{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Derivatives of a TPS" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import scipy.io as sio\n", "import matplotlib.pyplot as plt\n", "\n", "from menpo.shape import PointCloud\n", "import menpo.io as mio\n", "from menpofit.transform import DifferentiableThinPlateSplines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by defining the source and target landmarks. Notice that, in this first example source = target!!!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "src_landmarks = PointCloud(np.array([[-1, -1],\n", " [-1, 1],\n", " [ 1, -1],\n", " [ 1, 1]]))\n", "\n", "tgt_landmarks = PointCloud(np.array([[-1, -1],\n", " [-1, 1],\n", " [ 1, -1],\n", " [ 1, 1]]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The warp can be effectively computed, although the rendering will not appear to be correct..." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tps = DifferentiableThinPlateSplines(src_landmarks, tgt_landmarks)\n", "np.allclose(tps.apply(src_landmarks).points, tgt_landmarks.points)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to define the set of points at which the derivative of the previous TPS warp must be evaluated. In this case, we use the function meshgrid to generate points inside the convex hull defined by the source landmarks." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = np.arange(-1, 1, 0.01)\n", "y = np.arange(-1, 1, 0.01)\n", "xx, yy = np.meshgrid(x, y)\n", "points = np.array([xx.flatten(1), yy.flatten(1)]).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We evaluate the derivative, reshape the output, and visualize the result." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WDMbBePrdEayPPehfBF7/gmUA+nxE81wEzn8c7M0ZUgt1mmHec/vVOvcpnKUbg771eqcA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\nkRu5kaeZ3AD/jdzIjdzI00z+f+qflpxQGPeHAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "dW_dxy = tps.d_dl(points)\n", "reshaped = dW_dxy.reshape(xx.shape + (4,2))\n", "\n", "#dW_dx\n", "plt.subplot(241)\n", "plt.imshow(reshaped[:,:,0,0])\n", "plt.subplot(242)\n", "plt.imshow(reshaped[:,:,1,0])\n", "plt.subplot(243)\n", "plt.imshow(reshaped[:,:,2,0])\n", "plt.subplot(244)\n", "plt.imshow(reshaped[:,:,3,0])\n", "\n", "#dW_dy\n", "plt.subplot(245)\n", "plt.imshow(reshaped[:,:,0,1])\n", "plt.subplot(246)\n", "plt.imshow(reshaped[:,:,1,1])\n", "plt.subplot(247)\n", "plt.imshow(reshaped[:,:,2,1])\n", "plt.subplot(248)\n", "plt.imshow(reshaped[:,:,3,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If everything goes as expected, the upper corner of the images defining the derivative of the warp wrt the x and y coordinates of the first of the source landmarks should both contain values close to 1. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0.99240803 0.98853625 0.98459474 0.98059178]\n", " [ 0.98853625 0.98468246 0.98075813 0.9767711 ]\n", " [ 0.98459474 0.98075813 0.97685217 0.97288316]\n", " [ 0.98059178 0.9767711 0.97288316 0.96893276]]\n", "[[ 0.99240803 0.98853625 0.98459474 0.98059178]\n", " [ 0.98853625 0.98468246 0.98075813 0.9767711 ]\n", " [ 0.98459474 0.98075813 0.97685217 0.97288316]\n", " [ 0.98059178 0.9767711 0.97288316 0.96893276]]\n" ] } ], "source": [ "print(reshaped[1:5,1:5,0,0])\n", "print(reshaped[1:5,1:5,0,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sum of all the derivatives wrt the x coordinates should produce an all 1 image" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summed_x = np.sum(reshaped[:,:,:,0], axis=-1)\n", "np.allclose(np.ones(xx.shape), summed_x)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3HSFc65hAfGYJpg4VVw9OpueMHwtzDnFn5i5OMZMpXOR8zWxCs+uQ1tnoaffj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5Tfy6lfbGNSiCFrXzNZJc1M1UXBOQHPnTJkci/nPtxA/op6nux9bCmfpnPLCA6aYfPuIzwkPssN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\nWXiw3o6fZLQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(summed_x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and so should the sum of all derivatives wrt the y coordinates." