36FQJCr0qg5rO4FpAi5IKTEV5KfBclGm6sSwzpWQ79nSR02m0WIH/4phyqC3o\n+84CjX33gw3gValyOKy9sPUPvJ/1jbBTGl8g5/acNx5AyrmlHC3tOM8L07TQdbMRgOKEc9n4Ay4g\nMuLkAXFf4VqQ8re7fgvgO+f+M+DfBL5R1X+pvfYO+G+APwX+KfBvq+rnX/d3/JOjipAIWlpDimeP\nfvQQWnMKXaCuzbUGWlGMHZXuQPRN121r6NCVDqk9lZHVnbjJGQ0TKd54KibVvRQhFxPy8MWkvZw6\ncgP+kzq6aq+len/QndtEKHwjeXjmh5H5cWR+PFEeRrP4DyN6GQ8f3N0h/MGlX9y08tTN7d1TUI2N\nZgE9e29HiqyjHUNUMGtvw+1W/wvwH44gqpFSBrSeqfWBWt+hdaXWcrD09/r8TYzDXR3MlpJ1zuE6\n4Oxwb+B2ScznhF4S8bxyuWT8OTGeM9pqGipinP3imCdMmrAWfKnEUtFS8aXS1cqpVFa1oixVR1KY\nq+NZHZ8qTQxjJRez+LGLODcSu3APiLqNC3/3sqyFdQP88Br8e8+7xpsIh9LjvafBqxr+ex2/a0e2\n2noepJSM1z8vzP3SjlUG+Bh6go84l1rbL3vvzj3i3NrYjb+/669i8f9z4D8C/svDa/8e8D+p6n/o\nnPt3gX+/vfaj12bxAVNiqAG3BHiJEFsL7DXco8YOxFW8y02lR9uuHfC+ddfZmm1IINYe0YHKzCpn\n8BM5zszdxFOCW4IlW387EvgEXbYHKqswq+OpgT6rbQTm3h6s3W4FPeVxpDRrXx9G5GGkv4yEy8jG\nCNMG6Lt8c3PfD0owVD24j+DcZrktMrwpw+wRfW115Vv1HEdq7OHv3RhwHNz9PV9tLmzOgVp6cjqT\n8iM5rU0xlj2od1fhuX8OvCgsQAGVlpY9KbyBcpkojxN6ge4hI4+V8bLy5mFmScKyCktyzKtjSc7a\nf62K5EyXCkMywpTPmT4VTilzc4K3TgxkJ0wILwifkVboYwU/4mjMQ8/A8Nqz2o5T7XP4gcUfjBm4\nA39raHlkTHrfVHW3kXfZ7JyFEJKlArlb/Jyaxe9W5tmovl03N9BPeDHgmxcXcIzgHnGu4vhh3Od3\nef1/Al9V/7Fz7k+/ePnfAv61tv4vgP+Z3wD8u8V3OO9xJeCWDvfS4ehwa4e7dnRBiAFiqHQhE4O/\nvxYFIeCkw0tPjPchLDh3ospCCgs5zki/wLDwvFSuS2VZK3kpsFT8UumWegd6a4Wd1TGp8KQbCWbr\nwBL2dQgeuYzIowFeHkb8ZSReBuQyttrwuhemHOetOETr6/XmOm4W/w78u5DjsXOvanNlGxd8c/Xv\nbj4cz/nijmf8FkzUSMkDazo3d9RiKctycPOPwcgGfH2p6KLWIksU7RQ92e8c3gTCI/g3hfg4M74p\n+MeF8Hjl+eZ4fhGeb45UHGWGaVJebpW4JMZlpawJFqNW92vitKz0TbNfRUgSmMXzIp5P4l9ZZyu5\njbuFPlAD7s9eu98Av3W12az+0Hd3iay9LuIuobXp4m8qPSllJGWcSyY95ozAVavl+1Oy8t1labp9\ncQN9j/cdXiImJQWOCIy0bqM4/naKbf5CVb8BUNVfOed+8Zt++GjxnQhSPTJHnPZI6nHXAel7xh6G\nrjL0hbFPDJ1n7B3ag8NSO9DjZSSGkb4fGfqRwkqVRPUra1yp3UoZEnVceZoTtymzTJkcEuoz3mU6\n0g72WYWiwozjWYWo9/z4sY47eFv3DyP9w7DP4WGkvwz0l8EooptkczXd9lfVY3sjRksPWvXWxu0/\npKBKvjPBtLncao1DhaZjhWIdgH4M/FYBfwzyOdeCZ2L581IG8npinjPTTZkmYZriHexODh6Pgb8u\nlbqYS15dpXZN5TdUTm/h/DZxejMT3znObwuntyunNze6T8YFyBVu0/9L3bv7ypZla16/+VyviL3P\nOZl1q25zb3dbWDz/Arql9