{ "metadata": { "name": "BilateralFilter" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bilateral Filter\n", "\n", "The purpose of this code is to perform a bilateral filter operation using both the GPU and the CPU. We compare the performance of each method using the system timer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load image" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import PIL\n", "import PIL.Image\n", "\n", "image = PIL.Image.open(\"CinqueTerre.jpg\")\n", "image_array_rgb = numpy.array(image)\n", "\n", "r_original,g_original,b_original = numpy.split(image_array_rgb, 3, axis=2)\n", "a_original = numpy.ones_like(r_original) * 255\n", "\n", "rgba_original = numpy.concatenate((r_original,g_original,b_original,a_original), axis=2).copy()\n", "\n", "\n", "\n", "figsize(6,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_original);\n", "matplotlib.pyplot.title(\"rgba_original\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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42w/Z4QfMTEY0hncijKWeSvpKLnfceidd/TlOPvWFSLeCcC1SSOq1gCULerFe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z+yj49+8lN844uvMFI1UiyVaghiDO89hT/CIha7XnBxTdPZiEnr4xw4dJhrscLvga2LTyN8wKqx\n/Ma/OYPQhtm5ae7evognRjZ34YUqIV3k3PszP8m9QkKRw7AD/Wsk524R3tjku29u8e0i4NQTj1CJ\n9/DTP/YgBO+CsFnaZr1k4UlHd/LLpP11+ne6XL99m6XbS1Cp0J6YYTJuMXlohqNHTnD2zJAsSxBp\nhnea5Pwi93zsJwlVRihiNpc3WXnmW7yrMUN/fQsdS/bsnaYxdoK0Po5wBUoYlNRlh+FKBtPamxeZ\naIToKKLWijHeUamVipQywJsdLAmlem5nH+Y9SKEQwlPtbWCbLcLKkEQK/uHP/EO+8+dP89zpi1x6\n5RK+iLj7Ycm+J3+Mq8/8BX7GE8qQROZ0X3kdoWLGahGJ6pEOQl57/iI2kDzznbfw0nLyrgNMVKv4\nruHGUp/jC1PgQSQZQuuS42NycBYXVrHVSawNeOb1AccPevYGfbS3iHxAIAzeWmQwRrlnCkrTpgow\nStBoj/H86fO858gxvn3xdX78viMsXb7DA+OKO9sVWrsle2uabGvzB9bUH7oib01GgaDS8DijKSjI\nhjUQEaLSJxlahgNBo6LY7nVJUwiTHBlKRnlBWClj01a2NtE44mqVNPHUA4eQKbVaSJELCucZJQ6P\nJ4oiPJAlBc6WWZJKKWr1iO3eiCiISO0IHcWMBgO8rSC8o3A5koAsLVNflFIILUtgkBT43CJ1ie71\nErLkr+L3CoQQCBmUb+asIEsFWkqEchgDRe6wCLQul7A+KVtrjyMMy1knokx9ct5jjCVUYfn1tUdJ\nhRTlElj6lKMLiqtXPZ3tPhEVdDCiVotJuhneCppBQKFGSBUSNba4sxoihaLeVhhf4cXLHYYJtCo1\ndrVzEgHd9Zw8KTNsa1OerdVttFMoq8vYw8YKRw7ew6svvkruqmC2yPOQ3Dj+qw99kGOHvs/yxQ6v\n/8+fJdOn6K1e5l2/9DWSX/kEojlGlq/TGTg+9Ohj/NunX+UrZ5cZbM2UhjXZ5uqzi/zq//jPOP3N\nP2PYzvjLz56hbxNmt3oEk22uLHdwt5bpbW3THj/AnO8zPz/PnoU9jNyARlCjECFBVMcGnmf+5W+y\nb67KucXrqJX/h7r3CtbsSs/znrX2Wjv8+eTUp8PpRgc04mCAAQYTwAlg8iRxSA6LFEW6XGOKKoqm\n5JKo8oUpl6tcLEvFYrJMWjKDTZHESCaHw8kgZkBMQgYaaKCBTqf7nD45/HmnFXyxW/QV5xq+68vT\nJ3z/3t/3vs/TZG/1Jv/s5x8EqWjNnmP3rRfoRJI0l0jr6Y4Nz/7lb/ORRz5A7eyA93/qUczcOdZf\nyll65LMsfvcXubBZYWUdHrzBIgmlRzhwt5ECQa2JkQ2GoxQRhNSShObcHciyh/RZxQuSgonOJG+/\nehFdryPVVXTgePGp/4s31g45908/BUETohj0HLSmSI7eCVbz2E8YHrMW+lv8x//0bZ678HVi6fnk\nP/osKmjTaU+hlCSOGuiwTn0iY/bMWYwtcf0u3e0uFw9WufLaRR546D24Rp3r6wMenTjOypnTDGYS\nUA7jwZoxnSNtHvuHn6pOEA6U1iAc457jma/8Z5pNWKxNYhEEvjKPOQeBV5RWEFMB+rx3CHdbjCFE\n1Qb31XrJ2uqGZA2AB+0RQtPtbyPDOX7lM59A7G2xmm4xu9jite0tji/EHNoa467lzStfwAq48cJb\nLNzzHuLJFuOBZ3l5nnTtBq36BKMy4/73niKwOb18hZHvsfriLWbOHOUnHj+Ps9WtxTuBVW288jC6\nyXgY8vRWjQ+cKpl1ayjdJkPhpcSrqkTmpcLZESYMkU7hdAsz2EPGlslIgbI4YxFGkPmUwhh0s8at\n3oAP3XOWm6/2GehO9Tskv/8Yf8cNeYcliAwWQVYaApuwMxiT1AoQCkxAokF5Qe4EzWaIKaE/yKnX\n6pgiJQwDcgsi8KSjMRAzGBmUjDAuICssZe5x1mHxJBqksuiaAhWgVECWjaun4MhTkiNQFMOCQGpk\n02Ly6hcsqVX55TK34B22tBjvMGWJCgJMWRVXZFIgbkPNpKrWPXjLqJv/XeTSSIkvKxesdRYlJLas\n9F/uNh7fe8jLkjiJscYivCAQFWNeaUk+tvgArDfY0qOk4Eitz7VLhtTERBocY1r1Fo1myZHmSQLp\nGR50sUjKwjLeriPTMXLSs7M/5HA/RElNkWd07ZhhJpme1jSTmMmlSTbXb2BGbcg8whQE1nFk2bK9\nITh3xyFHZ6d54aUDTBAzHUvevTSJ7l9guHWcTrNGe0kjhOPy9XWOfvcP+MFf/RI3//K3+YNvfZnu\n/pgz9x+lMe1ZX61WDu1GjCYgG73MN7/8FV6+tErbO3D7fOSBFdYPtrh0XdKsTzG1MAcLDi0twcQC\njdhj/ZC3376ELPs8871V3r1URxpPu5WQ1Ftc2JOsr28x2u9hixIpYJw7Xn/zEudbAnfPebwsibTk\n4z/0Lnj834JowTc/g1q4Dz1zB2J4C+kyrK8YK85Wh7gZXTKygtOnVrh66QK/8Im7+Nd/sIYzY/rj\nAB3GBEGIAC7f2Me5EY+eP0khACl54s//iEFhODwccezuM3zwviWii29WeXjrwRQQxPzOv/8qOh/w\n3/7ip0AngIHJFeantti69AqzrRpf+L3fIPMxUX2R3mCHe977OJGe4Ku//euoGN7/c7+KSzokM56n\nX73Gne/7CA7J8VN38NzLL3J25Q50e5rQBeiowXCwQaLrFNaAl0SBwtny9r1LomPPyrse4aW/fZLX\n3txEasO97zpLO1TkWUqWFSStmMxaTOZo1auDdoXFFjhngIq5JISs+FG+gvR5J8GX3Hv6LDiP2l+t\nnAsDg9YdOjpGNhq0MkvW3aFrLFOLbc5OzrD+wvOkjJh66EPsvngB7wtKK/nus2/iRcAdJw1nTj7O\n5/7sz/npH/4Q6cFh5VwIqo6Dl5aiVyDsHkEQQRyRpSWFisidZmPD0T8Yc/WGY/HMPKbo0d9JyZIu\nJxoahyDwHtGYQgSaD79ngSLLMHbAfUtTJArOLE+jdUQ9qhGGCdOTmiKTvLJhufvIPPDq3ztT33FD\nXuiC1DncKEAqR546ZjuS3ihgOJTMLtZJxymh0+DAjAXTcw2Kcp9mQ+J8jEkdSS1hZIbVDtMYCB3Z\n0GNs1UYtfZUV1yFkZYGwnlBBObYkNYUSEq8EiQ5vs3CorFJaMrnQpHfYRwURriwxJkDpAFOWCOVp\nxkmFCBYS4Utc7gjCKp4pAgO5RNc8RQkqqp5M8qxEKonz1YGsNCVa64oWSZXXLvOcQEukCPDCUZYW\npTzeObyFdDSo7O0mRwYavGBag7YRo/GQdrtFogW1Zg2Re4ZWkx/2aNUTRmVEOuoyHEvmz7ap631e\nf7NBO5qk1uoxP73ClctX8cZgSslhz9JoSIwJiJIGdVXQXi7xWYe012fymKOWx7x2aQtdBJw6HjDs\nR4hRxtJEk7LdZoAgCksGuwcIa4hVwOWdXQ5+/SdYufuDxDbHljU+/zcXKITDlNX9ZDhKCRjSz06w\nebjNZNTk9HKHqR94L5c/9y1Wg1PMzhsCX9E5VWkIXMnpRs7v/P4XmT/zEDsHjqQ9x7AomJmKUUFV\nKpNBSL+7Qzn2VTwy8Ggv+OJff45jC0codi9hTEmoKpop2oM9BN3gN353k/3eP+M99y3xsX/1bylV\nUA08V91qAiF51/mYl558mqmllNZcwPe+9SoPr0zw8qXX2HlTcFlIokgwygpWd/rMzExy89bbTEwv\n89DD97PRHyFWL6PHKde/9RLvnX0MeRhAXgCqOgY7Q6I0Y1T1NZZltZbBEncanLnzPLU4oF04nDW8\nsXaVI9MN1q7f4uhKg9RJdG7xXlRkVirZTu/Kc+TLE8hY8cAD76HerpGnFt1ss3azy0RLMirGxEmE\nEp60zElQOFs94DhjadbrTM8eRUTrlFnB1YvrqCBhetoyd2IaLQSuLIl1SJKE1KYm6R/2MSIglBYV\nQOlKtNQVx8cJfCBRyEpT6ar9vvOV3exwd8jcsUV+/MzHGOcZ49E+W69co9lMsCLCeMf8Rx/jhW99\nB/3KNXRTMrvwAAPZp+H63Lx8wGz7DFJXsDpBgBeWwFUbAyMswjqcCimDaXQYMepZinSHXtcS+x4J\nDe6fgXFWo3d9gIodBonNpjCNlL0dRb0lCZptQudASMKoDjjuOjPP3kHO++46h/eWn3z/nSA1MumT\nbxySi5zWyoeBr/69M/UdN+T7I08gI3wpsQVEdU/uLbmR1JsRo15B3BDk45KigEDA9t4eSRAxGhVE\nQjMalzgxwEmH0gCW0aGtGqmFqdgekkqI6wVlVsm4jarSKEWWE9ciRGAQzlFmJaUVCClRWtPdGIFU\njE1JfaL65XXeYzLQWpONMoQKkLJS+IlQIFQF/ddhiI8dJvOVIBsQwqGEJsscTghqtQo9UlqPSmTV\n1vMGYlnVuKzBFiC9xhqL1NUefn5uRF7s4PIE60CGdRqqYLs7rG4EmWVlRpPUAvZdSWED3r7ZQ3YS\notYYPyWIp+Hqeh/jjxM3PMbDmWNzxLrF9s2YVIxpTEhcKhgNBLcGW5TWEXRqBFZTn75FOhJ8+3ue\nqYkELw0nOhM0agIlLPNHTtAXkoYfIYoKFObw9MKSbzzXY1zskY8t5rWvcfr+KWTWpTdSUAT8yIMr\nfOTB4zzxtQ0ur7/GR48nfGD5gGtRzDaTrH/xDTpHlnC3cvpmjdWdDe5q3s1k7zJhPcYun6DRXqDV\nmSVuRTQbU5w8usRUe7v6A/aKwaDL/HxEWm4jbYlE4aXhRz74CMPtDebf/T7arUqcnDz80/jsJbKN\nt4mPHqU/ztmXi3zlouKvPv3fIXXEHffdz6N3Ndh9/at8/Jf+G5i9j8GVtwmjOoEGJ5roTDE/s48I\nBMYZdg9HnJhtcff5FsNuzl4/wqQjvvgXT3DsyGnkvfex9txzmDnNPe/+AFeffaOqVeOr/KK2mCBE\n2LiKewYJmH3wIIWm1myws73F/MwszgqefDXjl/7BGSJajEZjrg88d8x18PkmRi1UB0+taIYzXPyL\nv+SV/pBousX5Bx9kef4UkWkQNWO+8eQzbK2tMXI5Uli89ehaDQVII4iaMXDAqaNnOHv6QVZW5hjs\n9phYmmcwsDz/1BeJ45iajCgDwVYxx/D6BX7iV3+NV/7ot7BBiLMCI6t1p5QSXCWDr5hOVfqt0mfC\nMG6zc3CN9d3qvnTvu44h0Bx54DxQyXeGa1c5MzPFwic/xeZhl5eeXOXCa9+j2ejQOjtFsnwCIySX\nX3+Dmbh9m4Qp+cbzN9nO9nj8AydoiA4+aLK7O6a7lTJK+xxralav5rj7z7F/ZcwJPWBGZJhRwOa+\nINeCWnOSw7WUoLSM9oaMLm8RNQdoFRPdjlY7L0mCEOFiRBCC8BWuYmwZ6iH3LXQYFf3vO1PfcUMe\nF5KNPY26JBCQ5gXDUTUMkQVKeg56ZRWHMgFJrEnCFqXPyVNHGHuiBFQUYcoCYxRpnlcJm7xABhrr\nLRTgXAlQgcykr26ntno6SIclSgnKoiSuxbepgSU2lwRhQFFUHwS+cBVcDI+OqqduWQObeYwxCA/W\nOdwApJakaY4KQ6w1hHVNWYAvPV4KGp3gtoBEkDSqIlRRVk/pQlQZ/ipBU+X+A6lwCGpxjUE5wNp9\ndrcDnMzoHUhC3eW+xzqU2qJLgfUZa7uwlafMLBylm2X4hWVEv4/vK6RLEIFluunYOyipuxwRBqxe\ntyxNDvBRDyEk0/Mxe28UzNcPWes2ET5gIAf4TFMrA/qjgCRWzE7GFOMRW7sHhKGiniScvWOG17/3\nLKGdJzm5zHMvv8TgYMDP/+OPcdfxfX73iTXG3W0ax1OKKwv80/e+j3/31Fcp/RKXN1OCF1b54IMN\nPnh8ia2+YTVvsWv61Pa3yZ2jWxZcunYdK3L624ZX9ZvcO61Jx4ZTc/dSqFXuu/s8L11cJTVDOvUa\nOqwRaAXCUXezvP9snx991xyNpMQrizOOGXGLjlpj/h/8Ibz+b6jYzkN4dZXkdK6b2F4AACAASURB\nVALuVUonCJDUVZ1f/OzHSNo9Zk8twcq7QXwaZBNcyUf/x/+V53/v91GqKtMFqgZIivEIGSkascZb\nw3AgMRam2p5A5sx2ajSbkxyfqfMTn/0UX/+T3yd0hzRaIW9ct9y5lILSUCqaoSeKBaZ3E9U+idtJ\nyfJtLCFSCMJklqtrBxxfniaKYpwOEVYTCsGv/MIn+Kuvv0DhOmg8xnpGwyEzjzRwpz/MqTcvc3Xj\nMq88+TR/mz5JPUlwEZw8fpr3fuA8UdjAS0kjChikJWHgKPOCZ5+/xCc/8wBeH0eMRuTRkHf/V4+z\n9vab1D387L/8dV556SUml47wb/63LzPeXGd5IeBbf/yb2NTRUCUENdSpc1x6+htMtjVzjam/k+cI\nX71xGAFaOPRsi3OzxxhvXmAngwtP3qIIJL7epj7RYGl2ntAKhsZTmpJavcbHf+ZhnvrPfa7v3OSo\nOk6NOl7ELC5kLC9MkLsh1jiMtdSSkHTYp540Eb5gdjJjfjbgxq0lVo6V4AJefWmbuxoFOtAQCKRQ\nLCtLVuT44Q5XcsicZLFeYzL2iDAgLweMUkeiFDrwBFaRXx1Xa93Ak2uPGyhupgOmpyT5tYvfd6S+\n44Z8OhzTmamRZhkSSV5U0USpJUXpKDGAotWokReGwpVoLyhyCFEIBcW4SqWEQQ3nBOXYVEUUr8CA\nCiVeeFwmCMKKMWPzCo/wX54QvHfkeaUMLHODE9VS3Lqywgo7KhtSYFA6qFIoxuEsJPXKzuSVJwmj\nat3jPWGckGUZkhInBcXYomKJkI645kBKQq1JRxmtVkKeWRqhxnvBuF9iTYGhINRR1bC11YfUeDgg\nDlOsd+gootMJOX1yTL12CtFIUOlNDvuSUWYRkca1C0Zum+trJbFqoL0B64hiQ70D5TinVYcTJz1v\nvGXRccDNPYEvYyJtWb9SkmOJC8VkPQFd0GjH3HFimb/95gVGqSEMoCyG7OyHFEXM/KQjG0TsbWwj\n6k3Wdm9x/9FjfPp/+OfYa7f4rd/8Ix5++E5UL+U3f+0z7HWH/Ls//zpPPP08n378R3njmS8yaDzA\nRm555Nj7eOGNP6XRTsjzAXFrFuMD9g56nLv7TjafusYdS/NMz5WorEcZaYp+l2bSZDjy7PY2KcYD\nws4M4zTHT8jKxCU0SjsWOyWBrBqQeA9CEWhJ+64Psf3Xv8P06Y/Q39+gM+qxu3UTbTL+7F/8Fv/i\nlz9EswY7O5uMt59mRrTg2KdA1OG1v4R7f6xap2BA+Ko17SuipPf2Nm/p9h+C0ARS4nV1RC+KDOsl\nosxpTq3wW//xc8wce5jVMbjGBLsH61yXU9STBoXJUb7kkQdPcpg1KEY3mI9aiOYRvN/E2AqvfPTI\nDEWR86l7p/jG55/j0Y/9IN5rVFxnbnYGRIDDY41hYuooLh1wdeMqMjJsDDI+ePcSopAc5mCyIQfb\nqyzNnGec5VhrwEZYY0mL4vbuGn7/ia/z8z/587iyINSaF7/zdX7jd/+Cu+9SnLp2hbn5GXZulkTp\nJucfvptH555h9WrGzPwUWXnIweaYU/fexdziCn1zwObuPuNCcWxxgkSDCDSmLCHwqEARtVoos0h7\nYYXPfeNpfmRhmsPDPgdbKdeurVLEDV750pNs7u7xkz/5UzTDgLs++ijvid5DPWyhlKQcB+wNV3Gq\njhgdkjtPFIApS3b7ORNJhZSouH2O+dNzfOflNZr9W5ztqMo5YYvbAQyDMaZ6qLAFK/WAXmr4xq0U\nKyBJEpqRRjo4maQUKmKQDuhl1Y1SBBolJMnUiA/df56XL1zmg594FPjK3ztT33FDnlrAwfaY0grC\nWJKlhijRDMcFylfwIq0D8jzHOiiKElnk6BrUZwJ6OwOcjwHDIM1RSpO0YgwlprQoJD50CBdgAalg\notkkKyy93oBI6apzJCo5Q1lWTwlJQ+IVjAcWlxuUUGRlTqADhHWI8DZ10JUYF+NEBoSMsxzhBVIK\nsqzCDJTW401VVrK2UgYWGYgAeukYrTzDfuV8LU1JFCrCuqcca7yXWFvB0KJIk5sKljbd2WIw0iwd\nrxPIIZ2pBzCZZbhzQM+lJNOa/q7GM+Jg3RAdLWk0YyKRUuSepOkxKKwoWFhW7Bzu8OyLDXCCc3PT\nSJ3iXQ3nPV0bMOrvY8Yj7rtnhsPBDrvlgC996QUiFSJKTRwEWAMTjYD9PUHsW8xP1inxNMMJpmaW\n+PbTL/KxH/kMh8O36bSP4EddJpfh2W9e5WB4CUqLKT1//fWXiONjNCXkw4Ks8LRaDTpTU+xuxXTS\nXQ6HdaYX5lhbXef+M03ISvrDMaHQ3LhyiMVyuP02i2cXubU3ptQB/fEewnh2UojimI2br6Os5Yfu\nmSOKNLGuUAveGrJyiiLVmPEQt/9dbK/P3/zeRbb3D1mazJk5Uedw9Q1aZ48x9+HHoLUMahFMBkLx\np1+8zk/dfQByCgiRgHEWIatynQgivLeIEOqtKcxohFQBgdI4QCd1lIMCML23We+OufuH7meUWi7d\n2mX23BkGheK5v3mReMpz/4NnyX2Es54waHG1v8lMZ4rUwqtXdnFFxub6JUZ7VWS3tIbP/d9PAHDq\nnhUWOnPEcYJHIrEgCt58+TLh1DlUJJA6JIpqeCmRBLz09k0++tB5xreZScK7Sk0pbBVW8IYyLwnU\nFH6c4r3H0aM/lHzksfu559QJnvrWM1y5MGJuaoGP//ADXHnjKjc3G7y+d4hc3yMLM8LWmPvbH2Yr\nMnTCJr5UNKfglStvccfRk8QxICyNsF6tiOIaZRSiWx3CqEZ9apZaZ5JLb3XZLg55qB1x+cYt+hn8\n0R/+Ee3pObr7B9xz/wQf/+CnyTPDKM2qNy5zgPcC4QMeunOJsligJzXWWcoy4OLVMbW4Tpq+Cd4x\nPz3JuBihbYUsEeI2U/62OESiq7ug8IhIcrzRYmc4xI9SylJgdY39A9i2KRO1gFg6Yp0zd3ae/Zv7\nyGyP9y7PIJfmvu9IfccNeV9aQp0Qtx39XkYYQSAlzZrCycpLmmeOMFJIPK1OC2sgy1LGNzxahQgJ\nhXV4aRgNLRNTMdIJCmvwkaIsKlRvgKIoCroHQ7yygCMrM8I4xJhKjhzF/99uvfQeqSRRosj6puJT\nGU9eOoLC3o54lRTDjLgZkQ4tOg5JR5UX1JQlgdQIKYknPaYEJW67Wg3YVKJViJLVB4tJC8IwpN8f\nVtn2UFIW4EpDEEucN+jAsjC7Q54HTE43OdjdZ3svY2LmIhP1kqVpxfqwpNxzZOMxuuaxKHY2Akpr\naE6NGA5gdJhgZMH81ASXB9cZdGuMxyXHjzXYGmzSqc8QIJgMJatre0zOTzM9UefmVs54ZOibyg1L\nGdNINPMtie87ppoxR47GLLXrjIuc4X6PbFRyYuoI7//d3wezzeFgD6kEb93cJQ4TLm9eo+EK/tmn\nHuSp10a8dGUVVxYEeUn/5ip/+zf/gbsWFxnsHOAl7MmI3a0tvGxzdHGW1Z1Ntg88iQ45HA6pteoI\nX/Layxfxgz67h2sIIYhlQFsOCZVCdy1H6gbdiHnmMhzsb1LajM9+4jxaKV58Y4czx7b5zlPP0eos\ncW4mZuHkInHnCM++fJl0nPHpX/vXEHQor7+InjxJ9cQuGV78FqOBIXvxdeIHHwXc360KnTMYa/C2\npCwKtA8ZDfeJGk1cYEmHKUppojAmGw5x5Mw2G0gHTzzxl8S6RhwK0v42ZfMIdz50lnq7yZOf/xJv\nXtmnHKUEsaI1d5LIDIibE+hGjUAqlufPUc6OiZMpRukBUVjHe8lh/4BwRjNOd0BNoATY0jG/Ms/V\nWwOW202CQJHUYtJByTAbEIQarRXegvEFOqpw3M4JcpOTJDFZVuADz+c//w2CICD3hlYSccf993Br\na5t03Kf0Gfv9ITe+83nsIGOv1qIeeQ4PHd1BH03I//m/f46FxjwXb77Ix3/sk5QuYnZcvRmluaXv\nHIfxEksmxXhDIDXNqE4t9oAhUJLUF0gVMzExw7IP2L25TRwFrBydJjh1lN74Ok+/8jaddoeVE5O8\n8XyXN557AStrfPCBY9ggYHN4QDQ5ycvPv8bdDx7h4QePU4tClFSVj/e2YWu0n7F+/YAbuwMQnloQ\nstgo6HjQvirwOQGdlSnuPfqD6O0ha6+/QjQzR1Ru0z/Y4/6THVzhKh+Fg5W7W8yVGY3TAbfe/rPv\nO1PfcUM+qSXkRcFwaCAQlBhsUSBdgPUWGQhUVKEAisKR5yW1VoTJDUGgkLqKGnYaTUTgyGo5zldp\nGm8F+aEniBTeuUo64Bw5eQWckhAnYfWGfrtFV7qSSKsK15sbvAWQ6AaYkQQBoa4Y7kVZEsWV6CMf\nVR8atrDUGjVsYYhUSPUH7ihSX+3mjamOtAIsFQ7YOosUkjDSRJGvJMzG45ylnoTYRGPTrLoRyG2s\nkRQ2Jxgdcn3DMBvPoNMSH5e88KqjLtsYSjp1gSHChSlT9YAgyLBOcUfe4bvpHrV2yK29dYIkpigM\nM1MJzuUEEWz3D8kLzQYFrVqT3sYOTNXZOOhyavEIS/YWF9bH5FlJ2IF6MyYbSpKkSSsqKYsu9bhN\nJwwhUbSm2xXFUcR0L7xAIKYQgaBZ5qycv4c3b77C17/zFgdZxoPL01xb2yd02xxbbjNVaHoHI9LB\ngGtDwfH5DlFc0ogjXnzlTfqlZH46oT8aMLc4gcn7xEHIfadjmm6X/3QhozdU3HtmlvNLtkJTE6K0\nRkQxn3v+Bkm9g889ASXWhuRhnenpmPd/4ke5/tIVTv2T3+AP/+d/zEN3P8Rdx/u8cGEVfAhBk+e/\n+g3ee+rDeDRCDmicPcvP/fgYde4eqj3e7U4FYL1E+wqCJVWAkAohDMbk+LLi//jCUfgxSileeepJ\nHlt5P8tHpulsrnHeFXzyA2dYvf5tjs98kCdeuspbW2OEgONn7sAHElEqAgXYCYJ6yDdeepG5xLK4\ndIJ8ZMjcIQEOYzOKwhOphDzLuH7h2+wdjCmIaDYU7elTqM11RnnOTLONjmPSgaeeNDDG3H4Dtghf\nrZ9qzRZZnpFEMWGkiZM62gu0VVUENagxGhZcvXSFxjijOMiYb9bZuHSVic40tbhBREhHB/TiA+6c\nPs+l9bdJwz38TMzM3DSvvfAGca3DW2++xcd/9pP4ooXe2KaX9VjwESqJMd2A/uEuE7UWa4OU450W\nDSJmjx5DBFU7vnQlNre8+fYVOmGdbrrJxjWDKwoGH3qUqYlpaklIzxTs5ylbb99gZSai0+2zeKJJ\nLUn42te2ePxjM3gvkFQpOKkDwrmIeDKhtZ2yOywI6gFxucvGTolIUzpJjQcbIXZjl/1wk6OtKc5/\n+oeIavPs/ennGJclnckJrLNEvRFT7ZCOmyZaTMhHW+Tj3vedqe+4IT/ojSvIkfWVAYeAWq2KA3oE\nWZFXT8CxQsca4SwmzWl3mqRZhSkQXpBmJUoHqKiDtQPKcQmFrJ6ItUU2NMYUeDQmq9IppfXkRRV5\nE6JqnyopK9a790Q6pHAWggDlJF4ZkFQShiAgjkOyLMMjKUuDF646agVjvK/8fdZVGFovPSYrK/ZM\nViBlVXwyeYHUEuMMSokKl+Cq/1MUwtTUgPXNiInI0Znsc7BpmWpMke9tc2MDKAOEMISdGtlemygb\noxNFbiWEnjCI0T7iWCZZH+TsYPH1g9tfW4GKQ0wKj9w9z7WNHcoipsgccQynl8/xwoWXabQzym7G\nQEsWpuYYpkParQlOzddRQDo2WKO4/8wkm92ctHDMHF1hsLfNt1f3+NBdx6hP10E47OVvU/gmM9MR\nvcEkcXsa6zP6Xct0PeRwDEHYxTQsY6dIc0uSdIh0xoYHEUbowNNIZtjO9slknU5dVERJoRiNB0x1\nQvrdMYiYqDFFULPUZMaJlTNMtK9WVEQVIFAQCI4emWVcWKK4Qa2uyEaeSAuycUZRO8P+8Dqqvgyu\nTxTHLC1P8NyFq1UkColLFKCxq99DzXZAT/H8957jkTvPgE0gqBOI6mfskbfjjVWxrTQlCIF1EErH\nJJ5zwvKu+xYxJmV8coWZleP8tC04uJSwcGyOHT9i6ux5+iFc3yvZunSdo9MJthhw4v4lVl9e5VDV\nSKaWGN0coxzkaZ1xHvDs2mUeXJ5jqj1P4bKqvRlJhIY77/swxhhMkfPlLz/Drd2r9A76TE5Octdy\njcPtLs46mkrQjEO21g6ZX2oSqBKhods7JAlroALScYGwjnw0IvUWrULmOoqpSNEYjzDeETYSRkXJ\nzNIRfOhZPHMHG9dvsZ7lTNSOsLl/lRPH57BlwM0b+0R4+ukGoS+J4hEXX73C4f5hZdMqDFsH+xxZ\nPMHmzhrL3nP+2DIHqzdxHcnR5Q4Hwy5FINgpClaOHWNzY4csLdkc75M4yfs+cpLXX5jhmS99kQcf\nupPAO4bjPpqMD9y1SOBLdFwjGHQJ44ip002+e7nEF4487VMPY2ZbguPLEyy02sx0Fim85NJz6zxz\nfY33PXyW/YtvYH1VRlw9yFi79BpvBxL3bM4PfvKjJEdmWBbHka1ptFe0J7vUBnu0J1usXd2nkQgg\n+r4z9R035ANRVfSV8QgpKrclntJYhKwEyCBIsxwKRVKvjp39wYBAVHAqrSVKenAGk6UUthJv1Nq6\nOmBZQT40QIAMTAUx877ijUuBd1V1ujQCKYIKSjYuyb2pVjK5q0oeMgDj0beTPI7qfoAReBTeewpT\nYrIK6UtQXdXyNEdHYRXqvS37CIIQUzoQQQU0c6YS/laQeOKaIJnY4vJVSxQt0g4tHRuh2g0Otwsi\nNUnoR0hT4LTkcH/EYCRYmZvECE1kSrrdPu9G4BZqiMGQhtCEWY0iHBJkCuMChHJI6bh4bYv5hYTh\nwLI38Ay7gt2tl4m0ZpiFLBxp4uqO3qCPDiS+6NAfDLCmanOmoyHP9YaAIOkssfdaj8WVWU6cKlkb\nr+Mv9Wk19tnfuEZ32ONg3GVMSN++RaN9jKnWFIaMiZk2270uh8Mcn0GomgRLku29kotrY05NKR56\n9H187/mXeeHlfZYmZsgKixPQ3RszOxXS3y9pxzFOKJJaA19uQ6CQqoaO64CAQKCtwAcCX3oEisX5\nCepALh3N2NHuzOF0TCueqCByRiGk4trGkImpFqiEref+nKYZ4IoeankBaIM0PPKLv1rtY13F9rfu\ndi/CVEYnT3CbT29wshLAL0xKfvLnfobus18hVxbpQiaSWexrbzM7O83sxx7G2zHtixfx2rOV7ZFt\n7tM6KimzGNP3/IcvXEVJi7AZ7wmOEGxvckR6TCjJe/vce3SZIh9w8+ZFJu94F67ogTUcHuQcO16i\nohgVR6SF4fXvbhIGCr1lWZisobWrfMbe8/CpJbqjDFyAKQxl6dCxIjMpcVKjNDkdRswdmebYyjJB\npNFRyPbmPqUMaU21admSNM+Y6LQxucF6wfTRY3QmW5QjyerFPmV/RFpA4EtOnz3Dpdevsc0hdj/k\nyndeZGANOq6xPerR2Q85uN6l0apzaW2fRPWoxYrSOBa14eiRRXrdMePeGKeHyDJD3vbcJkFAGURM\nx4775mLKpXu48VZOvZaTFiGbu5scm4oReYUNMVvbfGha3LbPSWQQIfAV/LB3CLWIIJYoH9BuSJab\nHda3Dsnrk5RhwmxcY34ppH99DStLVCz5/J98gZU7JigLQ1mknLvzDKurGesltHWO8CNmZ4/SmYmA\nN//emfqOG/IizClSgdIRzni0DsiKlDx1qMAjdUhZVqkXrKMoHFIoVBRU8UTj8EKiVLWeGQ5GJA1N\n0ICsN0bFChFo/LhqvLY6gnQUUt72pUmqg5GQVYTTuYIsKwmkQrhKEiGkqHb/QlA6S+nyKt4YiMob\nqjQiAGccnTBhlKVYaXCZrBITgEJgFTjv0FT8ce8tWDCZqaBpRiCwNBLHhMzZXB0y21ikKAXTjZii\nhNwWOFGQHcZMRh0a8wHjYY5DoGTJuDtCeUWzDHl8OM31GUVR9NnVB+zsOjInKcYNQlWlKDqBYigz\nIq3I+p6tm2NqMxHOg7YK5SXelmS5Jc8NH37f/Xz7qW/y8MoC7/mZH+H/+H++w7TS7I8k/VG3kiZO\n1AmAK+vrPHIWuoeOZ7Z34dlXefriHkvNOoMiY2fQ5ej0HIO9bQ6GBf1yhIim6B54+jZCGo2WkoPd\nXdptxfH5mNnJeZ5/7hXqkeCxOyd4c32A1gn1OELM1fCmJGnUcEVK4AOk0ghihHQUucGJkFBW9w2h\nNQJBnMT4tKS0DgJNEEhOzSjKdJcin8RJCwg++gMPMNp5kQdPJ5zonMI/+yfMTx2nFSvEi0/x5ree\n5tyv/EsqK8xtE/ttsJj0Gucd1SOLwHiBDDQy1Jg8QyrNxtXL5K9+E6kj+gV0FAS2oFCay6vXON6Z\npjvYYN550swh655kcgY9rLoUzpc4CYUMKCwEiabMKo9AOdAwXiW3hnFWgBb0wuvk+11+9DOfotM8\nwfPPfIP9jRvc+9hH+aVf/kfcuH6ZUSG5evka+JwsHWO9wbsAIQWNdoJWCi8kJi9odprkmaU36qOl\n5Mh956t17GAPZMirz7/Eww89wHBgENLikSRRUtX5hSLSMEodw8GYEytn2d64gtg7YCcumIgCLrx+\niUAJFmamSGPLj/3Xn0a6CVav7vGFr/0VtzYu8tgP/wyDtYvE9UbFlLeWfn9Ip1XHFRlKGE4tThHX\nRmxuKNa7Q+q1gIM04DvffKGifmrg0re5cyJkfVczOljn5Ill3GAfFXicA6kUxjocVSjCIQikwkqN\njGLyoqQWezSWeiPk5GIbXMn0keNMNGJaoaLoK26u3iLLBpSDKsV344rGm5JvfvsK48Mt7j6yyNRE\nSOIjpmemyIZjDvLs+87Ud9yQD1RCKw7Iysqfmec5UVQjVLbKjRcGZyxxnKBqluHIUmuFDEcj4liT\nFwXGaIrCkzRiapMWZwxm4CmKKo/ubQFeInCM0wBHhpWiAoh5j1QCZ6uBX5jqtb+0BVpXWALnPEWW\n8l+wwEpLonpIYS2lN9hCEChP6TzKKRIdMioM9UaINVXcKs8ytKYa5iKkzEpQCmwlLAmUIM8MSSQ5\nPiM52D5gaXaWvV1Lp14wSgeM8ho6dOwdysrjWcAwrT5wfOmphXWWixZb+z0GaRffWCA8HLE9PWBn\n1EMfb1N0E4pxTmtWkoQ1vNkjHMYIYSnjLqIek44sIXD2vibPP7/GfKvOIytzvL61x2uvvcGJlSO8\n8vaX+d4r15k9O4+3JVMTCYFs4DCMhGfkDDMzCcXBITdvjRjlmqfWd6rVWulwwhGoiAnteGNzh4ae\n4KDvGBVrONtgr1sSSRgOh7RqKTd3Uo42T7Gzu097aZL93i7fvdhncaKJG+cV+VMWKC2RQuCp8NA6\njEEHiEISx6ISwUvQQQRUPt+f/3DzdvsYhMvwpWBpybF/y/PS9/6Qdz1wHvM3v8xiO0B1jlKoCYbp\nJuKOxyHbJD53GhGWHDvThtKCFvydRSYQgMUai5dQumq1pesRJi3JihJLgJSSehIRPfg43e99CSMl\nKrcIJwhiR5AmxChmOm3Y6GKEII4bOHFYeQEChag1qTPASfjjX/vv+eMnvkpQjwmcYJzGRPGQwAeo\neozxgt7Q8uaNba78L7+H8xavFSoI+fA/PMGv/0//ip/6mZ9GW8P5U6fIbQHGstdLubFxBVuUiFpC\nWkL/YB8lAmSsECLBFjmp9wyLkr/d2MarkB9f8LTqHYoyRQQagUICKgyIY0WZG6wv2NrY546zy7g0\nZ/H4ETYKWOv18coTt2uUxnDz7U3ufv+78LaJl9UbcX//kNbEFOtXr9HdvsXKPffyzKXXeP/KGQKd\n4FQE3iJUSXMi4ruv7mIl3HV2GpNDvrpDbhR5PiKerbNy1BKPFIOixoX1PW5tXsYWJXOJ5/F3H6eI\nmgT+Nu45UFVD3RqU0AgloT3DUEqiPMMbi8jHKB3z2qUbhA3Nu0/OE/kO959b5sWLY2qRIh0b3n33\nBC++vMmZc0sMdm5xoCynVhrMtGLqKfS6hkGaft+Z+o4b8sP+kITG7eOnR2hNWRpqUY1xNibQCu3A\n+ZLBKMMHijQbIG1AaQt8ack8CJFVAo6sYrfnaYUJSMKYw8EQ6RyNRp08LyjTCjEcaI33rsrGF5ZG\nPUEJx3g8JtKaSt9ZxSFJQoTzmKLEFB4b3i5kGDAlBKEmCgRlaYjDiEglSAFSe7iNJHBOUKtXR04X\nUDVbg0os4ayjFil+4M4GT794lRMLmuu3MgKrCWLFZk8iJdTjCeqJQGkwXtFRkJZjlDWMupbdE4L4\nwHEibLBvhuSPCtLdjPaEZtgvIZQcX6jz9s19ZhoaUQpa9Rrh5A6jbszMvGeiqblxo+TRVoPHP/lu\nZLNJ2utRX5hgVNTZ3tiiF57h7MqdFO4A6Sxh2CAst6kdO0ISS0brbzIctrgelkgVEZcBUw1DayFi\ndTOjHUlmh45YWKajaXasI/cBENDPygpJ66tIa2e6Q2/PMkpHCN1merrGvL6XY3OHfO2FSzTiBjaQ\nNIKYwbBHf3uLhelO9WRLlfrwDgRB9f32lTlI+up4L2QllpG2RIUJngKkpF4r+YH3vQsZ1ihyS6wF\neTpGiBHGAmkXii4yWYCZGrWlj1ZD3atqX+89eF39uyKUEVBJYkaDUYWalqqC5RVV7I5vPsXvffkN\nPvvj9xN5BdZQCs+z+TxfeWmfld6z/OjyMiNnaEWtioIaehqqxuS5Ff75L/w06bf+PfWmZ6Ft+Se/\n9CB//dQub+3EFNs1TLlFkIPFIYVDqYgwL9E6Yt8YUl9AmSNcD2sc43FKs1HHeUuoNbOzDVbXL2Ns\nQH9nRNQOeOv6GnetrCBFyHA4YphlNGKNDAU2rdAUtVrMqXMnEEA5GNNcaDEajTDGk6WC3GSEYczp\nO06SjTMmz0zz6ovfwXjwWhO3JlBZwI1+nzuXFphfWCRPQSU542JYHTyD9myNagAAIABJREFUCXbc\nIXp6hnGeEXjDfl5gY4NuzfLCk1/ghz7zs9x4/Tl0FKHCiLeuDwhVyLmFBuPegNMfuIMjS0fYv3yZ\n5sEtlo9PktRmSNoJYlwiDNzqSZJwn2w0IklizDijxLC4fIpSeSJfCV0yqwlMji8qvacXIV5KSidJ\nC0uzFtFd66PqdZQVnK4ryj3Fhx48ixmHRMcH3He8SWOi8rvGhaanHNr8/ww1HCch1hfU4xBXOrIi\nRQYhaTlimBZ4a/BS0Ko30c0W3e0NZBgjpKlqzoQI5wh0g+HuiForonR59UPUknQ8JpCOZqMDtiTw\n1Q5bBFCrhzgLReaQNSjKEiECtIzx3mKtpSwr44/QCh1IpAoIw5A0TQnDECdBJBZzm0ophSAzabWj\ndCFaK5wp8B5MKeh3RwipCAJRFS+MqdSASvH/UveeMZal553f7w0n3li5qqtzmJ7uGQ6HM9MTxEwN\nSVGrsJIsKpCSlty1VjAg2buiLH0QbHgBQbZgeAXJEAXBS8kQrSwrkjTjasghh5M5qXOoDpXr1s0n\nv+/rD6eXC8NL2uv1B+l+qcKtW/dWoW4955znef6/H07yxedvcWSuRX9acqgVkVNfZcwvNLhzp89y\nNE+oCvx4Di8I6fUHBBWUpiBqaKRXsCkHHGkd5qWixzviByhWb3JlLSeMNOPEsXZ9TDFSBDMeOjI0\nZxKqHNpNQ5J4ZJOKVtjk4H1n+NOn1giLPX7mhw/wP3/y7+gcfBwfwU//+Ef44uf+jGHjKKoY88iR\nFR6+7yC//aW/ZaHdphj7KAxGlkwrSTuM2J9uMbzjcXBhhXa7y+Vqg6+sjTl0aIHR4AqOGCfqgJsU\nJXPNBg+d9ElI2blZ8eb3SK7cnnDhVkDhbnBrpyIMOjTbM+zvbWNakjSFOGqSWocOPWShODC3wKOP\nnGC8v4WQCukECotzNShOQp19kBJrSsbTMStTixUt2rMxo1GOU7WtS3sRhpKNOzdY+vQfMIl85h94\nN72vv8jo4iXu+7n/DlQJ6i5iwGagm/WlvK3bdUZoXAF7vT3CZkxhSxrNLrbK4Lt/lF/0SqYOhClA\ne0gnycuS2YU2vc0GiVDgC4qy5KMfbLJ46D9DP/ATFGv/K978O8nf5SMHGbrZ5YXr25y5z/K9jw+4\nfNvQj84wGVmu7DqW5k4y0hcpdgZ4kyFZVGGVJZ/mzHfnsKYi8CXWGeIgoCqpJTSmojIFe+OE29fW\nkE6QFEU9/8JDmILBNEcGtX5TKIfSHsk4JW7FlJVlNMmY6XQY7E3wmk2GmwNSU5JXJYsLLbRSCO1z\n6NgS7o1bEISYyQQZNPC14MaVTbY3Yae3y/6tHrNtj7Sw7O7s4TdidDPiTQ8+Bmi6DUueKeYPrrI7\nGGJtycnV09imZf/meU4f0XQO3I8TG6ixIdnZoZsMKVpNukGIntfk2z2Uqei3D3FiscVTL75KIjQz\n8wFHZhb52gtvUF14mfvecpRrl/f48ccKiqTk81vbtLoHaPtNpJYIodA4cmOZTMdMBynvfuQ0ZmiY\nnWuQNAUdGZPv77LcCnFKMtrLiANZ17uqRPvi29bUv3dFfjAqmG2FjMcJVeVRlg5JgZC1QEPICBXU\nJEYzzVEqxFnqtomSVMbisBhRELYV43HFTGuG0XRAkVgc4KsQawp8IcD3CYVHXpYk0wKlHX7kUeYF\nQUuR5+AFtZTJFDnaD+o9+7KiKGugWGVzpJA44+rXlwKBpapKwjDAWIuhQjpHnjiUEAShxklHnrr6\nUtfzMFSE2tEWAcPK1Nz4Rov7Dke8fmWXqKl56PSjXL79HMk45x+953uZ6xZsFZYLr9/h8PIJ3v/2\nc0hd8oVnXgHZIM9SFp88wo3NHrHq89zOi8Rxm0jAoF9hrSWeC1ldsAySnLYfMNodEEYCU3p0YxiP\nW0hr6I0dM4Hg3L3HKMsBP/UDj+DJJs88VfCNl58itRn9tMQr4eqVF/mrzT5GeNzeGLF4wGO0m0Li\nMU0qVFPRNUt4VUFrfJXRriE3x5hfmKcsMtqNLm5qSIyjqTVBEPLWk022himJtZx9ywrbA0E+yjj1\n+HEu3xww2h/ROdJk7foV4jBmYyPj4KElJqMNdncnVAV4QcUH3x7hiTvIWNRwNyzGWVCSF1++xD33\nPY4LA4QV/C9/8td84LvezR99/iL/+D1NiqJ27JbWoKxmI9vn+H2PUfwfF5BPPMHLX3iVU8O/JvIU\nSuQgBZ/6+G/z8hsb/OD7H+fs939fLZ+hXolVykNKgdSCmeU5CusITAimqgU5n/tD0BJJBVLjTI5I\nFd+px8zOGPzHTmEGu3haE0URGwPNgaMPAJJyOsUH8HwujK8yxZLkmrH16U8T2uEMaTFF6ABPgw4E\ncdykKO/Quec0gU65dmmDL33tKdzcDJOsx+1+zqHZDrsbPY4ePkmZ5VijcEjioIFze5i7rU4nJHkx\npdmKWN/YI/ZDBhsbHD51nJ3ddZpRlziOOXy0QdwMmYz2aXdjyipjZn6OQT+hGWviloezVd0e2tnH\nWktpDHNxRD5OSaohp068iXY4x8GVBfrdN1i/0aPvUgh99nZ3me7ucZWL6EbE4+98GHa3WXI+25/5\na94YDcnFvSzdqzngt9FVhn39efLZFktHDlEMUyIiLAFqlDKbjBGxh+eBdXt89fmMF+/s0+oGrE0L\n3nL/SfpfN+RJynPPXaGjFZujKQ3tceX6DgtzYzpzS9wjA051Y8LAQxUCEVU8+tBJAiHRMyEK2LjW\nZ/lNEzrddazTNa5c+KAqioFC+BI7Kb5tTf17V+SVkyRTi7N1ETTGIJSPp0OkhDzPsYWgrDI6rRZJ\nklMViiDUTCYZUqmas45lOqmwVcRoOMXTHiIWCFcxmRSEaFJKcBB4EqnBV5J8WtBoRwRBSJHlWFvU\nV9fa0mzGpGmFF0mEFeSVQRiJQmANZFVeG2xEfUZorKXMCqTUmMJgqNsx7XZNiiwmdQrO9xx5VvDQ\ncgODI69KOtbSiivIJDc3BKWSFKXk/Pnn+Ccf+mc4nSClwtiKnTeucPjee5DxHHuFI8Bjv7/BxnbG\nw+ce5OVnn2Zne49OGLNvSggd1bRksTnPdDCgMxOy3k+573iLUSYIWyuIQtNyFcZNmFZjxvuGGxsj\nVOtlespytljkY7/7eaap5ief/F7uv7dN+nc9Ltzc5L1HQlbveRN3Np6iaCqyRDDpWaSK6bQDunFM\nUVre8fbT/PnffBl/dpW9UYbwHNZThEHEameG27eusLo6IctgwTtGEAfEkzv88A99mD/9zFcY7I04\nstTgqaefphM1iHRIVRSsLkds7Rp8rRnv9Kn8iJnFBjduT1ma88i8LrYMWIoHKF3nIcAhq4qHzx7g\n9/72afYmBQLBqYNzqGLMztQxnk6ZO3KWsn8dZQP8pqa/X9VtJKD7tp/mHfELzLzlAPRehJ2v1iJ2\nr0lRplhjoJqAbAIC4WpxfVmWWGdrAmlhuTOZ8ECrwVyzxcjXYDJCQ80jF5qxErQPzhHkFaUZYeIQ\nyEnTlHDpJPj1bCkrdojdiOde/GNeL2b42oXLvOPMCRa9ilxptqqM0AdjKtJSk0wzqizB4JC6xGaO\n1QMzNFsd/HCe4agk6xziUh5z+U7Os9e2CfSU+XaHo13Nzos3a0xDfdYFUqNMSlVaDq50ubk7ZHY0\nwd24hbr/EJHfxiHZvXmR5uxKTR3JUnTU4OKly1QyJwKyZA7fX0cHPvm0oBNJJtOU1UaH4WiDNDQk\noz5rl7aYn22SJZZjjz2K98ZVNrMUU2XMNEKwht7ePv/2018mbDZ5/OghOm6Vx4+eQM7MsnVlHT+I\n8eMaf1JpGE9SfC0ZhTHb2yPm59rIIkPGXSpT1G7YKLqLQjHMdTrMzS0T64A8MExNyWqzwbUb2xxb\nmSeKWnhFidm6xhP//K184zNDKmFwXkCJgLx2YwitsNZy+p6CYHobkUR8+fk7nHn3KmK/wJDSUl3K\nRBB3/G9bU//eFXlP1Sx3hMJRr5dJ4ZPnOUI7kK4W+YYh02xCnlcoV19CRlGDNJvgaQ8Kn2bgYf0M\nl3rgV5jCUhYGT/o1XVCVRDpEqoDxcIizCs8LyPOsLszUbliAqhKM8hJfK5wxWGGQOJQvccaCqDWD\nxlQYI+rNIF/fHRZnSE9jqhIMDPZrV6q1FdrzWF4oGPcACUVuKcsK1UgZj0O0F4KCRGc4IiIdgqp7\nt5HdI809jPQxZU5QibvGKJidW2X7/As4IxlujHAF7CQlE0rCRGNyRbgwy9xck7hVsjDXorASb/kC\ne9s+s8ExgvkpvZ5krmVpxQF9+Ry9oeOly6+wu/og1gT4UvG3X/4CX3lplpn5ObTZ443tKZfGF+Ho\nUYq9qzS6mrbu4DKfKEu4Mejxo9/1JF988Tmsismrsu67lyXaGjqtLjdev8V/8U+e4G+++gU2nWMz\nLxjs5xzoHmD72gUOrN5Pb+dVbu7kzDV9bt/cZWG+zfU7CT1foDF42rIzyphbbmOLlMW5Jticl65m\nbPWH/PgTIbY0SASeJzEYlPRpdBcIFzRVaXjLgydpBH1kPEez0UJqxTN3dnl8fhkSx6QoQJR4jYjx\nzi79yuMrv/lLfN9P/DBEMxC1WFg+QDO+gjZ3ccBFBs7VqUhLjcwuS4SqRd3jMqMcW7r3ztLPczqR\nh8xLKlXS1wrjoOM59kY5jdCjFcIg9bjTbXHl5nnWNi6hW20mowx15b9id2OXWzd7+MOSv3vq63Rb\nXfh3A+lc4JQip6LyB5iyImyFSGHxfUGWQZZnDHtjDt+zyu3dFzh7/FHigx5OdtjbUxw7coCSEmcu\nstRqMJxkWAGT0RjnfIoyJwzbrHQCuo0ThH7ArbUB/qkWk4lFBB2m02nNs4kifCWYbXQp3IRm7DHT\n7jK/MMf5MiPUPg9YzTRNwM+IpgnWi/jy0xeBinvSiIWjZ0inOTt7DkJJPNvl6tYewkVURcqKhnvi\nJaoSgtkVSidxbQGh5sB99zO89RQqLajC+srNWh/PWWaOraCGCVgosymxL1hKRyysjnl4+QjOD/AU\n9F5/jh976wmeu73NYG+XlXaAqxSVKWnFCqkk9546yotfn7CV9QnKkOTmHXxpiX2JtDm+knTOLvNg\n1CTbjym04fSbu6QbQ27dmWIajkdPzRBYw37vH9h2jfY8RFnVGjsn6lVyVxDqGK0V43yMMIJua45x\nUtsuq6rEJQopU8JQYyqYbXcpSckyjWxAkpaUlSXwNUHgIYQiCJvYSlG5ivZcg0EvqYevlav7+NrD\nCzzyMqHdDRFGUBmDrGoIklIWKy1KK5LxFM/TCO5yKbQCV7eHwshHSoFRAltVCE9SVTlSa5AFzgi6\nvsDJEqRhOp3SDA17SY7q5oTaMRpYtrMBnvXZmJYsNwpk3KSsJM7W6dpIxwhXOz3x6oOTcxJPCqxQ\nLB4IuLGXYE1GEDeYZvtELUmajlk4krN2M8R3EUokeM0+lzb3ObzaxDqfwdYIyoDpuMFgu+J1s4GZ\nFoymPvvGMLecMcwGdGzC2nbOINkjDiOOnPDJqwlJotjfm9JpzOF7mt/7y6+xupgxe0SQZm1OHFpg\npWXY3R6R5mOyQPLnX3gJL+jQ8LoYWbG2MWah6bO/OWRz3Cec8agywSgTHFxZptfbYJIoGlGE8CWp\nsIRtn7zUVMNdIiXIXFXPZaImFYYKj6pyjHrQG9dJ5CIv8PwYrTJOPv5uPvc3n8HzwFgBs/Mkgx5Z\n4wCeFgSeB6VEIIhaTaw19Ec5xAdhfAuynMcfPsTjH/hXYPbAZTgT4kyJFPUMpiwszlmsqbd7pBUU\nyqc1f5A4UlSmIok9tAJVgDYFxe4GqwvzmGpK5eaYffAf88k//C0eaXmcYEowgdgU0J0neMc7OPyl\nN/jU62+wZxyymjA1JVI4Ugt5ZQl9hRGbBFFMu9vBF2PKqqLlCca920xFwKcuX+fdVYkaPs3Jox5O\nt5jxcnJzL3nZJ81LZqKClcBnPBgQ+IJYhSSZo2d6zM+16CgfqWA6HZPnKaGs+Toq0BhbYqoKkyag\nDE2/QzHeY1gUvFSkaCUx1uJVJbPdEK0d/+jMvYwHE04dO8CNi8/z6uUx+lofFRhWZldIrSSZWHzf\nI5QxQ1GyvDTLa+MpfmE42ZYsHD3KJB3iL89z4/wzNPycSGlwmje963H+p//+D3jf8WV0NUYmGVJ6\noBQEiirNUHiENscmBj+QWJujK8mMihgbzea0YMaPya3lzce7SGXwvRxPZCwszZKbirzQlOOE3Bp8\nCaW1pLe3uCLu4eRyxM6dHkVRES0LkuugMVTNjLluE2/0DywMpZVH6FvyvKhX2EQ9kKxsTqiaNHyf\nsjCURQFWEgQ+hcuxRhC2HEp4BLFgXE4xeYmzFkuODiRa1WdnhSlpzgn6+wlCCNK0xPMUvh+SJBMW\nFyR5HjHYH9ermrLuhZW5rYesSYZSijj0SNKKyhnCMEAqkEKDK7G2DkIYV5FlOYEX0vQNUZSzsNTh\n0s0RVjg86Th+yDJIEny5wGgzYflYjFdY9pspg8mYZFdiS8CZ+p8mLdn2BFvrV5hZPkPpFEk6YdLN\niJD4SlG6CE4JvvhvP8PM0pjFWQ9UysE4ZDjNaLdheXHMlVsDfN/jyppH2Jmw2x9SZBErBybML2pK\nOcFYRxzDrTXJrVtTctNglPn4yme+4zFISiIVcWQu4vqNbYzVtFotFldLcpGQF4a5tmNZz+FKTSOq\n2Nrbw4xDAt/n7MlDvPjKyyR2nkE6QSQBj5w9iS1ucGlDkFSSRrfk0ftn6biYPNklLAKMcGR+wKg/\nYQ+PhJjIS3nPfaf44suvMs0tDQXIIbOdOZ6+4VHKRcJGhmc8nrnu3R2OG4QxSNXBiXqLpBW2yTLH\nV/72r9i/sUEUBDz/9Gu8+8QJwqiJ36rDbg+dPMtrn/9rhIjRzZBWp03n8CFQEubuBxJYvbd+c0cr\ntSWpGN1dnQVM/T4R+PUQNk85oCUuTdF6jG/ma0Z6OUbkFZ1mG/3ej3H99/8bnj9v6I/h1Wc+i9Kf\n58CxI2SzCo7Uc6q0sISDEZQpyvM5ePwkeu0SYRjSPP4An3rpNeY9WAorulXFsSOzlFKzdrtH0t+H\nomRkJZMtibEZcbfFi1GTPDHoVzTSjcnLhDzapTQStdxhbT3l0WXN9iCjf2MDgUJrw6l2k96tW8zf\nM09z9girQRMvH6O6IbYSWFsnjJWqM4bduQbWemivS+hHdFtNLtzcrHEQrgQTYoRDIfECxYXLr7De\nL/nus4oL25LNXsq1yQYPv/PcXYOaZCZe5fNf/isW2j7b4ylNbVnbvMbra5fx2g3iyOegVVgpEFGT\npHSsb5b88Id+guEzX0LPzFDmW3ilxQs0e41ZpK+IXUKBoInD5SPKzBJ3I063Kh77zge5jcd02iBZ\nuwZYxoMpaqZF5RxO1X7axlyH0SSrg59AaSoCJMN9iTgEs02fve2MrasF7/mBh3jqL5/nxRd2eMej\nHaLgH9jgVUqNllU9PXcVtqi3aShrOE8QBsigZqxLKyireh0uajiy0qBxRKFhsJ2hpUBrH78Rko1T\nyqwkjDVBrOnvTfDDGI2k1e4yzaaU44JWR1OUmiQt8BoxEom1kCUFUno10jiKyJOUPAe/IZBSYUsY\n7Y/xgxCNpXTgeRJwaKl55L5F9vZvMppkXF6rCCOHZcrSUsgbty23bmUUxQ5aa2ZnNilLjSt8Uupg\nRavt0NZj3E/Z3esjZQOax+llOWWZM002eeGlZ9kb7jJOl1HxEF0UtDslAkdvU5ImgqSwNBsxQbsg\nrUbcf99hZLXD9TsWYwqOHJoh8hxrN0csrrQYbXhs9+Dois9sq8H1YkSRlexX+0glMeQ4EZKlht44\nx/dCSiPoLM+TlG9gxiUlJXPzp2i1Jly4sUM59Vicj4k6AklI/9Ya26OMhx84g1iKyQd9VjoTnn1l\nzMZ2gLIDYs/wuVf7vPvMAkWWcMSNeW3SZicp0EiSLCXwQt58KORLz72OiFo0fE027iGEZKtn2X7m\na2gVkqY5YVSbhPyohfI0psoQoh7wmSRlkNxA4bHTGxJ7krBKWTzUIBmNOK06pIMUGyuG125w6p4z\nDF/exlx9hTkv410P3gdbr0JjCVrBXVl2Ua9PmoJ8OkUKyE1JQQ2ocnf9jn7g88EPvJfdz/whpx7/\nANmFp9krfZaOPYh34mGc78Nom+M/9C/445/6p1hPouN6ZlVOC3al4hXlMT8T0alKDklDcecGVeoI\nmgFS+uhWxOqReyhfvsh6aRkDK1awfSNBt33a0uP0A/dw7cZNjimD9j2GdxyhzGipgvWhx1ZekjnL\npCxwUqK9gOUD87SOLqBcgpPgTEVVlWR5yQPvepyvfeMSO4OK3v5lnvjO7+GZT3+e9mrCzPwRqqKs\nNXppRZqlNBsRUgUMxz3m2hHjqI0UHtPpGBVqtCc5dOQIa2trmFISaI3wfJaPH+YLFzd4x6NHeO58\nj4svvs7CwgIzyxGzCx3yoiQKJIvdRdbX1zjrK/bmmqxduk0/9JjMzvGet34Hd9ZGOFOwuzWiqvYJ\nrGSaJoQIjDPkxRTsIlqUlH5EVSkGeU7Phsw1Il7dLfjGxZt8IG6xPWhy7cbzHDh4gkhA3IqRzqGs\nYHNvyp3tLWSzS2Q9qrLOcxRIVk3EcRRffmXIo0cVcwcj1l4ZIXZHHDoS0QgjimSKtf8JPfmPfvSj\nfOpTn2JxcZHXXnsNgPF4zIc//GFefvllHnroIT75yU/SbDYB+I3f+A1+8zd/E8/z+J3f+R3e9ra3\nAXDhwgU+9KEPMRgM+LEf+zF+5Vd+5Vu+ZlVYtB+gqdcAcwmurJAojHOUpgQspkwJvRhnBM1ug9KO\nmO8ukE8mTPsFnm/B1QNVUdUWpaXVEF+H7O3v4kXgmRy8nOEgIApC2osR06TPoD9FCEVVFASBjxCu\n3nWWijIzSFkRBnF9uTtM6iRu6GjNR5RZjrNhrf1zFRJN5BcEcsidnV1acYckHVFUEYN+zq0bFQcO\nzHPu6BKvXd9g6WCDazdKnK2ZOdY6pCqInI8RJdEc/O9f/l2++x0/hakGHDowx9de+CR7Qx/fekwq\nTTrdQSpYPqDJMg9TWBpBSNS2VFlCvDSmv2M4ujrPlYv7ZKkgyytmZlqUY8tef8SiWODRpeN89vwL\nnGq3iaKAdNrgnoOS4XREUlmKPGCalmgpCeKQOPaQuWIwrRhsrXH4rGa02SSKBINkDDJjfdewMD/L\nfBt2ez2WWopgLubkfECVXyLdvUNndoELV27SH1QI1Wa+G/Dgaoe0d5v3rVY8vxlyZ9qiX0yYplMa\nnk9XTBhVHS7vWYZ5RTswSAuq0QHpSIY5WEnkCWZWZtjpD4lkiHGWVizpeB16gwFpWaEFdJZb2OGE\ntCxotjtYO+HA8dPsXLqGiFoYWfs94zgmSVNm5ttIdplev8zl177Co+ceoj+ZMPM999YhKGeBGqUx\nmaRYV2GtBGqdnUx7/Mx/+UFe3d/kzle/wVs++CGYOUn4njMcVCFoUS8UCA+YgtaMEotQDhd5COnh\nxQEIA6UhSyaYEhZbgvbB0yQvv8RovY+MAkyasz/exHlgC0UgU6RVKBwyNXjGMjc3z+8+exVjDA3P\n8lYdYtKCSS6Ya3qYUNNoSjxjcIlFOMvzt/ZoR03KKEfktX+1LOurXx1Izpw9QzIZIKTj+S9/iQOH\nFom1xownHGrPoyOBjhStZsgff/UCP/GRJzG6xfr1NdJCYpozGGeYFinHz65w6+INssgn9Ao+9J9/\nhH/967+PCroU5QbD3JCPM+IZwc7WHW5twMXX17n/xCGMkawcPMyr167RmZ/hC1d3WZSad77vDAeP\nPMHa7TtcfP0iw71d5mdXaDdC/FjjDXxmZxc5eHaRoBkQx7NIXaPPvTBCCMFx6fjMJ1/kofcu8+YP\nNHDWorcm9HobpMMRMqtXqONOAyEFM77h9UlBx+yyZxzNpRWi0KMThownGdtiH0+UqKDF/v6U2ZUI\nrxFz+NghfDT7vV06nej/e5H/yEc+ws/+7M/ykz/5k9+87+Mf/ziHDx/mT/7kT/j5n/95fvu3f5uP\nfexj7Ozs8Fu/9Vt88Ytf5MaNG/zcz/0cL730EgA///M/zy/+4i/y5JNP8v3f//288MILPPLII//B\n17TOIqxgmvRrcbeStaRXSQJPUtr0rmxBkBcSGwjSbEoQ+wy2d8EpTCGQShDGijTJkYAfKGwh6E2G\nLK4uMe7v4oqK3NXyDSVjhsMReV4hPR/KGjPsnKO8a4ECkIHClBVpWRCF4d3+nKDKDUI7dOAR+ops\nanDW4ZUTVhcll9bu0GoGXL8zQeJh0wqLR+QFDMYFF4oeYdfjypV9GqHP4VU4f82hpeLASot+f4gR\nkA4hjhV/9Od/xsHZfT49ETi/QZpAb2IwjnqgVsLOdp0jbDYFpZAk4ynjVJKbGF9pblx0nHv8Cc5/\n43lWujGtRshkss3p+XkOhHNsXX6d1XnFNMk5t3icS8kWa/tTtscKvy2YDMfMzke1pcuOQS4ThZLV\n5ZCiUWCyLnFYMR1PyKzPfpFz+HCMF/hUScUDJ2bYyVOuJOsQJLy2laEqEFc3OL26yvp0nUdOxSyn\nAw5Px+zOZnz2KpRem29sDNHa4/6Dy9y4s85GGdKabdDvDQnjkGlZ4WmBSMt6TqLqg2aWlewOJ3iB\nwoopkz2HEwk7SYkUHpNxThhGiDtbWFtQVYr+KKUpa+Vaq91CypCtzQ2uXLjJ8UMrVKIgTQWiOUfj\nyBHOrWoYbDEzW89FUBJcWAsDrEAOd8AppC2weBSlozfMOP/sN/j0My/wSx/7GWYW7yGb9PFyjagy\nhDSIlTMgfb783/4Q45kFCgwrcx1uOIWpLO1YElYWT0DQDCmmKZWnyTYvYaxk9thhkrU1ZFaR9DM8\nL2C+1UClOaoC5Uu08snLlDzt11hsoVFkxLqB6DYohwkuLTlfxZj/go+xAAAgAElEQVSypsC+vxsw\ntxwR7+0yKUpmWwGPnLufG69cwotSFpfnWFABaVEQt4/w8tf+Ei0EO4MNxoMpzbbgxJPfg+/FdftM\nSiLd4l/9jx/nn33wSdI9uHXjBsfvfYStazmrb30bf/CZz/HE4jzn93u8/8RpijRCCofWPk88cYrh\nzjZRI6IsM+YaIRt7Q7qh4GC7i1LghR4Gh1AKKzye+L7HmGmtQuk4ffwEZ07di1aq/nm0REmN9NQ3\nMRRK/vt65Xm1eL0WwFhay7OsX7/J0okVjp96ENW6Rbi9SDPqUN7cojd1dK1EYNjfnxDHLY40Swba\nYyIsc0sLTMYpna5HVKTgBVSjIQcXuwxuKYZ7OxRFya6TnLr/KNXwP0H/9/a3v521tbX/y33PPfcc\nv/zLv0wQBHz0ox/lV3/1VwF49tln+a7v+i4OHz7M4cOHcc4xmUxoNptcunSJH/mRHwHgB3/wB3n2\n2We/ZZHXnqQyBdrXmEpgq7tkPyqCoEUyGRKFHmEYMxmmeEIh24J0aCkqAQW0OyG5rcirCiMkTkBZ\n1VFUpQyDvU1Wlprs7O2jjaQqPdI0AyFZmu8QeJKstOS5q/ukVpOmY5TyMAY836Moc8qyNvsY52oM\nqNBkuYHQ8eDZQ9y+vcUwTWhE86z3Nuj3G8w2YrCWwpUkY01R5RyZXSAvbrO+rYmbmnuPwLXNnPkl\nsMah5YCwqamMw5TUxio7YM96lH5Jp1myeRu0Xw+LqqogjiWd2TaeX5BOTG3LESFLXchNTmXBD1u8\n/sKr2LyiCkOG44TY67C2AfqgZT1VLM+d4uAqfGX9Mtb5TKeS2a4glQ4nYDCqsJXlgSckSbHJ3Jxm\nMi7Y2s04Pj/DTKwp/HnSbIoTHkFsub3fp+lbzk8zrq459gclJodmo+Lh4yuMbZ8vvrEB0iefZLQP\ntxk2GjTYZbAleWl9D+W1uPdAi4u37zBxkuZih+F4TG4qssxiSounSxa6TUAyHIyxxtaYAylJpoau\nDtHWsblZ0mzUvHYhNLvDKdaGGGORypAnlsZig5dfu4gXNgniFp1Wg5Vjxxls3Wa6s07j6H2Q7SBi\nh7Mhm9tt4kaDjrV3lUG1jxQgn0zrz62jMiWVU4xGA9bWS2QrZOHYUZh7Cyq7xfCzv0450HhhStLv\nYyvL/PwM63YWvzFg3MvpHj0Ekx5zWuOHmrChEZUlFKDKgvDU++Brn2La61HkOcrBeDol1j4jk1IW\nMUk2IQacyKkKRxTOEYY3wZPoJKfKCzQlEoGzNbFVeAqpA9AdVNTl5NKU+bNHuPzyZei/wbi/yyPv\n/W7KfI+bw0vcnGxwrrNAVXkkpkIqCzpkfWj4+O//Bd35mFgKFjodTh8/wE0zw+/82VN1INLA4slZ\nlo4u8vzTT9PwFKZMacuAO2vXOfvmt/Ph736QqshR/SEPP7jI1ucmnD7xON2m48Lwq2RZThhAPi1Y\nbDdpeI6yUkgLWZWifYX0PBCKJC8oshGf/cyX+Kl/+uN1qbT1e15IgRN1lVdKY51FiX+fVNda8eIL\nl9j5wtfA/TmzB8HPz9BsbdFuwmhrwG3XZmenx+nD81SDCUi4tt5npl0yMAmjaUlnvkFXWbJixMHD\nyyS5z5ETktE4IzeOsBOwdXXrm++rb3WT3/ar/4Hb888/z7331oOke++9l+eee+6bRf7MmTPffNzp\n06d59tlnuXr1KouLi9+8/+zZs3z961//ls9flhmmAK3jeojqqzrooSPSrKQZzSEqBcai4iZCw7Rf\nUpQGW9WFztzdasnzEqUkaZFgXInyLdYpZjua3t6YpAhIpzVnwglLVRkGw4Jh6khzg3c3ii2EQUsP\nYxy+9vCdot0O8QKIWxovsCzOZDz2RMbp0ylvf7DD9t55tvo77A8qBuOcMJzj2NkYrSzb+xN6PUlW\nFehQcGtnm/U9yDPDaGh59XVNt+mRZRVJorhyBzKjsE5SVRJTOKoc+vmIJLFcv6RwaKoSqqJEa4UQ\ngqrI6O9NQFumY4sUjmk6JUk0xdTS7ZZUkwndxQabgzGjqkRGliCcZ67ZppKOTjNmt7rNYKy4tl7i\n+Q16E8Ng1+JFASi475SPnWqMGbM27nNxfZtk7HNjssurd7bpVSmlZxi5lDfuDMmsZH2Ssr05Ybhf\n0fYVCw2PThAymU4IfY+qqDB5Ql5VBJ0uo8SQFW1e209Z7LYJyoyXb99moKDwNcO9CVliCcMAjKbZ\n8vCFYzieMp2MqSpDZR3TPEdKR+jX3lffd7RbAdZWBKFPGGmWZmJM5agKhxYRUehRFSXzy8usLMyz\nOOyR7A9wRUp1aJmTb30H4+EQhuvgLJ/7vb/iyjde4KlnrtcFvpK88b/9D5DugJmSGYmg5pxoNMgS\n3Zjn5q1NHjnxIF/+N/+G3hd/k+r5