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summed_y = np.sum(reshaped[:,:,:,1], axis=-1)\n", "np.allclose(np.ones(xx.shape), summed_y)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ckNAkCcPiGAZXgnjchnvaEIE3srDMD5JMWlGSegxCDGSBtGzE7fahThlfygevZZJT2Eva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ivTiXymbUXcyctpj78aE8qEETUuYc5KoJrSIJENwoeccK1DdcnYtgaITriYMmUTR0Y2KKw1\nHOO0koawuvEzRgEBPPRRQQ+VRLBim4px9LnNbP+Tt1lnOk4SA13UU0EfzoIQHY4GrlMHsEBCSmaa\nyDWNoyDhxccfmf6NNlbx8t8+zF/8yff5seOrnGQVIimiWLAQJY8Jwtg4zOaFZx+94WSyKBd/qYsi\nBqmjizmnhw8O38bTtU+yTjpGA51EsDFACeq8N0IPVaziFH/Ft1nHcfZwP93zXZeQRsIHcbKakxxh\nPXmM0U01J1lL/3QltlSEjPwpDszLlj8aY+RjJ7zQ/lzKAD1UsZLT7OYNfsrjOAhiIc5pVvIe26nm\nJrdwjAkxh/AiM2+Z76CNVmJYaXGcYykXEdF4l9tZxzFuUo2FGGMUkMBEBX1kMEMeE1ylnn3qdt7r\nvpMNZe9zPmMp1dxgnX6MY+o69rODHMMkQ7npzoD1HOPG8UW0FzWjlgpkWGdoKLvCUi6jqBJHt2wg\nUmSm076YLQ8doin3EqPk45vJoOXGpU+ck7/XgGAoijP8bilqhiG95w8AURAsKtalQZSDBiz1IeJJ\nOzVLrqFWCAzPFKHaZUQ5iZANxqwoUcWJ9paIpCgYW+IYKpPU7bjCBuuHvFxzL+FML/qoCKtByTEh\nKBpxyYQrFeLxnH/jlxsfQYkbSFy0YLJH0QwiySkzyGCqiqIlJKxFIciDCGbkVXFEzUqJNkiZrQe/\nx8PZ62uxlcxhuidK01Q75lSCYW8Bk0oOqXETxMCYF13gNkLaRUkQdYL5doJJOzjA6IgjuVUGn60k\nda8RY2kCnEEESUNyKUheBQXpY8f56DO+YAZzU0484izDF8uJii6sVXOUGPs5xSp00omvXiopZIik\nyUB/WSmHj2xHLFbBCOEsF9edtVi9UURNJXrKgaU1lGZWFoRocl8iioXr1GIiQZPpMm/n3U53VS13\nia+ylAucYRWT5Myjzg2Mk8cK2niZB1nKBc6eXEMpA/RZ07TmWrqopJcZSybWxjlCkmNBLRjAzRUW\nM0LRvFORb97gtY4VnCWClYssxUSCQoYJ4KafMnQETrKWz/EcE+RwitUEjB4WS2m7sXFyuUoDS7kw\n77VQTCYz8xO1lyq6OcQm+imjnmsLwa2HCgK48c+zMp3MgQSxCiNu/BhJEpu3bBHQyWMcNwHu5VUu\nsIxJcrEQ4zzLKGGInezDQoxOGqgTrnPMsZbt4js8yMuMkU/SZkyXO6NOTs+uo6XoFBdZxsjJ0jQd\nyxpFIoWCzGE2U8wwL0gPsbbiOK+c/DzNajuO2iBKjoxzIoxpQEXMUD9hRv6+yU0C1NRdpa74On2p\nSi51LUdMKXhapmnIv8wFVqIvASzAkI4hO4GYq5IxEGC9/AGv5j+AIOosXnKRkVNFuGcDKMMyU0oW\nbo+f1rpTdCTrOdmah/qhiHFdFNX7G005JgVrVggMQPLXl5XqNaNgwrw4jMGQJHQiA2FCx7w0DJKQ\nBriEweBKYPTGkKN2rIVBzHlh4uN20AXqsjqJm2V8eDC4ktgJkccYV2kA0mXAfiqJec3IRSmUiAE1\nJmNwJYgP2Tk3sgpPanxBBJQKmdA1Ea9nmjzG6NQa0oKi7Gh6tdQLJMBb7SODGa7pjSDoWApC9MhV\n9FNGJml3aWXSwKwvh+78alRd5tzIKkx5EVJzZmqsV5lw5pJCZjFXmNM9jJCHrqf18w5CnGYlSUx4\nI35ejT3ATVcNSouR5yYfT3dSZkqMmItIDRvRUyKX8pdiDSTTDE500KG27io3xRomgzlMS7mci7Wi\nuCSkApUGoYN+yrhJNSs5QzZTtLOECDbq6OIyzZxnOTIKE+QusB0FdJyEKEqN0ja1BnNemIRoop8y\n/HgwuhIEIi5mZzIQMtOmKw100j8vNCplgOR8QCijjwQ76GAxKQxs431MJHiBz5A734nYRxkgoCLR\nySJKGeBO3kJFoohhZvEyQ8Y8afIKKQxcpYEy+slnnABuRiikmCEW00GD2ImtYA4RlQp6iWOeZ2PO\n0kQ76BJ1XOffeRiPHmJH3btkZKb7DK9Th480v1NUNVZ2XeBbsRK2GQ4SwYp/wot9OEbUYcNX64R5\nZuZ/HL/XgBC94sKzyE9dtI2UMUVHeSNCQMPeEMC1N4zh9gRzFzPRUjJdB5swzUYQ7tKwaVHKBgbT\nFOcZK9kjk/hz3GRUTRPo9RJ530NfRTX767aTrU0h9GlgBNmfQk+KaE4Jsz1O0OLkmYkvE+l14dD9\nCHk6qSkT6gUZyZFEyNdIzZrQJiTCvW6EfB27IYYwJ2DIjDNqzCcYcuAIzyF2qCRMVlJBEydnNyBb\nk/iSGcR9ViSjgik/QR7jC12CGT4/AwEBTRbx2HykgmaGRstxFcxSmBhl8AGZlGpCTGqocRklaERL\nSogCZLhnQRdIhYwYM9MdhYkbVkSvgjt7hiIG0TYL9AWqQITLNJPHGFNkE8KJFhGJztgIZjgp7Rmg\nZNcQF7KWMHM1l4p4DwoCEio7M/dxNbOe17mHhvJL5DOCaT5y6kToS1YyFilkq/0ggWAWx7gFFQmr\nO8hiLpMZ9KPHROTsJIOREjZxGIBta/elPRnGinEZgljlKIGIlwL7EPmhcQZyS5kgjwxmqOM6oJPA\nxAxZJDEySjYb+ZARChknj3L6SCETw0ot11mvHiUU8tCQe5mbVJHAjIxCBDuRZARPZA5rZpB8DlFF\nN3688z0gMWq5TiOd+PFwnuWUMISRxAKbwUwcGxGWcoFmLpHJDEUMc44WZFTK6aOYQZyECOJYSFge\nZhMAi2lnNacJ4qSTBoI4MRHnc/yCGGY2cZg4Zi6xhFbOIqNwmSYiVhvLi8+QxTTl9HHP2pdRkLAS\nxUkI51AY33gGna0N7NL2MjmZR/nKm8zZrRxgG8t7LrHIepXuRWVk4IL/kHv5aPxeA4JYpXLy7EZO\nny7H3JDEUBcnFTfju5DF20/eC98j7dqYArEqhVokwxTcuFnLd899D3lXCmXMyIH37oAJGKisSWfj\nAzDtyeK9iV1IXgWhQEOeTZA8YUZ1yJhWxRjPz6N/sAo1ZAA/hPZmwJ0QPe2C82BeGYZhnWifK21Y\nEhCIjdo5kLgNW9kcZluE2DUHmWMBCoITXH+xCVWQca2cITVn4lxXK6moGcVnwFIYZtqTxdmZlWwR\nPiAvf5SfTT5B1JjuTciMzyAiMJCoRgrAqvqjBLkV37VcBAFkMYmxIIaSMjIyUYJP9iLbUzhrfShh\nA6m4hLBSAxmGY6WIFo3WVBtXx5oxeuKATin9jFJIIO5BylPJzhunaa6dgv82wuKxTrqmf4Tg1wml\n7KgI5DKBhRgzZC5wGN/kbh7npzTQyetz93JTr2Zx/mUeiO4hWmDlMg0odgnVJ7GCs2xYdAQvPooY\nIWY3c5NqAJRxI6JHoTO/FxNh8pPjZIqzNCqdHKqd4wC3cjevs5rTGElyda6BQnWU+717GKKEY6xL\nk5fHRc54VlBkHl7gSLbShm4W6K89xHYOcIT1rOUEfjxMk8VWzwFaPW04CC14FjZzmb/g+8ySST1d\n6SV9ajlyQqPGfoMD3MoWDtFPKTd9NQwppZQ4BtlkOYwPL3V6FxOhAiRbkg+lDWQySyNXqKQHFZl3\nuY2TrGaGLDZymGKG5+3bcqiie37lcw0BnSd5mslwLl3mOpDhIFs5xjpKU4M8E32SzcIhqh03OCBs\n4/j0elZbTlFtv47nQojUYTP/0voYf2T4V65tqcc9HiDXP02Pp4pTWSvJUKfJZJYetRI49Vvn5O+1\nymB4Lobql7FuCKIdlBCPCpg2JZidy4J2IAE5a8YJ2p1pEc+iGElMaJcllOctSN+JYXleY7o+C8NA\nCiVTJvmeCfloCuOaJMk1Bhz3zSKaVGxChAQmEgftRNsdGBfFca2aJXAxi9hVK7alEaKSFe0NEe26\nmPYnMGvpvMYgCCs1PE9PkrppJTLjxF0zhXpaZu71DAxNcexfCJB6yU5wkQvRoqJ9V4IsAesXA1ha\nQmg9BlIHLWhGkf/6+Hd50fgQfc/XoliNWJaFEMS0DbujbhbJ9Os9XuBKFqnzFtzVU9jXBggFXESH\nnLgXp5eKgfZsUkETttIAWkJCVlXqay5Tq13jnWRaMCMaVaxilGTKhD5qQNA0YqIJ43GdT937Aj/7\nxz/G/vgsclZ6e2Ik7f2gIGMigYLMQ/w7J