mgLA6MlBAIhHDw8nCsQBmBcBwkHoZYw2kEYgIRw8DDBQKIlaGH0g3u7\nqvJxztkRsV7zhTHmeuydmUXSdZUiozRrzrX2PhG5I+KbY8wxvvEN4UfNS+H2UujmhWVaiPMC04KZ\nZpp5pZ8XvLFoaynGEqxjspa7sXyythbdNDSqEV0B52jqPcq5LHh7b+U7eIB+s/Z+B7/ba/ffdLV1\nttbhyxA5raPM2W6SW1CzAXLGX9YVv6zMbsHaBWvmHfRaOUSGSiL/0NVAcgP8PMQ2f+eB5Gzxjdbo\nZNGLQ4cGM3Zo1WF0x9AXLl1k6AJD77h0lhLFshmtyc6h8Gjd4dxA6y903cCqI6sNRBdZm8DaHim/\nx2NhbFYWt5DsCnrBsOLzAmhSUUxopq1bbm297bYP3dl97arA5OXacr12lEuLvbboS0tzbblcWulp\nd1J12Ud123PUu4ZcihWkBXTV9j8sfqwWP9QzeaYYaRPOVthyiuqfAb9Z+z0JcKalnix+Ti1rSCwT\njA/D/eF53Lsj9VdJO+frlNKhVacTySfRR+wS794lzIeZ7v0D/0FxeZ95/2Hl3bsRZRUxwbgUzIsQ\nouY583LLDI+JZZxIjxnGCfuY8ONM/5hovMc4R3GO4Dyzd9yd55NzXC4XUEWaj+ojuHe5DN85/mzB\n0lKKgP4E+NfAdxXwtaFllcO21rIsK9auWGNYTqAvpexio9v1HtVfVha7YN8AX2vpD7ml7UpxCMOv\nqZ/n/z8bavxGKfXLUspvlFK/An77u375+vhv9nXzxT9L8+FfrGfdRCkr5Bl40LV3uu5G39+4nMZ1\nuNFu3PJ2pO1GuranbW80vkfHhCkRFxJ+iqyPRBwT6yPSTCvdFOinlWlamaawz1goVUyz2G0G7KFH\nt7n353XXDbRtj/U9SvWkPLAsCaXOFn5bb+IQR4PFVHuu7+uYCCFVHniunVqOQBJKi+56DTJaIxuS\nqfl6aWZharBPIuExJshSBptiIZmE0ZFVC7Hn8RgZx4lpnERFdplrwcv6epNQr2dhqh1SVVsAMpfE\numbmWTNOHv/ocP6KdRK1nsaBGAcUA84NDP3A89NAigPP7UTXjth2orQtS9PyaCc+tg0vxjJZR7CW\nYsX6e2vpraVrpeOsr3qBxohs1XHMOefcDZvAh/cOZx1bExBUfd9y2XP+W8mQxF8q+y8E2bDr31zq\n60gJtBCYmsbTdS3rGnZB0K4d6Lpu31g23kZKCZMTJkWZc0QnmU1Kh5I8ECqrMyD3vu/x9Z//Pb7+\n87/3owD8Y4F/fgcB/jvg3wD+E+BfB/7b3/WP/5m/8Tf3dYqOGGcpmggrKc7EaEnR0bU3+u7O0N8Y\nhhuX4c51uHEd7rTNTNuN4t63d9q2p/UdjW+xc8blJDTeKRFvmfiSSC+ZeQ70S2BZAvMcWZbAMgfm\nJVI6KK6Oro4W6NgLYrZc7quiGHvB2SvWXUCtpJhYliwMvzfn+nzKy++A36z/3gU31f5s28jCAa9t\nmLUuUCrDTFdqrpVe67ZGniXrIN5KzoUUM0VFkspolQhqoxPLUWGcRsbHyDROzNPEMs+sy8y6zgdN\nd9PZO63PR5d0OsqULO/BPGv85PC+x7qE0XJ+ncaeEAYoA94NDN1ASj1aDzw/Rvq2w3YTpR1Z24l7\nN6K7lps2jMawak2uAp9eG3pjRCqsqY00awGSUqAq9+H7pMOVkm48zh6yZKqKo+aUSWygj+KMbbEZ\nu23MFdB501CXeLWxGu8sbesJoSXGuLMSm6aj8R1NI0eSjV2Yc8bGiAsBH9+MEJn0Vt0IWStWBauC\n6Qdkubp3f8Qfv/uj/fr//F//hx/E5I9J5/0d4K8BXyil/iHwJ8B/DPzXSql/E/gHwL/6u57jL//x\nQT9cl1Llrg3LrFkXzbIY1kXTdzeG/s7Q3wX0lxtPw53r5U7TtKfR4Le1b0m6WtY1k6ZMvhXyx0z6\nttQGhZE1SBfZ83WxkLtCcZJ7LlfIT4XyVPZ00OvWSLq6c0/AjGIBYrXMsNRI7FZxXr34fS2qrmfA\nH3MIFfyhWvttJNH5p1JLpZjE4Zyn8c3uhhtVG5NVi5+K9NRRZReslp27yDxN06sxzzPLMhPWhXNV\n3iG2qSrwa7+5k0ezHTc24DvnsbaT/HRlrU1LT1zF4nvXM/QD2vQ07UDfiRyVG0dK17J0I7exJT1G\nXmrx0qqkx4JRmkYrBqWre36y+DUjBOUU0DwHJ2vAcmt0YWpADmHr5SQCaokosZMsElrZGEzSRyfd\nnY9fU6ZKPETnRdQkVkuvlcIYK4IdpsHaBmcd2hw1Biom7Bpo15VuXejXlb6uX7SIqhStWHQFv1Y8\n/gIC/j8mqv+3fuBHf+PHvsgf/9FBP5zGJMV0dexrBV17rxZfgC/gf/B0veO9x/sG7xvctnYyF13P\ncgHKVKRn5adC+boQYqqiDYdFDUHqs3MnLaeyK0Ijfi7kD5n84eQqngJjGwlHvJRQGyeWSjQyxGjZ\nQsc7y+40727x1nf91M0lnK39G6tfFauqxbdYI8D3vqkCmge0RehTikckZcirWWSvEMXa0xCLL7Xt\nr0tyN6KR3nns58zF2bsRV19hrJNGGbXdcM6BmAdi6oEBZ3tUP9C0PZfUY9sO13bYrhNXv21J3cjc\nNtwQYWYR+JAklwd6kO9A4/BeWmdLAxIFRfgLR++AU4bG2NcZjvr3kSHXc3UpoHORxi5JkXTCGFWP\nN0eRzvE6InjinSO1dUOor2+dBPGkZfg2S2e8nDI6RNwaaJeVy7xwnWeu88xlnjFGCdirpFqp64f5\nQYbIj378JMy9s8W/3TL3W+J+y9xuGWcSRjoZ0nd3+u5Rgf/gerlzvd55uj5ELNH5Osta2hE5aRmV\nlch5jaBuCj4CX1X3rZ7djlZJNeB2zWSVSC6T+0x6zuQvE+mXW2DliAifr6WlUmSek+j2J82yWObZ\nn3LGb/u36z2q/1bZVTjnmyspoJd4wFnr/bWr752koqigruQBoZCKouVpkzmNXMgpsywC9mXZxsSy\nzDvwxcNQr9fVMsrLbPyEst9bllw72XqUcvt/Q4ygTI/SPdr0eNfTmAGte5TpKd2D0nWUR0vuWpau\nZX40lLbhXgpTKazVszC50JTCUMru+biadpMiJPmctjSm0fpI9W1tq07054M5KdWXpWSKzmQtJKNt\nk4iVw/9qIJwJcfVN1RZoUIin4Zyrn5GuRCsD+agBEYsfxeLPC8M48zyOvBsn3k0TxShWoxlrz8Bs\nFItVPMzvb/J/EuD/8Qb8Ap8/RT51gdZHnJFusyULTbdrHwz9Nu5ch0e1+I8jxbK3bKrptbqDq6zR\noarC3BT6o0Z9/T0fVj4+tBQTiURyidQn0lMifZFIv0wi37T/O1Fu3cg491tEKfmirLMhJce8NHtE\nfCtpVa9KWvXrtN4b6xH3wJ7kgOMe3BO1mcPVt69c/ZxEHTZX1ptEsKFsdeI1GJVC2gknKSbWda5j\nYV1mlm0dFjYfAs4BMrVbfPksy7Ed1ntrta5KGUBTsiEmTQiGpu3xTY+vwPf1uml6lmrl165heTSs\nrWdpG9a2Yc6JOWVCPRKZnPAbw29v2LkBX5R0zpZ46y/gnd0NxlshULbvBbkG+bZMSPX29LFB7F5c\nnRSgqn5hKZUxWIVHmuBpWyFFHY1d1LHOCRWTWPx55TLOPN8nPjxGvng8WI3m4RSfjcY46TK1Ws34\n87H4W8qiMPQrbbPg7YJRCyUvpLAQloW+e1SL/+AyPLhcHjxdR56uj5OrdrhuG6PMaCOqu0FjatWY\n+agxX+lXDLZXs0ZaHhOJLhL7SHpOxC8i6Q/jXs65Ba9S3pokFJQSS78sGpRUmS1zy+PRy5nyXNFW\nOePGmB3k5RXfW87H56NIqhvAFtUvWSy+rnRla9x+zElRsgKppKr3VnbKaNwJJ9LjPYZwEFDWhTXM\nhLAQ1kXmOuo7dJrVm3vf/9gsfSmOnBti8oTQsK6eSxKL3zQ9zvUMXc/l2jFceu5dx61ryY+WuW1Z\n2oZ713DvfGXISSvqEiI6Rpoo7L6NUXm05v4ei2+0lCs7W4+L/tXmm1Itod08Jba0KvX8fjzf96oL\n17U1klUxWgKHyZf98wtrZl0zYZXMR1nz7oGqWF39zeI/Jr54efAHtzujk/LxxmmM0xQnwH+4n4nF\nj+GQ1y5ZaqCtERHFrmkZukgcApfe03eGrlU0PuNcwJgZCYJqcnbk4ompMv6UQyl/VItpLQ0uB415\np9FfaqGvHq9ed2mZy7uF8rRShoXSrRS/UKxQZ3OBlCyhFgvJrAhRcbs987hfGB8t0+SYZ826FNY1\nINJJh7U/r7cg30EuOai9lI1Pb5DYj3yJjEk1WGaFMotE7SVWEcmxBgm3OW0BN/ZA3JZaPFJxiaJK\nLTW1aFOwHpqkSckex5TqCyvOLn8A4ps5oFTEmBZjG6xtMWZF6ZaYI6wJHw1NsqRcc9eqiLa/0VKb\n7x1N9MQcSSWxVbOvy8K6rFBW6Z+XM6FSYVFbr4DXQytd40C1D733cu1kzt9z1No2d1Xdd/XquyIf\n0BbkPYbeNwCtE1pllM5onXEu0TQZpSroFwH9uibWpW4CLtOx4lRA20SxhuB7ptZy7wdWn8AlvM9c\nXOK9z0wukfyPK+D5u//HD//sJwW+5JgVCovRHmczbZMZ+kyOmaG39K2ibQreB5ydpSBHgUgXeUS0\n8PXQSxW50ArdaMxFo98p9Lx1Z9i5W8e1Kuh3E+o6oQeNbkH5hLYB4cwbYrLSwGJraLHIfH955n6/\n8Hh0TKMAf1kLIcTvBsa+EyR7wx9H7dZEK+kDvVmObHJtDuGPnHORzTPFTFhjdfHT6UtcK8i2oNuZ\nPbin4oRzIN1qTf0SCJuvlHQcUfbI/vnvmepIdcz1eqbQ1s9kpdBRitSmL2uhCZaYHKk0FBKovKfB\nrD30/VMWYG5WdtqksGKSasqYWdfANIk24H4MYVuLX77HguwRG7L13vcdtbahjuZ9bOzHfX3K8Lwd\njU+ib9AIUJ2r174CfhHAr0tidXIvuESnFc4olFNkb1k7xzQM3C+K1S/gF1yzcPELH/xCahLG/zgh\nzr/7O372kwA/rMfL5ASqCHXUO2gbRe6ADJde03WFtol4N2Pto54ZRRNfZIl7UTDJh5KJnpW009Ia\n3Sj0RaHea3RWbDTYLQh1JNsy9r3DPRnsALZL2GbFWYVVmVwcMVrWtWGaPNPcME2yftyv3G8C/HHy\nAvyl1OaJe+IMdksp61eMuO0IUGMAgADMUJl1R0jROV9jGYfFTzER1rAfG0oWQdJtvXWsyaVwpg4L\nnThJj/rNPTYGrYsMw+tOuSf2nmjzG7TOKLWgdEKrBaXvaHUjhE56y8W1ctkTIVQxleiI0ZNyW7vn\nFKlD3yx+cnKUOuXGd/27kFjNWr8/mbAG5nlBRFJUfa/qXGQjkFiQ2+eDivsG+CW/6sKz9/Xj9VpV\nD+X7htYwDIlhSGidaHzEuUTXJ4YhHoDfOjb7ugm4RGdbvGvRbUPuWkLfMs0NZm5YmgeleeCbB0Nb\nSE3ANIm++f0VeH8ai7+eXP0ktFOjDd5akjfQGTSaviv0XaBtZhr/wFmPPln8lDwhdoRwIYRnQngm\nhmdU1arXWqEahboc10dXl1zZgpmtfVPzTtM8QTMkmnYFb9AGAX5WO/DnuePx6Hk8ZB4fPeOjYzxZ\n/HURi0+ttJM/9sjhA7uu28YANAaU5bD+NVe+eQGbm+3cISypijTcFA25+DpgKT2692uRCnvt7uca\nt5AGmEpoyE7hnMI6hXV6j5u8EuPYevDpjNZzXae6vqPVR6ZpYZwC0xSZpipEmQvSlqAhJknticU/\nufo1Ip6Lr2w4tfcDzDGxLitWm5oCEy7GPC17R+KSqe3Jj+st+Gu2nvSn9U7hPXMRsnhXh5hJrgUz\nlUatzq4+r4FvqFWUEd9EIGJdpO8TT0/xFeC9q8B31