TyOMR5pPQHexUqPimKjTxVlBsx2gpOCf/8AjNIqCY7ri3ILh\nLf6Y09Uub4os0lncG1/ASvC7DUxVYCrN8XtPM7mzjkYx24rImm2sMVTG4ITFWBj0BpSJZGBC0Apn\nHc5YhBY04/qs2/M8/EghRcHSsQUqYzhwIEAonw9/7JdYOXEfbpqT5hnLzSWiqP77fMd3vJW3v/19\neHqOUgTgxwz6JZPSo58annvpOjM7I46FPve2OxyLIq6+dJPN2zfRTtCvMkpjGOYJzShC6gJBjlKC\n+x9YxXchURgRNBsEUQOlPWSoGY0LAt8nimOSqoQ85z1ve5jxpkDczeU4a9nby/ndT/4hvdGQymbf\nPJlzQlIai1AaZ+4SRJ2jqkwNEbWWMAgIAp+ZhQ7CU0wmPd76zgd54LG3Mr/wEEGjxcbUcms85Zlr\nQ2zgatH4kSZvvneG1RNNvuPxI3jCw9qaoNsIuwz2x8wtdbj3gWPMzMZgVY27Kr59Gf+PHrw65/5f\nP1aI//vU9//p+5976SK19FJw6NAyy3MdgkijnMCWBlNAVSiyxBC0LI1ug35/QqBCqrKkKOqVRpB4\n0q/ZMbHPbLvB3t6IubbmwHKDy2t7pL0CoTQmrxBaolSdYJ2MJyjpUzKhLB1VUxHKCD8xKKmwZUXQ\naaBtDsby8JlTXL56nu1LU3Z7FdNqB+mHnJyfZWewRT/tkxaO6y/m+H5Ec7FFti9phoKyLJimZZ14\nd3UatsCwO6zIC0Eca7xcUeWCsrBIXxI1JHlm8RoxeVb3dl0lUEqilCGONNNpRhhXaBUz3K4DXaVf\nMplKnC3xpWL9RkrgPExiEJVgOhBsVhlLDR8hYGlpgbHYZGe/ZDoNmQz7HD8csD4xZEXJPUuK+SMC\nU5b0TUXD9+ndziiqAK0Fm7ctWeFIZjJaDUF/d8ryYpvBJKPIFEfn5/Fxd1n7lqpK2Bhk3LMwh9aS\nRx+YI45j3ji/wfO36oj7mUMtbm1PKJ2iN64QKMKGrDcVnMMmFZ4nyKYWT9Y94cwIlJZgLdIqKiMw\nZYUnBU5A0Iwx5YQw9CjyEmcFzpREgUcYaJSrCFsNlIoRSnHlnkOcMooyz9nODFFeoaIWHHkAZMn7\n/+W/gCvP8JdfmUI55V/+1H+NH/v89OxzHH/Pu0iHE6x1gEM6hzAWHUgWV2dZv3GRxlLI9Yvr3HMy\nREhJWlV0l+7h1ksvcuz0caSEVqgIheXgQyfZXn+FA16bg6uaMGwynfRxjS52nBLmAvHED2Cf/zMm\nkxGudKBzerev02g3YH8fhCUU7q7ExSGQVGVBlFr0siAumvTyPjPUZjNjBbu31tErbVphTEFFIWJ6\nexWYIWt9gfLg5h/+HlorlKxlQGFkMUVJLxtxZ3OdWAre+77voCwKWnEMUqJE7THdGCYoobhtKq4O\npzDYwc8EZjTixMwq7zxzlKgREryySTPM+fRf/ymHV+aZawmUJ1FotIBpmhFHHUxWYZzi2RvbfOep\nA0xG+4ReCxkEyCsXWXzzWRSq/v2MYW5mHmuhqEqwdS5GOIGrHAJHmeWof3fgE9z1ThickChfoZVP\n6JeEQUjgt0FopHV05hfJCoEjJ4p8Ys9wX6sEK0mc5jMvbuIU/Pj75sFKpoAShkxMWFnpkqY5u1ub\nPPXZ13g5FxzoxnU7+9vc/qOL/Llz57hw4QJvectbuHDhAufOnQPgscce4wtf+MI3H3fx4kXOnTtH\nq9Vie3v7m/efP3+exx9//Fs+/+MPv6leIypz4qBJ6SqqzBC2Y4oqxTmIo5iwE1OYIb2tMaKUFGVJ\nq90gm6b1WXxaoLXG9xXOlvS2x4RRyMHDlkmRkKcBx4753NkaUpUCigqHJgg0UtdMbJtJhJK0VYPU\nZqhIEfkN0mTIYLBPKEoWFwsuX7zD8uQI3vYsAkNWFgRByPX8DtZzjDaBSlAYgbCW0XoBSPJCYK3D\n83yMqfCUJowdQSDQvmI8AidMDYYqXb1/L8EIhZKKPMuQODB1ejLUgvmZmHbsc9tW5BNBnqW1VKMR\nITAUtkQYCVbRaRm6ccz6cMBcIyTPPLq+5dCSR1HlbO/cpNWapdVqcO1OwtLyDJ5oUco9ZtoBeSoJ\njWX91hTZzrm0EeDLgDIr0b6jxKKDkAzBxrURB2faDMclgdB0Z2eBDE/nlKWin4B0s3jSsDdUdEPN\neG+Pp284rHM8enKVS7d2uLGRIu+augIZ1nq1vkF7Dl/X7QPhKmxZ4BoakUscthbNeAqFJc0LfK0o\nqxwZtJjcBdaVucEZW8tmwhoxPH/kJPlkh9F4jAx9rl69yg1Psjo/R39nyvIjpxlcuUqjfRCkA9kC\nAqznmAx3IQiwVUFRivrkRTlMMkbUONP6ozA4K9i+dp3O6TO874ElLowF5699hpWFI7SiORpHT3P8\noYdZ/v6fxWxdYe0P/jXvOnOUIlrk3OOHaJZ3+PrVS5w7FSOVgEldcEqVw/WXKUyOVlFNRCwc4/Nv\ncE6UiIaHFQqX5DhnEU4ihGBvZ5tuK2CwuUUYBISBBCOoyqq2WCmByqYcO3yQ63v7LM3u89hJ+Ltn\nN+mNFCtqj/c8eJhKSEaFZnN9l2uJ5BsGGrNtXr50jbmZedb638BmBq8T8f6HzmC1Qtkc6fs46zja\nmmH54GFi+WZW0n2gQsi7a6dCcmC5Q5YMWW03yacZaTRDOUnJcsvCfJuNWyM2Ll6g5YcYDybTrFZG\nnr/Iew4cQFtLK4wIAg2mlrZordASoMaGZ1WKFh0Ett4acvUB0VW1AlTeLfB1tx7mlmY5dnoVqWw9\n10CSiTEzzcNYK5mfbTDuZ9AKKStLVSkiYRFSUVQGBVR5gYtiRlNDQxjKPGMwKmm2Z4gNvPvJM/zo\ngRX291LGWcKfPX39/78i/9hjj/GJT3yCX/u1X+MTn/jENwv2o48+yi/8wi9w69Ytrl+/jpSSVqsF\n1G2dP/qjP+LJJ5/kL/7iL/j1X//1b/n8QhhAobUPylClJVIpens9Op05tCfIy5z93g5VZQjw8OKI\nyoEvPEovx+FQSiJkiRUVofZJ8wpSj719uHVngK8DOq0Ovd0pg2lZEwkFlCZH3pVlm8oghEeZTnGu\nRPqCIsnxlGOps4fvVexf6/IDw5NccyMu/J/UvWmsred5nne9wzeuec/D2Wcmj3g4iZSoiZREybJl\nx3EdQ05tN0rtpghStXDktEBTo2hRGGgQBw76ozZgpzXUpHZku05i2bU8KbRETaQoivPhIc/hmc/Z\n817zN75Df3zb+dNYRdEGUNbPBexpYa1nv+/93Pd9uRodtFjSMUcX9jB7mvFBhRMgpaAvJ4zyLqEO\nCI578YV0CAVJGhNoSVFlKAXWCMJUUmUOKWRzwhKywawZS7/fpSpyiryp0Y3ihOWFNmGckLQFi1XB\nnZ05UgSsLXZxxjDLINQRxhoW+jFbq33y2ZhYSoSFk/2Eq+OM3sIN3rk9Z1y3uK/t2dmd0+11uXfv\niOHhGFskzCvH5kBz/VXB8noHmBPWitIanNAcHVlwILVlNhohlOLe0bxJp87mrHcl3VMKewhzKoYT\ni/KOx84tsD+SDEcHHA0F55fgziTi2zfuEQQaWwuyeYl1jqKCMAxpdzS+MlQOTG2QwpH2OkwOR0gV\noiKJt4LKeDQOIT1hKySwGqk02gcEXU0xr+kNupi6SRxOJ3NuvPUaH33yKcIUXn7xO5xab9MLNYP+\noLHO5orNzQ1On9rkv/w7/wNbC0sURcXDyzW91TNgaxZagsHiAtMrL8HjpzHTEikdeIN3lu1bO2Ad\nM+voeYVQMace3KL/gT9i/3d/nqLa5e3f+6fslgXtP/pVnn/uFk/8+M/x0u/+BrU55At/dsSiXOQg\nV7z6Zk5/vU0rn5C02ugIguE2deFotRPKuqAbdZFlgQ5jjPGUVY4XDZehuUU79l+7ysOhRKQpZWnw\ndYEKW3gH8VLKGSU4Kkfs37nJhX5Ef3GLOJlhgi4ysexPPasDRY3hn//RnNpX/PQHE1666njryDFY\nXaIuKrRvgRYY4fm1L/4ep/obDFYkZiK48MTHqWyJsI7Ml3TaA8bDbXyzMkXrgLjVxQ8StpYGx266\nJiU+2z1gsLHF3p99g8Xz6yweWaJ+l1eub6OjEDnY4E+//Bzfv7GOaA+QYYwXzWHJWkOVjzi5vsa7\nztyH8iGVNUjTvN+klE3XkYco0DjfAI6caw4J0nmUlIShxprmYLZ7e5vzT9/HW5d2Ofvo4+y88hrV\n0V0Op3OyfoCsDU4FCC/BQ1FVZLOKEMjKmpd2pjy2uMBkOqO/0mUuBEejKWGnRWy+uyb/XYf8T/3U\nT/GVr3yFw8NDtra2+IVf+AU+85nP8OlPf5oLFy7w+OOP84u/+IsArK6u8pnPfIaPf/zjhGHIr/3a\nr/2b7/NLv/RLfPrTn+bnf/7n+cmf/Mm/dOkKgPF4UYNQVEV1DO5whFFMWeXUBjwGrTR4j1AaUzbZ\ncGtKrHEstduYBGpbgAywZYMCPH8u4sbeAQv9Hrq2HOwMERKkkFgrUNphrW+gJNY2nFcJeNUkcJ07\n/hULOh1NNvOE3YrRvKAfdaHaYVxnVCdnDLcd80JSlRYZKJSAg6zL2qCDl5IgCEBH5EWGxVDVFYbm\nNJBnnrTVdMLrQDKf1ggJQaCb5GxtmU9nVDXEcbP1X+n3WV6OCVSHabaNlCHrZ0LyUY2SHt1KGCQQ\n55Z9B91WSmkqcqvoJgFKzRjXkkHPkteWjbOQXRbUdcGduzWrKzOePtsl8iHGSWxSMQ1BJhXW55hc\n0e8W7B3FaNm4FkoD1oBSIWEoCV1NgSFNEzorcOP2IVRdbu5mLPXaJDLgzVszjHM8uL7IjZ0h14eg\ntGdaG9pSMi9KTGXwWhBFEd5DWVUoD1XpKeuaTkchvCFJAnwQkWc53olGP1USJQJs1TT/hmnK7vY9\nqgOLs3DvIGSxK2l32uTCozUM1hY4sxrzjWuvU5WWp85scOf2TWQQcVJDOd5FcJraBjgbkg4iFhYC\nNrYUGMdPP7mEiiOESaivvAWucXzhHEoIhqMhvaUFxHCPUVUSLCxy8M4VWv53+fK3bvOeixdon383\nbzz7+xypAZW4zvXLl/nq/hixM+Te3T0+cG6BzfYGmbUsRJ6O00RBCVFK8MQnsF/6LWajCTpKQGqE\nk1S2QEiN1AKhI3DgXeNuC7UgFKq5IQYKGUeI2mHxTLdnvKsVU4dt8rJGzzNmR0MWToQEQYRzGa04\nIOisgDV0OweMa8HyqQHm2hhnco5u