1hHGHv6vKczCUWcaMt1QtczFq43v6mf+H4HxpoYwqJ0\nIPkqP2aQEp7kaWxEGP1JBdYtc6zNOUpEtHEhuIJEnx2rNYJhcRgbETZziB4q6Kec0Gk3lZE+Krd0\ncYo1REmXjAO/zMa6fg45PwWCjijr5DHGCtpoYyURbOgIxLBgJ+3wFMWKBz8bOcyv2M1u3sCAwmE2\n4cfDUi6gI3AgsBN1yLxwPQJ6OqdxMJPInItFS6+wtXwvEWz8Qvk8xksC7oYptlgOcIMa1nCKPMb5\nMV/FQYi1HOcg21Dmv4NbOYMfD1FsVCs3OZLYiGRTuIs3eaX9EdaVHOJB80scEdZz2rSKksAQb1+/\nF0HSyKwaJ+ywkXjLzpM1T1G4aJA9HZ/m+NUNbNz4Pv8757/wCL9k/JelhH0ONmw9SCJoJhUx8PDa\nZykcH2Nj+Zk/vLKjJzyKbFMIXfcim1M8VPoca3yn+VzHi2gpCc7C4S+s4YdZX02XeFQHF1hOkTTM\n8sgFXr74Oc6tauSz8nPU0UWPXsXFo63UhG+w+LYLvB25i8ClHLwrR3lQfnHelLKfiYFCwkkHO6t+\nhQ8v7wq38yAv8hZ34cdD6O0MRJeC9ZYg8zqdBYele/8f5t4zyo7yTNu9qnbtnHf37pxzSx2kVitH\nJIQQSAJJgACBMcZgj7HH89njcTw2zvassSfgsQ22MRgBIqOABCiAcmiFbnWr1VHd6px3zruqzo/d\n0/7mm5kfZ51zll1r9b+9e1W9u9633nqe+75u3uDwK/cwb14ryQUCV4RFgEq6OsXmxCF+dfEfMC+c\nJtjrJOExYCryIU7LZNyYZtPu/XzInRxkC4/xEs17lqCfH0ZxSIRv2UBI5TzM5T+q4Gtzk/AYWF10\nHHfhKKdYg6oyJ8753z8DsDC7ibqK1LV7LmWBCq7FI2w176e5cwkbDEcpLOzhx3w7JR2KCsz8S25K\nTJWWAAEWCZcwC2H6KGI559jHvexmDw+rr+HAC0IqN+EVdv/5fFRAgF3CXpykVHWXaOQyjfzHxeiJ\n8RCv8kLTF5BLVaKnTIh2GdNaP/kMslQ4z371Hh5WX2GfcC8/Er7DR2xkmFzMhOmjmCVc4G3u/0/3\nUqDThWhIYi5MORNL6eFPPMpeHiSKgcNs5jP8ka0cYB/3cJz1fJ/v8RY7U8pPBARU1nKCCrp5l+28\nzCMs4zz7uYeHeWUWrXaQbsropBIBlQIGqKCbz/ACh9k8h1D/hLVYCdLIZVRgBhf72cqDvI6B6Fwx\nuIlGIqqJTQNHsJ2LMP6gAwURDTIC4Dge4oJlMeONaawWT6EioIkpZLzs4993PsES50X+yOOMqDmY\n1BCaU/DiT55k6gPr3O/xvnIXQ0IejeJlFqmX0Z9IMPXTHKo/6vrrazvOHb3wqO1lyos6ed9xF6+X\n7+CB197D+fkx3nfcSTXtCKic/eVaQuMORv5J5mA4J+XgXAJbpf2EMNPcuxjyVcy5/9XvvY0DlHCT\n97iXnvxUWOsfvZ9FuiWwfcFe3mYn6znORZYSKE0DA8QmTAQvO5EmEjg+nSLOH2ArsR06Tt1aizgk\no82P0sglnpz+PY+8/Cbxeh1mwFY9nVL6aVSiGhMj5HCa1WzhIA/wBlOkQzWEAk7UG6C3hbHc4UGO\naPE0ZeNcNIbvT26MqwPYqqbp1hTTS8rpJw9K+L/txvn8GL69f/4MgFlMXbvGmMDZMIrnuSy21ezn\nunkeY6VpdAnFWPCwnuMc43bQpMbQ+0ZGCt22DC5sNmDK95PJ2H8aw/tb9qEUqWgdKUpwig05q+R8\nzZ1ST/7nmIm5w4GXOznM2+zEh517eIsO5tNHEbEJE53TtUzOSyce1/Pb5/4X+t1+vpX2k1kwisAU\naVRxg4Ns+S//21zqmRNWQYrl8CCv80ce52n+nXm0s49t/DtPk88gDVzmIFvQkuA+3uYQd7GYJoro\n52UeZXg2Bl5Lgif5PQaiPMEfaJztoAySx328zUpOE8TKrlku4362suT/sBWPkEMTjWzhfR7gDX7F\nF+minBFyuEQj5V197Lh5kJ578nmT+3ib+/gtn6eQAXwrjdS3tMA56F1ZyCUWsVn3Af/68OfwGWwc\nYz3b2Edd8w2ksMyN5WW8+NpDbE0cJON1H1Nbrdz/7f2E7jCQvEfA2BXHGIyT+NEk/A/hCH/RHYLm\nNzGsW2ZYbLmIZgKuB+rxD1rJvjTC2FNugkcdOJMeNOUyzEBw2koo3YymUEZNCqgjItVH2vFV2THs\n8DF5PZvACQcmdwjzlgBxpwbv3kxcTw2T0e1FyE8w9m4O/pgL3aYwWmucaK+VovoO+l6pwp7wIdwV\nx3/dRTxogFxQRiXoU9Cuj2OvncT/gzRMu/yIJTIIKsmAHuG0JnXOT6eBGSRzguCHTpIaPZwD5YaI\n5oEEjmWTiD+TmNntQu0S2bj8EKNZWXScrYE4GNYECQ/aMOUECL7nwLTKh7YwhqhXiYxYUBIi5kI/\nakxAGFTZVrKPt08+TOCWDfMyL/rKCAYiiD4ID9vYUvIOe/75SfI/203UraeWa9zHW/ix8TY7U4k/\nqpYDoXtJBCWCzS50BVEaSi8i3VQY7svn8bueYyHNnGcpdaHrWPR+BEllz8hjvJW4H3OhH2vCz6rp\nM3yUsZGd4ltcp4ZxMpkeycCdmGJV4cdIyKQzyTIu8LXQL2jQX6I7WE6nppJiQx85iVHOm5ZhVML8\ny/hXsKQHOK1NUZNSIqA4bcxnkAI+YR138T53cZgW6jnEXdyiiCL6aOAyNvxs4DhdlPNrnubv+Sc+\nYR0fcicGIpTSwyrOoCOWSk/GgoUgOhL8hs8ziZvv8kMGyeM7/IjNHKKKTsrowY+NFuoxEWYtJ5nB\nOZu49ArvsJ2VnCmevWcAACAASURBVMWBlw4qEVGopY0gZrQkuZMPeJQ/sf3EQTLHp5ic76S3pBhi\nsEy4gPqhjhlcXLhzAR/Z7uBe3iMrNEZUMeCyTnOO5dzPW8zg4kPuoJ5rHGMDTaHFrFc+5hHrywQx\nkxabIeslL5++73ke9f2JGnsbba75iNcFVt68wPRGC3lGz1/fDkHu0rEodpnQu1Y6LtQwk3DDCATL\nLDgyxpHHtUwWZsFRaGw4S1hnof31OsiQyfzeIEuLL3Aiax3e026sMQOxNANKmkRw2k6oyYKuPoJ1\n0xSCpDKSk0Fs3ISmOonJ5kOTlkTUyRjK/Exr0jCsDDD9fjrW2AykzS4El0gVNLUKRncA/4/S2LDi\nI1q76gkYTCghDeGbNgQXDDdmE/+qAesfZhA0IFslkt06sAJrQDULeIczSCzUYS2aQUhTae+qIakR\nqF10BWFS5ErvYlRZQLLH/tNiAKB1REFJ/X6KKhKO2jnRvpHwTQuyQcs8fTtls+o7xSgScDm41LOC\nf9v+eZ61fYGx/jwa7VdJd04xSjaZTNBFJY1CE1pLDCwqluUe6vQtmPQhbhhq8NjSOchWLtPIIPmc\nHlmPNduDZEnQPlhPdMhCMqAjHLVz7tYa5G0aToureYA3OMsKxhzZ+BUzl1kEpFKp2qhldCSfj2Np\nKLmpcNqxmRxm/BlQBDFVz797vozdNcUk6UQwcGFiJWJCxZjrpzA6gPdmBlcrG5jSuJnBxTSpGsYU\n6dyikI0cYR7tWAlgJMJrPMQEGQBEMc4SrFP05W/wM1Zwhg6qyWIUUJlPGzeo4pd8hdZ4HQP7y6ja\n2IreHiVywYLfbEOqifEu20mgxYuDh9jLaVbxCbfRSBMLaEGDwjXqyGWY7/EtYuiZz3X6KwvQFCQI\nOkyoRpViYx9CXEFqjHCDct4y3IeZEBaCXDUvZAYny0lh5bZxgH/i7+mlhPm048FJvnmQlZyml1L2\ns42va3/OzB0WuixlfPfaj/lywT9T47oG+QL+NCOjhmzA89/Oyb/ogmC5d4bhvfkEsBJcbEkV8DJB\niWkIfdmJ2iJg+lcfsUETgSwLUa0RqSSGaaUPrCp9fWVEvSaMqwLETxlI9OnRlUQQihWSHh06dxSd\nM0boiAM1TyB+w4ip1kd5ZQc64vRQjk4XQ00IJPoMGJcF0KQn0LtCSJY4WYEx0piiLVmL0iyxdsFx\noit0KCOQiBiIdxkQEiqmVT40QZnAHhdCj4q50gsB0OeGUKtEFKOIISPV99Xnh9BnhBGywKPY0VgT\neIQ0EjEjyYAejSmOpEmyouI4Z0+sJTlPRXInkUypgp+DGQrkIY557ma0OJNEQKKx5iyaMYUbJ+sg\nCZqaBCyUGUrkcOr6WqbkbASrQpO+kS7KmMBNECvjZJKQtfj60jEUBNHa44yPZyOHNJgygmTGJmg+\n2Uj3mtS7+Xz7DVqlWjIZQ8qLYbL4KXHcZGvyABfFxVwT5zNCLldoYDFN6ExxTrOaW6Q8JxqSZDFG\nvNlAcUUvQb2RkelcLP4I2bYRuilFEpKscp6gSyyd000kDDrGdNn4MTJf08465zH0QggBSGdq7nMA\nltkAlTg63uT+FKR0tlV6itV0U0Y603RTjkrqVWY/97CEi1TRiR/bLKGpBhkRUVQoLulB1MnIaCBD\nwaHzMDUrTFoXO8ELQ08hF2vYIr6PHxvnx1cyLWXgTJvmMg2U08NyzqFB5mPWszrrFL0UMUQeOaPj\nCJMSz9c9ye6SV3iRR7nOfG7nCCNkc406fNippGuOqJxEw90c4hPW0UI91dxgggzkGYmqm738Y+M/\nsKToIlV0kJU9yRVrA6dYSZZtjCW2i7iY+R/n5F+Wh7AmSO/z5VRsu4Flo5++SxXEm42oBg3RJjPG\n2wIYiwMkunT0RcqQ8hMsLG+iovoGhzxbaD5fCgNgzPcTbzVS7OpFUxtjPDMTeVKLzhFN8Qd1KtEW\nMzpHFMmaIOo1kZR1yCaJuFePwR1KWZfPCykmol1AMYkkfSnEuG5hlMChdMQHEmi1YKgMUTI5Qzhm\nYcroQp8Wxa738eDTb9BmquEmhfg1oC2JomglnDEP+bk36aUMLXEeZC89lNFWWUMAGyP9ecSSRkwF\nPgRtyrwTR0e1/joDYh7pTBJHRwIthdwiEjcjDKsYlgWJ5lsQc5OM+jIZM6Xk04RAvJZEPz/Ma1cf\nRZ8Zxpju56ppIVmMIoxB31QpuuIoVy4tJTxoQ0mIGIsCjIrZ5IjD5AZGmB53p2zUCkSGrZAlg1Yl\nh2GCuX5Gc7NIY5w6rhAvFLhOFZV0cpWFSCQJem1Y5RAZaaP0UjZ3Xfr8ELJeQ6TTQlLUI+bKCGkJ\nlLhIeNxGMlcgLmrJZ4DxrhyCBitCgYyNEA3aKxiz/xxF1kMZfv6M0tOjJYqBZhbQTRl6YtRxDQ9O\nYuhR0GAkTANXqKSTDqroppyNHMFEmBbvQprkxZSkdXM/b6KRFBY0XKWTStbxCbnFKThJypMhslw4\nT0xjop1qMphIYeNE0Isxchghhh4TYarooJQeWqlDRWCQfKZwky2OI2plRBSuKA00DS9nZ9YbLNOe\nxY4PDTKGyTgmb4y+8gLaqKGCLu5hH9/iJ+QxRCNNBLCiERXu1B5mmMfQEaOMbooq+5kkg8NsZmoy\ng9u9H+Mo/3/BVPz/81C8AiVbesitGmJS60arj6FaIFFsBI2KZluSeLsRZVqDHNbBeBhzchr7zWES\n1Xr0phCxNhORt5NoH4mQ9sAY8YQe+WJKCh2JWwj327DYvAgRFcPqEMxA94FqRLeCfl2YcL8dAdC4\nZBIDOmL7EsQzzSQ0DgYDZsbJQrAoyEYNl2hkYUcLYq6Kwz2F0R1EJIaFIAmLluq1rYxNZtA1U47i\n0pC8pkeRRHRVcYz+KNEBM2q6hgymmU5PRw1IRGOpFpopL4AhK4SSEAiN2TnDWlY3fowYyEPsFJDs\nCkJWnHhMzxVPI3pLqhWmWxAm4jAi5MqY5/lIhiWiPRYiHVYMdWH0tSFMZX40JplMxqijhUDUQa+/\nAp0cJ2u6nxuhGuSIhKqI6N0RjGNh5G4tIa0Jx7IpCuVbBCNOOpUqMhmlki4CWLg1VEz/eAlvLUpV\n6zfxIWGMFNHP1YFFSH6VRelXiKFBQ+qmz2Qc6zIPXYMVJEe16LMj+NMt+KlCVQWSER0DaiFXWEQV\nHUjBEbyKY1YvcJU0piijh15KUBFx4KGLCgYpoIBbFDKAjIYgFhq4wjhZHGQLEkmmg24kWaHIfosy\nurmH/fwTfz9rhjLjxU53spzRZC7rOcpqTs/xEK5RxxRu8himhF6WzhYP/TorpUWdvMkDJNHQwgLq\n3C3cNnmcxaOX8GTb6aSSJhrJYpylXKCdam5QjZYkiUwJU2aApZxnRM1lY+QoFUoXC2nBzSRXWERb\nvJ62YC3vspWv8ou5LkUeQ6zgLLW0MkA+okNB7wjzBfnXGHvjSIUyHfpKChhkCRewTkRYeLOV6XLr\nfzsf4S+8IKjXJQqr+xjR5tB9rRpVJ6K7I0biYyO8JxKUXHCalHRZCRNvFfmkay0nFtej+7kefVaY\n2BkjaL3oanR02KpJnDQQ22NCntDCZgVtZpzg75xwlwAiRA9ZiL9mQrcyglyjQWNKEh0xkzivx3L7\nDNE9SZImwA2ajCRivkLoqA1dSRQBON25Dmk8xmRGBuihyNpHtmOUs8FVfEf+Kf6uNPCIoID8kg7y\nYLgkn4nBDEJnHQQq4Rv8M07rCMGLThSthL4khGSNoSREVI8G17iPUbI471hOxGNlqLsolQ+ZFWYg\nVkQipMdQEwQNWEp8FNDHCDmoCMgRLUHVha3eS6OmiYvzlyHqU7uO5ZylgStcLmrEWTRJrjxM4dpB\nbo6UYCz3z0XKT4xnY5TilC/v4AbVVGg6oQKO+jaREZ6m1NRLWG+ic2ge7a01fLJoPSZCvMin+Qq/\n5Cmexz/kwmgOk5U1zIdsYnH8IoyIbC44zIXh5RjSQiguEbvoR0uMmUQaSkyDo2KCOznMKFks5SJF\nDX2cZC0TuCmmn0s0UkYvo2QT8ZlZqlxk2JRPv1JCjjJKja6N1mA9xcIAo/Ycdgpv8Sc+RRH9GINx\nvCEXVUoXHZoqrtnq+BQvcca3Gp0pgVkbJid9CCs+yhM9XI/UUmbrYYxs8n0jvGHaxUnvWnZI7zDf\n2ZZqA8oy3wn8BK09hiBAGpPE0ROZNjMz6eYIt3E5eyEJVcuvfV9infU4xnCUIV0uBn2EIvpwM8EY\n2VQJHZi1UX4ofItC+tGQwBtxctmxkM7cMnTxBJoRldGCHC6Li7AQwIafK5EGepUyGsyXuUwDOcoI\n87p7MGVH0OhlOqgigJVi8wCBdDN9FMH/8NrwF+0ypL8yxtSHbsRsFdUFuvQ4+vwooWYLzKaUW+v8\nhLqsyK0jOM0BTDk2wnV6lAcV/N9yI0ckqBUQlyZxOyfR5kbwDtkJHnKiq4pivWca3//KJDmqxfKV\nGRxtftQRiWiOAQpkpG0RLMkQt1rKUb8mwiOAGZQmEa4KCIKCsFvB9fifW3CBf3ShDcsk7RLqPBXD\nshD+jjSUSArRJg4mUQIi9IgIlTLiCgVVEVDiGjSGVC0gr7aX6WczEZclUUo1JMNatLYYhokEO2pf\n4wTrmPK4U+eiCggiGLQRtCTwjTnx/iYT17eGURURNSIgmmRqDdcwJGNciCyjMHmLnxm/wfZ/PoTh\nsz7sbi9P8RyrOc0RNvIu26kJXGfv+U/jum14DqICMC/cjkGOcMW6CFUBOSqhMSbxt6XGe13xR2jd\nMWLocTHNSdahJc5W9nOBZVRxgzGy6aEULUns+PBPOwi846LgsW463qpHuypMXDayRHcBV+YEH01u\nJjJkxbV4FDs+VnGKXbzBCNkcYBvXmU+aPE15vIdzxmX4sONrzSA+rsdS5cEgxCAuoHXFMHXGETQq\njgXjrNKcIpNxjnAHCgLipMCJvo0YjGHqai+xlk94q3U33gILJntgFsoaoMW3kJmBDLbX7uUA24i3\nWrAWeIhfMlJnbSFryRACKtvD7/H4jVcQFkTJ0wxRQytdVLKUC2Ren+KVzk9hvd3DjMmJtyUD5sVR\nB7Sscx1D646hIrCV/SygmX2xe/nVS1/FeJ+PX7i+QhAzvx/+G+JxHSuKT3B0+g6G3i5B2ZXEYfUQ\nFQ18jucIDDs5HN+MrjiMRJJt7OMRXuGr/IJSeshijNOsJoMJnuR37GcrPxR+/tcnTEpLDBB4Mx1d\nRRjZI1Ee6qFmy1WOaO4AVCQS7ORtDrVtx+e28OXMX7KEC7zMp/hQ3oQaEAm0p4MiYJs/yXecP2CE\nHH59+EvETpmw/SBVbBI0Kp5fZyN7Nfx8y1core/kMosYJo9mZQHrE8d5XbeLpKBFlQU0QpLwoI1E\nTIfRFSI5YMDQ4EMigZYkAiqLlSZG+gtoTjRgq5wiFjTiOZuFqTmE8TNeImM2ojNmDAUBzEV+4h4D\n4T4b7oYhtCTYzCHOyisZFzJBhPCYjdi0Efv8SUyE5vIE4+sFYgkzGkOSBYUXKRFvcqR/E6GvuTC8\n5MVzNRu5WYN11QyG+jDRMTOBC040QzL2Ryfw/i6L9MeGuTv9AF1KBZ2zOHBUAXlawvtSJs6nR9Ab\nYyQVCVUQUlxJvwbrnTMQFZi+loNz8SiipKLKAnohxgLxKpKc4IyyGkH753voAfZylpSbMYKRfAZ5\nmFc5xga0apwd8rs8qfkdN4XUln+BchVpTOVI792oBpWsxbfYzR4OsJVGLpHPECIKMiI3PeWc6lvP\n7oV/YI/8KRIaifDrDrTVUZbXn8JMmBh6fsFXEVQVUyLMXu0uFgmX2cOjcxoGiSQVahcvJJ7gT9pH\nSAg6jrKBfIYIYaKUm6zlBF/lFwAk0PIAr2MlFTknolBJF0X08wGbCGPiHXbyIp/m53ydKzQgoLKV\nAzwz+APi5028cP9uAN5hJ0s5Ty7DNHCVhTSjIJBEIo6W13kQFdjIUfopYi8PksMI31R+SlC28qrw\nEP/W9A88Xv8bLpsWMUwun5X/wGfkFxgilw+FTWi1CXaxFx1JhKRKTNDzO81n8eLgm/wUGQ3FwsRf\n34IgfCRjrZ8mfsFItMWMmCljXBHCNN+Hlji7eB0TId6Xt/CIsIft4rscZjM/5ttE241ENjl4qvXf\n0FliCBqVS8JiuqjAN+Qi2OFCMKgIkoKzcRTvc1mY13vZXHGAKk0n7VSTQMdnJ1/gvj37sXxhGkGv\n4mtLZ4P7IxJukfNjq1g408I3qn7Ik9Lz7OJ1dvE6dnw80/0T3hrdxfzMFmoqr3B4YguJl8x8/LkV\n/I3lN1SonVzrWsRNYzHmIj+qAg7Fyy5pL7t4g8/xHFfblnKb+yjJTIGrykJQBZyamVk5bSpPcKCz\nnLg3pUI05/ioLrvGDuVtNkaOsdP0FsNPlWJ+wotucQRBA6oC8W4j/tfTEa0yjifGuc/yJuniJIe6\n76VbX46ok4lNGzEX+vBcyELQq3ym4dccv7mJKbcTfVqY6JiFDN8UG+Yd5h15B4JGRRDA15bO99zf\nJZBp4rfNTxPusmJ/4M9V/v9YEEbJZgFXsRBkhFzWc5xYUs8fmp5mZ/2rXDQtTnEBBsyURXsodvbw\nXv/9cwsCwDE2UEovFXTTSQV9Sgm3KcdREXi26R8w1XvYLB2iT1OMXePFTJgzrMRIBGs8yOlXN/DC\nPQ/zuvMB8hjCi5MwJh7gdbbOHCLzgIdfPPQF4jo96znGKzxCJuN8hheQSBLBSAIte9nFTt7hAkso\noY9yuudqIpO4Ocjd7OBd7Ph4mn9nHZ+QzQgJdFQqHTQll3CXLtUhSOVaJmcj7pNIKAyRy0dsREUg\ngZYdvMtlFlFIPx6ctFDPvMEO7rtwgL6d2bwsP8pOzdtYhCAKImmXfaRd8aMgEHEamLrPOpdZ6ToU\n4Hul36W9soIHeJNKOrnIYv5WeOGvb0FwBobRGGWUsEi414aiarBUe1AVgWCHi8L6bgLtafhaHOQu\n6sd8rI+JE268n5pH7sY+1rYd5dDnvCQjD8HXXIRqTMSH9ejMUQwrAsgRLYGONFzLhvF+MQvLUx60\n3iRGawRxcZy4z0Bm3zQNeec57NrM9N4c4nY9mQ1DyIMSIZ+VtNVjuA0TDCbz4Zoem+xHg0Iwx0DU\nocUgRTHoI3gnXPh+m0Gx6ybDbTmkf3EU/5CTQIcDUaugLYhRsLWH7bzDKdZQxQ2OXNuKJ+TCUBBE\nyE2SGNATO2si78FeAAZfLeP2xR+SmzPApablXI/V4Nw0jh0fLmaoo4XDw3czNpVPMp6SCFa7WylK\n9nLm8G1sf2gvh12bMYlhnuEZPohtxi74cAkzvCPvYJ3uOJGgmT0tn8WiCyAUxxFcSURJpSjRR5F8\ni8uGhUQxsoUDaEmy/837WVF1klitxNHLm4jdMOF45M9RnzZ8jHfmIbqS6PoSlIRuktdwizOD67DO\nn2YmksaDhlfRiqk0aSUuMqTm0SrV4Y/bMRpD7GYPx7idcrrZydtU0sEh7uZ1HmB5+AIHb+zgNxVP\n8G3zj/GJNuLoeIjXSGeKV9jNVg6wUTlCm6+GxbYmPtakREm9lLKe43yDn2FNBlACEn90fIqEoONu\n3ucPPME0aeQwQhOLKWCAn/N19rCbE6xjjCxWcpoqOinhJou5RB9FPMHvccwmMT3F82hJMEgePZQx\nQSYbOMp23uMAWzjANhZyhSzGmU8bNbRzkcU85/08vznyZbbfu5dfa79AKzU0nG8jzzzIxdqFfJjY\nREt4IYJdYTUn2c2rPMuXWMkZNkaO0h8pZpBcijS3+Kbxp7yz70HeueNuForNXP5BCKlYz/IvxFIh\ntl49lc7Bvz5hkmRJEjxqJzmqQ1sR4/aaD1iQaOFnbf8Xyas6bgnlGHKD6NcEGbmRR0wqQNkoIvQl\nGX1K4djfbWH8UQH1pwV8w/YzzulXcb5wKWIkSey8GX1VGPVlAX+PG3lMAzIEHTZmut0Y5SCGRSGU\nYoWHLa/ydvtDxD/RwyqREGaUsERsxMjMaAbhbBPBbheGwgDTgh2A+PsGkoKWYC4wBKoooszT0Huj\nHAYhELERz9CjRjTIaFBiIqMHCvlg62ZGycaPjUQxaBJRwl1mEsd1qJKGpE3iVlsFtuppNq16n+l0\nJ8OmJaTXjbNE9s1JeC+wjFWcIhY0o3VHUaZERJ2C123FK9hZf++HXHI2MtOexbKyfbxr2E6Hvopa\nWslilCptO6e9a/DtTyfpk0hsheQVK/qyMPPLWrD2h7k5UM6CDc2zMWZedCSQchKU2XrxY2J9+VFu\nzznGJ6zmHCvYwDE2cIzncz5Hp64SpUxgRM5EZwpze/4Hc1mTVgJcoYEp3KCDEGZCmLEbPdzOEbbw\nPvFZbuEA+ZxjGQMUUEwfV/QLWVnyCc9ZnqJGuMZlGinhJgMUcIrV5DDCMs7zr+KXqXa200Qji7jM\nNeqJoyWTcU6whoBk5RPnbYySzRpO8ixfopkFxNDjwMsdgaP8afRxPqxIGZIGyedRXsZCkBlcdFDJ\n+GzYyhpOsYFjc5zFqyyggEFkJFqoZ5QcvsSzjJLNk/yOKm6Q3uwjY2AKXUGUxAItfpMV7fIISzXn\nMRJhKRfZV34vYcnIqltn+ezoS9xc9jEx9DzLl7iH/dzHWxQ1D3HLWMzUSDor3r+M/u4IX1r7LNHl\nEh6Tg6hWj+GxDCzGCNMkmJ5ws7j5r5SYBCkrrMYmQ0Sgv7sUtVrAmBdEY0qy3H2Oi77lBG+ZkcxJ\nzLcnaLBcZt5kC+9m30G1u50h613IG7Wc1a1isK8Q2aBlcd5FaoQ2Xrz8aRw7JljuPsep+HrIAIMj\nRLm1Aykq0947n6A+yE1rCVp3FOtDHsgFyR5DrYyjyU4i2mUEjYI+I4TOGZ0zOcWyTCSmjWj1UaTi\nOJEBG5I3wca7DnFlWQP+UTua4iTW5dOzXwAhojAs5xHsddBQeAVfaxqFuTeIFeq4Ea3FFvdRW3eV\nJmExCCojBZlMkEk+g2hcMuPeLDyDaQzmh0gicZrVJF0iOluU+eY2At12Brvz6c8WmOnOYDwjBafN\nzB3ngmEJKziLRJKPuINsRtkqHODHxh9gme9FnxVGI8vMc7RxD/sZF3N5QVoJMZnAgAtKBS6KS4hW\nS2QYRgE3w7YcztqWMUMaazhJAbc4zzJ8VhvzuE5Ur+cWxQySh9kemktzvsgSjERJIjFGNvF+PdEe\nM4lSA73FZfSQ+itggI9HN3JdO4+89FuU0MegJh/BqdBLGYX0Mz2YiWrToLWnAKvVdMwFta7hFFoS\nfMxtc/CUPooJYqGdeWQxyiY+5APuZBGXWckZPpy6i6bkcmzOj/ii698YJ5NVnGE/9xBHx3XmEcOA\njhhds/UYHXFWcJbTfetwZXjpNFeRzhTzaOcmxQRjVo4N3Iml1ENINJHGDJ5MF136cpIOkWvUEtRZ\n+ChvA91UkEDLMTYgpsks4jJl53qRz+g5tWw1jTTxGC+xh0eIYqAus40yqQdJm+DihgaUQgFZETD0\nxLnkXEy1toPmtI2EtCacTBE02ags6wKm/9v5+BddEEK/tVNTdI3pvjRGb+ahW5YkbXIa+SMJdBDf\nJabgm316VLMGyRzH7AiSWTpFXMjE+5EPJAHj4wFOT61GsiQQDAqeaBoTjoxU+nCOQG1+M61ZtcwM\npIMPEvkSmdIYFcNd9E2V8XrxA2gy4xgyZaIfmCmin6jWyLCah2hIEpswY8wN/qdz1zWEkYckNIYk\nxoIgQpaCZkjGe82BtD3G/MFWfG4b3qzUjsKGl0q6SCoS542rCYkWFKuAv8+JWqigrYyhTAokswQM\ns/Td9rfrUIs0OCp8WKwBtJEkU72ZhEdMGJcG6aYCwS2TGDMTNevJdg/DFPR2lzPcasCQG0IdFbh4\nZgUzK+zMuFwEsdBJVeqJLAUQskFfH6JOaqHLPI+wzsQNqpnOcGOx+jAlw4THbVwuXoROjPGg61Vq\naOU46xmYNVtt4SAxdFxlIReHVlCe1onFmMouEkglNovIXKGBepppH6ojJ22QVcZT9FPMqel1JPv1\nJOfFuc58XuVhtMS5PlbHzVgZVqMPMyHGyKSeFpJoEFDpp4SozsC4JhMdUWq5hoLIy/FHGRot4uP8\n9WjEJIfZjIYkcfQ48GAiFVm3ktOMkk035aQxncLjB9PxxZxEsgy49BOcZSuPsodP8yIzuIijR0+U\nHEbIZ4ipoJu9V3bzuRXPka8f5JaYTxAzoFJIPzt4h0GhYK67ZCGERBIxO8F4dhoJdCm9BUl6KMVM\nkOuzpq/bOYaWBNfyaqlu7CCHEVzMsJaTxNDjxUFGeBJBrxAr0SKVRJkhjTeT99Ntq2ZR2zU8lS7C\nOiMOjRcbfhIWHVGL9n+ck39ZYtIVO1K9jOLTkhgxoMlU0AYV5D6J8AEr5w2rERapVFR24PU7mDqd\nQau1gYlyF579GprzFqLdEEGMJqlQOohWaZnwZnO9rY4OZxX60gjBJgc3cqoQcxIkmnUkJowM2IrQ\nFsWw6b2Ej5i4MLkSwx0hYh0mwm02kgMGEqqRsMOKlEwQbzZCXMXwSAhh1s0naFSEkErSIxG3GhC1\nCope5FzXGkxDfvKnh1FUDQmzDiGqEB8zIWSKGDIimPJ9NB9vQFsTY3omA6VNg1QYI5YmcIN5c+Oj\nBkSUqMgtpQiJOEZTGJ09ijwukbyqY2fdGxy+sYU0cQSf0UF24TDFiZu0X12AoMoIqsqChZdoH6+j\nPNxGq6sWL06KuZlS6UkV1GddYkTMgAkJNaQhYdRxk2K8VicmawB7zEtN1lVaxVrun41J1xHHzSTu\nyUkUjxZdRZyryYWca11DzGhA50wwRB55DFJHC9OkU8UNPLjoopLc5DAjSg4RTBiIIrmT6AojCB4F\nJScl7vkmP+Z08jYSzlvY7B782IlgYAfvkMMI7cwnjz7GMrOoomM2kzmIGhXYM/UYxYlbnGcpvZSS\nxRh+7GhJKdklQAAAIABJREFUzO4egpTSi4yGCywlPMtAPMrtdFqrWWa8QBU32M82Qlh4l+1IJBkh\nZ+71Jotx7uQQMdXAa5FH0RNjRc4JWqnFj50BClERWcMJjLoIlnwv5XRhw88geYyQgwcnCiImwizl\nAhOKm+vj9bypPgjAJccS/CYLhpoozpoplnOOIvrpojzFs6SF+kQbXZpywphZy0kmcHNGWsmvG57i\n8MVtXFLqcaVN0cglchmmn0J6KSXF3Puvx190QRAKFZo+WQFZwAw0HVzG1Y0NGHYEiR0zEPrhFDxd\nQEbFGGJBEs91F4NnHAyezUa8MIPupyKk24mdN5OljDARyIAwaKJx5A4d4Ss6BFHhrLKSZJ8OVaOB\nCMhdWm6NlJC8rkXZIxFc6kTIVwm95UARJFq7G0AD4tIkyRkBpV8ieMKJsFFFMKngh8iklUSXASYh\nOGxImZiOA1UQbrdz6eYyFJcG7VgMwafgGchhpK4A18aUniG8z44lLWUwiXcZUcfBvMKHkimQ8KW6\nCsZHAshhLaJO5ma4DIsmROnCDkam84i/beGB+W9wpGUrGcVjeHNt+HAgICBpY5gyImyq2kdZVTfj\n3ZlstH9EO9VMkc5qTlFBJ9n6EQbKChjjNs75ViKZE5Trb6Ri4MjhJGu5rp/P8rKz6ChnEjdt1JLB\nBHa85PuGGBgp4vWKXQzLufgupnP7/Qe5ZS7AgwsrAWpppZ4WwphYz8c8wR/YVrSPs6zk/dk2oLYg\nhlEbxnY1hGV+SjBTyABZea9xi0L6KaaPImz4/+POASCbEfIZYBdvEMDCCDnkJkZZFTlLTfmVuSzF\nTMboowQjEdKYxkiEdKYYJo88holh4G7e5wgbUdMEamkmgokIRnbwDnt4hH4KSc56u+14Z5OtBRZa\nr1C1qZURcmimHisBpnERxMoYWXzEHfRSikSSFZzFi53zLOM689CSwImXIfLREyVfHUL26EjIesbJ\nZNiYQ45pkFpaU8E4mBBQGaCAd9iBFT9i1Z/+A9nBDE4GKODr/JwwJs4vWYQHB2lM4cWBDf9sPuby\n/3FOap555pn/r+b3/6Pj+9///jNG+9+Td2YopSDUGDFaQlgKg4TSbEjrwlSc+CfChXX0nqtneiAD\nuVoLyVtYjjaTX+dk4r040fwizPV++n9fSjRkxrg8hFidxDAUJ/+9AYIrLOTUDcIxHZF2M/KMhNqh\nIXlWR6JVhyqLSF9JkrysR+hXES/IiAUyYo2MviyEoTqMLOhIv2eSYMhBwmsg0WIAQcCtG8c54iE4\naUJ1axA+UcjwjZE0SVTtaoWESOATB+qoiJghYyLEvPmtCKgE/HakijimK2HEcYVERI8yKKJdmCDY\n7SLhNaBRk0QnLIg6hYTHSIZnior0GwwIRSQMesSsJFfjjXT3VBLUW4i7tAQdFpK5Ehm2Sb6d8QPa\nqKHHUMZGw0dMihnUcw1nwsNL8cfJ0o5xQN5Gok+PoSBEqNPOhCYDRBU5KjFuyCKW0NM/Vcq9pnf5\nWFhPLddYQDMXWUqHtYqlOedJ104yI6Thl5x8M/tH9GuLCGPChx0bAZbQRB/FNLGYSdykMUMAGwGf\njWRCiyoKpOmmWVt+jMyJSbKD4/QZi1glnkVFoJh+FtKMDzuTZHCM21HQcCM0nwdib1Mo9nNGs5Kz\nrMCtn+Q+x5ucDa+kT1tCcbiPAbEIQVTxYWeaNEQUWqkjgoleSqmljUnc3KKIDRwngwmOcjv38yaN\nXEZBYIIsXMyQwQQl9CIh0858Yuip4xrr+IQ32UUCLQsDLdyT3Eed3MqtcDFnDCuxEmQZ5ymnh33c\ni44EIFBCH9/gH7Hj44i4kW+4f8L6zCMUZ3bjMHoYJ5t0plnLSU6zik4q2chRZibTGZLyqJI60REn\ngA0PLt5N7mDbzAE2GI7xnPA5TERYxBVOx1bTHFzE+tjHyJLEqz/s55lnnvn+/zkv/6Jtx5JgG9/i\nJ3w8uJF3xu6nLKOT+fOucoyNmAmylwf5m8RvaGtZhD47hKqIyJf03CYf4+n7/pm/i/0Lfb+tRomL\nWDfPsK78GEHJQotaz3LpHF9UfsXjkRd51PQSiiDy5suPMGAoxrTMhzEnSHzGQGTYimNBCn5iw0cY\nE0n+/I4V79Oj+0Tlwcdf5C3uT5lNiCKj4RH2kMY0P575LlMXcnB0e3jy88/yrm473+SnHOjZwUf6\njZjyA2iJM492fs7XOcAWDrJ19ml9kiDWuYhvLYm5BKDxFwowrvejK4oRHrSixDWYi72ospgiLQOe\nq5mYsv3EvQaWms/j0Hk4Pr0R8zwPVgIpZPjVLFzFEwhGmcXCRbQehdbpBWye9x4fhO5i9Mki9P/o\nh3MSQpVMwq9DDYoYN/kRp8D7agZf+/wPeU14mEWaJnLFYZpZwOXxpYjTAsXzOljB2bnxSaCdu65m\nFpDPAAtp5gwruZ0jvM8WFnORzg9q6bWVIJQqyNM6pIwIvj9mYCCK4zPj/CLtK8TQ0UM5XZRzWllN\nrjzCH7WPsYdHeL7pbwnFLJjK/SzKvIAVP0PkURNu5/3WHexv3MTua2+ypvgYn3K8yFFu5w88QT4D\nbOdddvEGe9jNAbYxRTpLOU8R/UhJmQq5iwb9Ffaxbe5euIMj5DDKizzGOZZRyC0u0cg29gMpxP3J\n2Fq+eO45HPYZAiYLtf032LtpOwoi9/MWT/E8Y2QhxWUWJK+yU3qb5brzzODkXe7lft7iKBtYxgVe\nYTc3KeEe9mGNB/le6Bk0TpktHODtF3bzzPpvs6roJG3U0Ew9efIwd018gPNoiIkH7aja1E7qDCvY\n0/k4ZRf72WLYz/du/zanXXf89ekQ+IGMhMxPt/w9g74Cfhd8CuuWadRZNphEkslLeSTP6bCsmsGw\nIMS9ynts4Bi/0nyR36qf527l/dTT6FtujLcFkasl5JjEvIoWlkxc5I8v/Q1/+7c/Z7/+HvperkI3\nP4xhYYjomJn4lAnb/Mm5zsHrPMAv+QoXWDZ3nqoKggKiRkZB5D7e5GFeo5cSeigHVLpnqjjWeydP\nNjyLKCq8IewigBVFTenaBCHlvf87/oXP8AIPspcH2ctZllNGD0Gs7GE3/RSz9H/Ddr0nb8crOhCE\n1HkAJDwGQn2OOcyaqoDvNTf6eWFWLfiEBq