dV3Tzj/hG4tubesS8+0PMHyxNJ+gtbg2sKl\nXTHtSNdmntufCfBDOFt8hyoeoz3eOmg8Rnm8cbRNFIZe88D7F6z1u8UvxZCyF6uyXFnWdyzLB5bl\ngwA/ywfCBnwNqnktVJHPohUk+vfQPSXSZaV0E9pbrFWgCrkoYnQsa8M0DzweF263K7eXC9PkmUex\n/vNm8VexRBtL76zLtqXX7O5+Wkp24FRNOZkK+lMW4ESZ3TX1X1n8DCXshSgby+wcNzis/Wt3P+Uk\nnYiswXlD01qaxuDrvNehm1NV4h5QXTD6VhVqEtpU4OuP3G4r9hZROhFzQq2FlGFZFSGK6EfK0jQC\nTq5+sbtXpjV7Cs5ZS1gC0zhhjPztabP401JTk3WDS5tIhqxfBYDfrPcuOqej0NZs86xrwBZpUFXn\n4Ax8s7n9slYq0jSBYYigpDNu18UD+D6yzInGJZYK/MVlfJNwwaLCQA6GdR0gvCeGL8mdoXQF3wVs\nN9J1mtwl0s8F+GeLn5NHlQ6jW3AtmhZnWpJr8U4svfcveNfhzsDHkFJDjD3LemGa3jHNXzBPvxB2\nR5JdmEYi9niFGqhgr9zqfZb1+i6RnlYYZnT3EBAYVYN7qp7xG+apZ3xcud/e8fnzM8ts6tDM88ZA\nFIu/R+q/R6nFezmLF19qrlcIJqWI+sym/Xb+shpj98ixrscG2UhSJZH88Pv+FvCHxU+ghNvuvKVp\nHV3v6XqZtypEmY+qREmZ3TGmqZTmhDELxtww+iNORA5IKTOvBf1QpKJYVs0aemJaSDm8cvWNUdhi\nACcegD56+nlnmacZ74SarIq4+msFvkTGiyggx20tKdC3QqHHcUW/aqu9RfTfAr9sszoJnGyW3hxW\nX5qEQOMDl4tkTSDgXKDvA09PgWUWS9+4yOJkvdiEtwmVLDpe0CmRo5XNMb5nSb8U5aIu4PoR23ts\nrzBdwvY/F+DvUX1FyR5osXrA2IGiB3A9Jfc4+8C5F6z9iLOdWPyt73ox5CQWf1muTPM7Ho8vGMdT\nRfBW0XjW+KudTba+5UcP80h8XuE6o4YR23kab8lWwRtXf5p7HuMTL7d3fP78oUbwISzs6w34BxX3\nIM3spKG4pea2VJMhG1uTDVsFnXlzPpWP6CzmUUohlqN6a4sjvJ23AN+W4pP3Iu9nWW21AL/z9EPL\n5doyXJpaiuqO6sT63yKFMJ+qJ6axNmHMjDV3tPmIMomYhbp7ewgwUlbS5TdOxLSSdlc/H2d8REt/\nawPmkq3UWM/jPuK9q00zqBY/Ms+LpDwr/2GjOG/rI7C6xSaOYOXrqr23pJwMpAP4JLaNQEDP7t5v\n19oohj7w7t0qLbJZxeL3K0/PgaWpFt8nvIt4l/A2sthMzgOlfKifjSXmnlLek/Ov6IeI6Uf88ELf\ne/pB0/WJfviZAN+5U254BWKGdYVlgvWOWhtYG3Tza0zzFab5iG5vqGaiNEE+hiQyUwqhPhrd4GyL\ndz3UlFIVqJZ1vVeyIRdNzoZS51wcJSuaZsS5m1gwPGRDioq4QlzlPzGssG4AXwrLDCHI/RiFxJPT\n4dZLekdjamBPG13pnwXX1EaXtnZsUfJFSzmiiui8axJFqIh1HDnlwn4pLDreZtbr5rDHE2sk2lbV\nYKxE003BNxbrdKXWFgqJlEPVjdviINsmmUjJkpLBmkRMGmM8Ng4Y+w5jfoExK2u4kPMF1IAxF5y/\n0LYDw3CRnvNa3OxlCYyPic/+htYbyPNRwHTixH/6+JmXz3ce95FpXFln6ZuXk8ImRBg1K3QCXbs0\n6VzAgXIJfAanwINyCtwR9NysfHnj6pdXrr58DoUsG4g5ufea2goMfvnLwBdfRJ6eAkMf8T6iVW3C\nERTr6lhmxzzBNME8wjQqlPoAvAOuiBBHg7SYYmcWComo1gXog2fw+zx+GuD7A/gqJEjIhg4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lc4VcFtlp/9OLC/XlG1MOmNxa/pxrCeIvmVT5/T+fkrGeqNxTfVEzr3qhcdPYUpYvHXIq5+LtJN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"text/plain": [