4woBbQLVbwez7LFg4SUsxsFg7RcnAxG+xHKVzdy0vq\nYzwi7mGLepBXkrt5TXqIHyjf5YiQQpaZCNEvFrNUvcAHyp0cFjez9fJHTJfa0TkjqAhUqF08pL5K\npdjFbl6ZG59zrKCMboJYCWKmmD56KOd5nmIb+wliQUBltXKSAFbCgpkitY8PhM3olDgP8So6MY4k\nJOdyG1WgZ6aSj/vu4DOLfs0eHmW0qYj7Sl5lyJVLt1BOFR0U0k+TuoS71YO8KTxARDXyK+GLrBDO\n8ls+zwnWUEwfvZTxMo+yh91s4wBnWc4IOSlTVXs3P7r5DDNbzHO5jQAiCgIgI84ZjFQExNkQ0De5\nj7sPHsVdMsapquWEBTNr1JNMi2m8xU5EFJJIbOYDaj7uwtwRJVot4V9nYgYnb3A/Igo7eQfXbP7E\nc3yOs6zg8RMvsfNn+xk+nM5eHmSrnLKclws9lNONioBhII7jXIjJ+2wpvN4sRkpBwPwvcWz/Gubk\nmlV8+8Xvcl7c8Ne3IIj/GueXa79MZ1UZh5U7mWrNwj0yzZp7j3AwthXvHzKRg1qsm2fQVYSJTloQ\nXxYxXIjgf8RO+nemGH8ik4eeeJHtvMuAIZ/3tP93e+8dHtd1n+u+a2b2nt7Qey8kCIIo7EUERYpN\nlFhEWZQoWy6xZavY8XHcEjuOHdlxrGvrxJZlyXKRrF5ZJFaRIimxN4AEQRQCIHpv0/vs+8dMYCux\n7j3HJ9eUcvE+Dx7ObA5mr7UH+zd7r/Wt79tMA7ORpCCa4Sgjv8viy1/9MSGtxJtb7mF8iwWlVoW3\ny4IyLlANRBHVUexVQ+hejBK6CZytdgJOA9oqD6YCxwfabcRNtFmLz2Ei2Cuhs3mRaz24hyywS8b2\nuUG8soEoatwdNgJ1BrQ2D4krhzCOeml/bSZZn2tnm/wSB5pvx5kY0xF4MMZSi4ktonqdrWy79CYj\nebE8Ae/rZqITKuQ7AmjaBZ+Y9yw72UwYicnzyWjTvCzNOspcLtA+WcTR7lv4u4ofsYhT3Pvca/hu\n0qAkwXzVGcx6J4dZNWU86sZILUfpoCBmatprRwkK8gqusYhT7GM9+1nLPYGX6NLkItRx0xaCmHCT\nxCgV4cs8U/dFXi+/jSb9DN5mA20UUUA7SzjBCMmcYz6DpKGgwrkjEWvJONIsPwW0kzXZz+vdd5NS\n0ct2nkcmxArepYtcdrIJH3rSI4PsC68nVTvI4zzEwcBqIhoVc9XneZ+bqKOSrbzOLK5yhFrcmLiV\nvfyez2DByc0cRqCwhw20UMoLbOd5trOFHTzCd1ARIYteZgabWRs+wLjBzh7WA7CBPVhxcpoFMaNY\nMnmdO6jwNvDG1Xv4dNWThNQSBq+Pc5p5VMr1zOMcl6ggihpP3Bh2A2+TxiAXfdWYQh7KpStE9ap4\nQfgEAEeo5Zv8hGrqOM5iJrCzyncY46QXZ7qZrbzOk3yRFIb5JQ8yRgKb2UlOuJtj/uWoTBE2s5P9\nrGEuF0hnEOGI8o5jNcfHl/Pd7h+Ru7HvoydMipoj/CH9XkaGUpmUbWjLvDglI4d2rIeVEH1cA2sE\n3mfMiDsjaCu9RLdp8C7VEopKuJ/UEj6u4XRkIV3JOfjR0V2Xj+NQUsyEdFHsG3oPG1ATYXxJAr4T\nBhSXQClTo0kNYKqaRNGB44VkgvNcBOr1BK/p0c72oU/3EDoj4/ulGcsfYvO2CzjD8asrcefo0C71\nE9KoiKr1oIFJhx2V4sXdlIA+04UuzY12qY9Qh8zYwTSk2h4+seF53tWsiBm6ZifiGEggdF6GEEiz\ngpgKJ1ER4Zv8KwPBTJZFDjNCIteXFRAYNBAYMSDPmOA9lscMOwBk8PVbuKSZiyYtgnnSQ/iSxPCM\nZL72yuPMn3uCVSnvsEe/Hh+6KXnuLBo5yGoOspoN7OFJ7o85GidFEH/yt+LFwAM8wSxtA5VcpJo6\nvBhoppRhUmhhBgnqMbaVPMsv5Qf4JH9gA2/RzAwMeNEQQUuAATKm3tOwxMlsQz15XGeEFLqNOdyT\n/ywyfjSE2frObloqChlITSeIljSG+IL6KdaoD3CMm7hEBZI2iAoNO9hCEAk7k9RRzQqOEkbDeywn\niVE6yOd23uI6BTQweyr85t85zM1k0I8gipYgWjnAJbmCF9jOF/g1X+On7Gcd3+Rf8cUzHuZynhy6\ncWitPFPyWVwqMzIh3AZTPLVKRkWENopoZNZUbqMRDxoilOhbYipdVDRQzgts5wF+yUFW8xV+zjDJ\ndJGDlkDMMk2/GvTgR8cEdmzveGmsKEeb6mcpJ5hBM+ZRN/Ou1PONVY+wgT2se+cwZyrmEkyVybV2\nU2mtoyClHV2m60PPyRtaEIyL3XTZcvCcsBHqllHKIb2kl1ypl/e7ajH90zgUgvegBW+fFUOhk6X5\nxyhRt/FvR76Br8IELYLRQBJ9XTlI1gChazrC7+tQFwTRZXvw5Nloe7QMka8QzNGhtKmRFS/amZOo\n5AiSLUDULwj3yajXhdDpo0T1GkIOmeBVLXKOD93df0y5uUYR0eoI1dazhOwS1ykgPCjhO2fGfvsQ\nKzTvctC9kcpwPeMWK3qDn+gVifrzNfhuMlDnnUdUiUWxYQQloqI48RrmxAkateU4ryYi1AqXiuag\nLvDRa8rAiwF1agStxUckECQSVdG5q5h163dz9MgtyLk+VGlR/EaZq8xEDkdwjtrY07aZwqprNLfN\nYrQxjY6MAvKK2xnSpNPuKqEtp4hO8oig5lftX+Z6ajaYQK2LEJzQ0tlQimfShlitkMA4DQerUc8J\nkpw6yuhIChdC87FnjLCQU0SFimvWmG36ZwnTfz6Hi4b5LCs7ShV1HPSvxttlYV3RbjTqEKTELM8u\njszHEbIRUEk4LidgXOnAfc1ORu4wbpMeHwYK6MCAh2sUE0QmhRFGSOEUi/BgZJgUSmiJrWVwL8M7\nZCW38BpDpLKDzWxkNxPY0eFnLueop4ohUvk+3yOLHt7idrbxMiEkdPhwYeY5PskkNtIZoIxGjrKC\nY9zEYk4SRkMdlSQyRr76OqssB9AQ5hSL2MbLfJmf48bEIVYxQQKf5HkGSWUZ7/MU95PPdTr7CzFI\nXlYmHyCNQeZxjif50lQcXTY9HGYlJtws4SStlLCH9Xwh8jSeazbcuQYOmm4hgJbFnMKNiU5zHonF\nkwyTioLgckkZNtM4A6SznzVcp4BE3RiVujrgtT97Tt7QWQbTj/+W4FU9heE29Bo/Y+0pqLohJXeY\nLeY3aF5QjCoziioxQuiYllCvFmO2B40+xLA6mRr7BXom8ogE1AS9BiIhiUi3RDSkQWQoiDaFyHUt\nEa1EZExGV+1FO8ODrsyLKjFKcNRAcEhHqEGHXOJDygmiSQ6jskcI90mEmnWoLFHkhQG83RYka4B8\ncZ1xbwpBl55kRtGGAvR15hF2S5gXTkK3RL65g6BPx7g6EbQQQYPHZoAchfFQImpziE+LZ5jExgLV\nafKT2wmnq6iWL3Jz+AgabYgxcwKBMSNenYFcqYtSmtFJfsbdCfgvmtAkhbBmTjLsSSU0pENKCKJM\nqPEMWPCnatGbfBQltxEsUGP0e2nSzWQsIZEcWxdo4Bzz6TFmM4kdEFw9ModwspoSSzNGPDgiNnxO\nI6MTKVhKJriJY5S5mlElRRC6KG3hEkbVSZTqm0hhmItUY8HFevZhwoXsDSMbguitPnLoxqK4OR66\niW+Z/4UGUcEYSfSQQ184C5PaRWpoiPqm+UwO2yhJbUWf40bRxe7fR0mcaucgaZxnHr1ko8eHETcu\nLIyNp6BxKaTr+3FHzfSashgmhU3sYhO7OMESGphNIR0U0oEDK3708QxJPx5MU4O52rjOooIGfOiZ\nwyWKaeMyFSioSGUYCy4UVLRQwgVqSGcAHwbSGWCYVPrIwoCPUlpIY4BCrlNKK0dYgRcDlpALtRTG\noPOix8cxljOBnfXsx8Yk+VwnSkz2njk4SFLXBFdSZpFLN4XBDiqzLtKsK+UaJYSR8KPF5zFSMdCI\nOdnJ4rPnOFqwjIBRZohUNN0KjpEETifMJ4kx3vv+8T87y3BDrxD8Q0bwgWifROgF2GGy1cDlCznM\nm38OX7qZ4GUZfOOwRyKMjcsj1bRUzMCQ5EX0x3ICAwdMlG5uZCyQxKglFSriO+gS8LaC7nk3gecN\nUK9AMYScWsINMgG3MZ4MpWA0OfD3GdEu8yKn+QlZtXjrrfhOWYgEJPxRE/ps59QAZEd7MRGDhFbr\nJzwko83z4n7TxrlgLis27KP1fCnOaxY0WUGwABmgXBXo58QUj8F6A9E8DdoEH0OOVBwTdubpzxGU\n9BjSYpd0/ksmNHNDBP06/F4zPswE3QZU+ija+T4aKUdURlCdj0zlRwCo7RHs88aZyykuMBdtpZcy\nLhFBQybdyAQpNV1lgHRKaAWgPlVG0UbJoocJRxIdUTXabC/GoI87eINWSplTeQkNYXrJYtxqQ8aP\nG1NcwisglvTAdfLRFIWR8dNGIaMkkiKNoM90IYiiAB0U4MYMTkgMjVGYdo3Lc6oQA2DIdCI0UfLp\nwIQbGxMMkoYLE31kMYNm3mQLW3iDCexT2QoANt04uWndTEZt1A/UQIqYWp59mTmEhmRqx99j/syz\nFNLOBeYym8s8MfIwmYZexoyJcTXgMSKocEfNXBhYSHlKPW9Jt7GHW0lhiIWcpotcvF4jZxqXIlWH\nUavDdJDPEKnxvMZLDJPC69zJPM5RSgu38xZe9BQltBNAZpA0rpM/JTSq4DLX4x6U2fQgEUQBMujn\nFg7RpJrB3MwzHGIlg6TTSxbDJLOCIyznfYaVFLbwJm8qW+LTvg56yaJSaWC+co5slpJB/4eekze2\nIFwxo/e7uNaUQ9BjRloTRDvHwchWEz+u/y7yfT5Cj/hRNGpwqECC8D4t4R4t3morJww2Ii85INtG\nknaYcKIKl9FEpEOD0ivQ1AQJ/E6PVBckeFpPxCkRvKgnatNAHrGAVzdgEXjescEIKEKFen4oZqeu\nCxBp1RBOlFCcELQYOJ28BBpBdvjpCucTGZKQvD501R4mjqTDGNQvr8TdbyPUoSeQZ4ztyw2qwTA4\ngBL4dd8X0bQGuTajhIDfQIaznyOJqzkVWIpJM4Gc4EOWfahEhFb/DHxtZpSwQE73YU51UBBXmrWP\nF6Ot8BIZ0aCyRJBT/EDMu7CLXJIYQQBptBITE5sJIpNBH0mMspk3eY+baC6bxSxTA5n0Ew1IJITH\nmbRYsSTETEMuUsXTfJ4QMmU0xsQ+vkIaAxUssJ1Cj4/3WcZpFlPFBaKo4n4+ZkZJQSJAIR2MksRs\nGminCD0+0pwjZPt6oCCCqWwSyuAsC1jGewjAg4lC2imlhYtU008mf8v/xIsBIx6uU4APPckJI6TT\nE/+G9zMrchX/WQvNK2dyVKqlj0wArnsKCYwaqOAiuXTzML+gnwyyvX3oNV5kY5AoKhopo5VSqpWL\nvOm6g/qkcvrJYJxEjlGLDz0KgtxQNzf1HcdU6eSY42asJicW2UkqQ/jQU08lzeEZvDu2GvUYlBU2\nYNE66aAADSGGSWWQND7NM7zOVt7lZlRECCLhwUQyw+SkdTNsSsHbZiIvtwv3IQtNS2cSNmuYwyXG\nsTNOImP2BFx2I46IkQspVbg0Boq4hg0HY7l2ZlPP3/BbBkn90HPyxioV66METhvIeEDg74rgugCW\ndSGyFvhone3HsmUM19vjBHPysfWESLE3EqzS0mPJRl0expQ1yvgvPCiVJoZD6USsYCkYI6DW4x2y\n4G8zwhyB7ykTKcoQ0c+Ecb6VSFDoSE4YxnrZQUdmAarWKEk3j6BqUbD3TjBkS0U1y4N5phPPkAXf\nMpmJ76TjcieiXhgk4eVxcjc3M1mVQOexQjTeEMIeRb7XR9J3RgiHFTTJsWBZkoldIVgAPQR2Gkna\nNkJ4pQfNt8A1aiWap8Y3YMA5YSOlaIixvkSEJkrOqnYkdQiA0cE0XF4LktWPckLDDG3Mcr1tooxg\niobAKQMqcwTDTU70eg86/BxiNQA/4ttcJ486qhghBR96dPi5lbcppZVH+C4MqViteQe/LONJMVBE\nC/VU4Tep+RVfopoL9JGFb8TALfpD5Jqu84rnHoYn01luO8Z3+CEAiYzSSDmzaGQ2l+kiDydWcuni\nZg6TzmBs/ARI9w2ypnA/epWfvWPrCYck1Kkhwi6ZBOMEx9VLaWA2uXSyhgNU0IADK62UsDU+X59B\nH/2+TAZEBnN159nMDs4wnzeULZS7LrM1+hrPcB+NlGPEzayCKyQVjPE2G6inkgI62MVGCnJbprIh\n53OOd1nBTjbztnoDa2bs5xi1THrs5EpddMgFOLBQRT1eq4Evbvo5AKeHbmJMk4QsBxgnERsxLcgd\noTd5o+duvnnlp3w94xFkbYAmyggh4cCKmgg38R4BZB7nIb7Cv9FHJjNpJpduAJomy3j08rd5PP0L\nzHjuOktnv48wK/SQRacrnwZ3BS3M5PM8zfuRZfxfDd/ioeSf0SKXspYDeDHQRxZWnP9pUPUD5+QN\n1SGsVbA+MswtNfsY6sziXGABK0v38TC/4IvKk7gCFoQcxXElmeXJ7/KF9F8xRiI/4tv4MRANCybr\n0lAigqdn3Md7tqW8Hd6AElYhVApRh5rJ51PIeaCV27W7eC9YS0vnLGyGCe7IeoVyrvDd6D+jCUb4\nlPYZQkKilqO87L2HgWg65aKBgUg6h8JrcDTEfP3tc/u5xXiAzezgNIt4ke2oCaMlQAiJTexgX+BW\nXBozOnVsvj6KCg0hfFEDUjDMl7S/ZIfYTDV1NHln0hydyTrtPj4hvcKbbObt8G1M1qWxvfx3WNWT\nCLVCg7qcdorQRQIMDabjeD4Zi+xAvs+Na8hO6KIWtKCt9lCU3Uylv5795rUY8eBFTyQosVB9iiL1\nNbrI5QI1aAmymgO8w2qWuE5wVVdGj5T9AWFWIiPczUs8xReRCBF9U8eK0nfIKu2iUSnnolSFH8PU\n6zfwFh3kx7+5DWgIkUM3izmBRIidbGYN+znOMjrbi1EUCGs0eK5YUXVGsd4zQqRNj3X2MP+i/xZB\nYgOlCoIRUtjLrVP7MuDB5zYQ7DFQIV1ibsYp8gxdLOEEhvgCsft5aiqwtpQWSmmhO5LD8fAybtfu\nJJUhnuEzrOBdOsljCSdZwGle505OsAQf+vgxNOBoSuYriY9RknKV6+QRQcMQKRxlBRBbxq0lwEM8\nzihJvMTdzKIxHpsnuIM3eIyv0ksWhbRzikW8yD0kM8wSTqDHhwcj77KSr/BvVHAZAIkQF0Jz+bL/\n52SZe9jEDrawA4kQj/MQpfXtfOHS7wCIosIjG/BuVYMk8A1FCRt1yCbQEqSbLN5nGd8Uv/zo6RB4\nNIp14wirCg8w1JXJ+eA8ZpXWs5Z9+MN6fnHi6xhrJnC329CmePlK2s9YprzPC9zDPrEeFFCJKIoQ\nrIvspV0UUdc1H2+3Fcnuw1Q4ifeinYcW/AStFOClhk8zlmLny2k/I4lRfsh3CHskvPU2Hpr3KG9J\ntzOBHefuRAKTJpCV2CrR2X9sd8LcftTGcFwqE7trzqKHBZyeyhwcP5eGqXCSVfYDuDDhjRrJp4O3\n/RsJ1xs4vaCKPep1TGJjz1tbuDRZjW6BB3PpOKAgFIWoEhuscDQko032ok93s1nsYMn4Ke67/Apa\njZ+HF/6E3ZpYm0FMZSwGO3R4DtlIvb+be3mOnWITXZdLkFN86NK8zKCJfDo4wFrURNjO8/zuiQe4\nZc0eevKzYjZrIqZrKaRtSuC0nj3cw4tk0cdjnV/nWLCW2cUX2M96hIhOiYge50EOcgu7lY3MoJkC\n0c56HnchAAAaSElEQVQZFnInr05Nle5jHYV0MHgsi/OueWhneHG+mIysC/Dlr/wrkjYUP8aCC9Tg\nwUA+19nPuqksxjt5lQMv3E7ZrMs4HHZcLguzN1zkFAu5i1eIxN2e17GPTPo5Tw0XqaZ9vJg3O7aR\nObeDvaznU/yBr/MoQeS4NsMTz5E8xy5uZzsvsouNTGLjPW6ilqP8Db+hm2zOMp+tvIFA4WXuYjEn\naacIM05MeHiPZdiZYAN7eIltBNByG2+TTW/87we6yeG0soDNyk6eF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(summed_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the derivatives with respect to the x and y coordinates should be in this case exactly the same!!!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.allclose(reshaped[:,:,:,0], reshaped[:,:,:,1])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.4" } }, "nbformat": 4, "nbformat_minor": 0 }