"<matplotlib.figure.Figure at 0x7f9b0472def0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Pjv5Q6PeOfucYtkK/dRXsyfCxjcnqY51RSr4C/xH4dV57DlC5+l3qb1gtGU/V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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9b047a8940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visual check\n",
"# notice that the \"mask\" and the image are reflections of each other\n",
"# so the change in channel shift caused other changes\n",
"plt.title('original')\n",
"plt.imshow(X_train[0])\n",
"plt.show()\n",
"\n",
"plt.title('image_transformed')\n",
"plt.imshow(image_transformed[0])\n",
"plt.show()\n",
"\n",
"plt.title('mask_transformed')\n",
"plt.imshow(mask_transformed[0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"ExecuteTime": {
"end_time": "2017-03-27T01:34:33.423856Z",
"start_time": "2017-03-27T09:34:33.413348+08:00"
},
"collapsed": false
},
"outputs": [
{
"ename": "AssertionError",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-69-bd8b06baeeb6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# mathematical test of equivilence\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mmask_transformed\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mimage_transformed\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mAssertionError\u001b[0m: "
]
}
],
"source": [
"# mathematical test of equivilence\n",
"assert (mask_transformed[0]==image_transformed[0]).all()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (with sys packages)",
"language": "python",
"name": "py3syspck"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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@qilicun
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qilicun commented May 23, 2017

'mask_datagen.fit(X_train, augment=True, seed=seed)'
is this should be Y_train?

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