3eD8w+8hyx3T4RxvKsoSVs70OLP1Ln7jf3mGtbPv8H/+wbe4\n8LHzbG0+zLf9iPOtPlJG1GWJcTVvv71HFezz0uWUE8saUVhW104wqzLy2Yz1hVXGk7tE7RgtJLU1\nIC2B8uTOgoLfv3qbH7mwSuwMoQoQUhKmjh/5qz+KjkMkAqxDBqqRZHAoqZveIW8wvpkLURDgPESx\nbKrFvSCvCm4dHXKwf0D6rRdBKTpxC601rcUWxc6QV7ebxPvmgsf7GmslgVAUuaE/aDPbnvLl77zJ\nxsOP8n0//Am+/txrRE6hBgmx1sxm/x/kms9//vP/1ue/8IUv/Fuf/+xnP8tnP/vZ/9vzFy9e/Dd2\nyv+nR1mW6EgThCHWSqRsiO94SZIGjYY9yxCxwvmmw32W5SRxgNOaWIccHo5Je22cMAgvKGvL4mKP\nus5JpMS7ksFCQJQsML+33dCanEVKjTGm4bmmCmcrAiFQIqCyjiAIqJ3BFw5ByfCgxWPTNtejManQ\nrAdtbq0NqYxFhiE2KwkiTW2gyB0nl5eJUsE8LzHWUlUzvAClFbFOMcZSla5ZppiaurSYWqODAFtX\nVFWNks1S1XqBEorVTp/NjZQsU4yHYwYLmjBIyRizuXmKG/N3sLVgfzJEeEe73yEdCOpQMveCbtuz\nsPUAV15/iV5bM5sqlrcMR/cCHjpleWeUc+rEClt1jjCaqVeE/Q637t5kcSXACcvN6wIVeAZdjS0t\nYdTYwqt53eijMmA+rvEpRL653oqZZKW7zNVr+7TaEa40HDiHl5JUS27cuYcIWxT5DB3EFFmFqwxV\nURF3UqSEqjaEUlGVjtI5okDgnCZAYQ1EoWaSFccdSB6pNFmVk8YJWVbQ6ycM93ZoJQEyByMFJ06s\ncf6+ZQLRYjbaRUrP+NY7PH8lp79xkp3964hrQx4/fz9v3riNLC11ZiEOcM6QqJALk2uweZEv/N4V\nvv/0lO+8Jej1JBubPTZXz+Be+TrC1ARoclvw2MMX2R3uEizFfGI5A3eT86uL7Fz9E568sERvaRWh\nK06Pj+i/+g6tA8PDZ1vcutRl7/oOtBKmtWFnPGawssS47BKcvZ9zW4vw6PvgYAcZQq+9xGQ+p9Nf\nYLnXJkoHHB7eZbh3iBvlCCEoqwzlPEJKJM1QdN4haoEMQmQAyhuoLa0wIEwlUStFRQlSQ5SmuKOM\nqgbCkFCmlPUR3gc4GaCRnNxaJXGKcnaEtCF4yWwyZqXTZT7PCEPLe9/3IG9cuoVXBVe++Tp30yu8\n/wOPM7SGdtKDYzNjnZVkkeLt669z/aqkmM5x4Quc2lhgPe6gWxtoGxFIh0BQDWcESUDpmiOV8x4p\nJEJorLE4dSxZeYk1BlUrjGzYDc2QN4RCo5VAB411VR4v0a2xeO9pLwQ8uPYEwkAxq1m6c41nbu/w\n6osvUJYlKoo5u7iCUwKBoq4rjFZNRfqxhTQvPLU0PLK0yIujPXAJK2sDXnj2OawRtFdX2N855N4w\n4/T5ze86U7/3Eq+hbrRV32ixSkoiqZjmBmsdZZUTRAHWGZY3B+zfHrG80mY0znFlCd7RW+gxraYI\n6ZAuQBqJNCXZGAIliMOUI7ODGJVMRg7jmi25MQYhFd0lRVUYhAqpS4sMBMFx57jUAUGnQ13mhKEn\nTWJ0ovHzOZfsiI7Q4AOmY4uxx4xm61loaXQE83mBE4rKOkIlkXFMVhbY0jKbNh7+o+0xcRiDM9S1\nBScw1hOGIXVdN/+UrCAWMf31A3bGAe3gFL3+gDgW3Lk1w7U8r75yGakcparQoUJpj/FzsrFnuQ9S\nSe4c1Nw7vMpjpzbJRMzaRsGrb844l7SpqxrmKYsrHjdLyEVE5aDMC6K0z95+SZkLPLB3WLE7hlbs\nCRIBCtJEU0ybm1EYKLCWIvcIU9Ba6xHHMUsbcG9fstU2vD2LqPM5SSIpdACuJGy3mWc1SqlGw5YB\nWKhqh3G28b97RxiEdBKojKGqKrCOtB+jJLi64feCwruw0VSVxltDFEUgPP2WYlbVrCwtoAjBZgxW\n1ki8Iy/G7B8M0VHIxQ8+zbN/+CVOrsQN3CIf0V7a4vYrb/PLv/YP2f5n/4D17/vbvP2v/5T/4r/9\nEXYvP8Onf+IU1246zj54DtY2iFSAsRZTu6bcTgeMDyfI+SGDR7dAhDzz9T/jpGhx4uIqhztTksWS\n1Q++m2e/fZnHfujDXL9zieLODQ5ki3RtiZnQrG/02brvAtfeeoX3P/U3GV67zR//3f+OC/clVKWl\nFWny7TvMD0bMJCgviLqLWF0zuG8N5yV9KZDH/vDaQqBgPp5QTxST/AB1bCGWXlHVBhUIrHfYssL6\nAFnbhrLWWcBLBQKMc1gBSodk1YROfxkpAtRkhzw7pOUV6JLApYhK8OJz38HkETXN0HPWor1geWGD\no/09QpUQ6ggvPN/3oZNkBbzzxmVKV7AYC4yD/e0JO37COL9Bqx3x+H0nsUbwxIUTTPbniHabJIyx\nFpSU2Pq4ndVZsJ5Qa6z1GGMIAw1Iyqxo2ialoigKlJQYV4FyaBc38wsBQuItKCmIWpqtc/ez8dJr\njEd77JgagMv726AMSjSWVO88dW04PYjpD2KkgMCVsP0qUeI5t76JUpIwatFpR5RIWukA52rSVvBd\nZ+r33JBvxTFVWRO1FN5XIAUW1yRYRUWIReqIaZmzfWMXJGTzBslXm0YnUwH40kMtCRKBtgmuNtw6\nytBVSmd1ytE4RApPbQAnmmGKRHpNB3AiQKg2M45wZUmQpsyLOVGkyfOadmeFblcwW7vL1Z0WVhc4\nVaNlBKGkKKdoqcmnhkEnYWtjk9l8hnEepSXtVsJoPCSOYkTlmY+nCOBod0jUiZhkJW5mqZ3Fe0cQ\naDzNbcNbTxIqHn4k4fK1XWQw4PHHF3n71j7j/bu0FxWFnXDxvpJx3mM6zjl7WrN9d8QwSzBGcrh3\nyEo/ZSW0VMZjoxn53h7DseCRrQ7TnZDJ3BN6xdGepSoVQhQYYQizmGmWoZWiKD06SohbzalPihBf\negpTMc88Ok6oTUGZ1ywNUipKFrtt6srz+KPnubFzgzQqOBKS2lX81YcXeO5WTe1rhIbaV3ilaXVi\nhHKoMsfWjnY/pcjyplU0ENSlpQgUeVWysNLYAQ+yiiiKqKsSLaAyFuc93hiUDhjmDi090lpkqHHG\n88jjj3H5jW+wvLBGfjiC0GK848Lpk4yyjCvv7NJZWOPlw4T9G5d56n3vYns048xjW3DjT9Dn38fz\nv/t1ZDtk/9YOmw89AT3B2TOAXgAvmIwnBHFAURZEShH4Go4S9ZoAACAASURBVC0UUZKCM7x2ZZ+D\nmWDzwQ3s4ATlzT9k7SP/OYP7f5p08LMsfPIfIqTghWf/BlF+DxlrDu7c5cb+DmeSmGTpMb78v32O\nU/khP/Zom/ijP8C3f/kL3Ln8Nk4ohJeUq6sM8ymPnN+i4wS7L3wHb2t0GIEQ5HXjGw+6C9TzOV7D\n8tZJVhZ7ZJmgtDO80OgoxtsKX46RVvCBh9s8mfbQKsRUBdiAJ071ePlOU7O6snm2ySC4gHZ/hU7f\nk82nLNHG4aiHBxxmNbPCkhlHq5NQW0dWW6wtuHJzh7KuObG6ShgphIzRwEKYcrsY8+5H3selG9/i\noaV19g72kSfPctWPCYLGeLA0aKGkJZ/nFEXO+DDj4sYArMS5GuUD8JKyqhhPC/75b/0WSeT5mb/1\n47STVZyA2llM4fgnv/E5pPR87BNneej09yMkqLC5RQoHMpBUxiCEp7+2QbwQsv9KQagsi62Q66M5\nErhvucOjT/8Arz77h5zbHCAih3c12kP39CPML71IsvIBCnuPbJpRLbQZ3d4nHSziM8uly385xBu+\nB4d86SocMK9z8jyDXOCUwRhDq44IvMB6Tz/tMzZjpJaMhiXgsLamvxEzm1dQe6KWIJvl9KMl0vaE\nSaVYWim5vTPH2TZYUGiU0CysdCgrx8pSijQKZ0ZE6QK2GBNqwclH380Lz3+DPM/QWlKWgm66wEPv\nPsW3v/Ay87lifa1FXWpm9QFRFGEryWqvzUIn5oETbb7x+mHDb5WCuqxotVL2dvZIk4goVWgdYa2l\nyObY2qCkxltBGArSjiKKoNvukUaebFpz9+4OaTrAyTbPXboGFiaTnLYVbK5oLl/NGfRhdVEwn+S0\no5iyaiEXLKY27A1nbPVinnrkAtt7b+EjQTlxDCuFNQorI6rKUQlD6QRlmdNJO5TG4Zyl8mCEpy4L\nhAeJIkgEMwtxHBAayMsCpEBEmnmV0Wql1B6G85JX33qed+7BVqdN7AuqzPDWuKQ0hjBNqI1FKc1w\nMiNteVotQeUkWIcpHVVdkkYh0kEWQGUa6cvWMMlNoxdLjcVirSLWmqJuwlsBDUmsrCxpqLC1RErN\nzq17xPECZZkxtAVdl9JOW8huwng4xkyn6LDL3Vu3WD15P7/59Ut85NQilAabS159dUhL5BzOMy4M\nniIvxoz2MhZWO0zne3ztX30ZFZS89HxBeyFCloZSKIRWVCLlt17boaX2+Zv/2Y+x8uR/DfXrnH36\n74Ls44Wke+ojCKnwOBY22hy8XXPWHvKjP/M3OPnuR/nt//5XWFzJoR4yWPWM55I7f/BFgrDDyrk1\n3vzKdRYWWwgX8PqNIa/f+BZ95ry3OyAMAqxpADb3ffyjfP73v8ppVXD61BbZ3R2Gt7Y5unIDXxkI\nEi5+6CJXLt/EW8Gp8z2QjqSvwTcn+CBs40rPRx5v8eRjLcphQRwq8trT7Q0opyXWGqSMqFC8eHOX\nE33B6vIAPZwjZ3OczdFOgVA886fPopKQay/v8n2PeXq9JWTQuMWWFhe5fnNIutzF3dQMVtcYVXCz\nLKmtxQ4MRWnodwxSS7KsRKuQTjekXc5QpsCLxeM+/AYm00pjEIasdnhpMLYpshPONz1HpqZ2nnmV\nN9wLJ6hVY4NGgKktEokXHhVopkNDVhmW1peRRcGqBNOP6QjHzrW3cV7wpVfu4XD80AdPghDcykaM\n5nO++eprfOTiCbyDMJFUE0Pcy6lCR9E++q4z9XtuyE+zWVPRW3ikkpjaEKaKOI6YTTy9OCYrSqpi\n3lQPzwqUaijsm1s95lmFrSu6fU2RW6QQdLv7TAtNu7PA5olV9sdvEaiAdqAQQlNVNabOSITHThQP\nvf/95G7C1VfGvPvJj1IWh3z71ReJkpCyzEBE6FCz2p5TT+ZYCw7PrbszNlcHfOKRj/PqpW9jZUKn\n26aXhLQjg0o1sQ1Ik4D94YxOFLDU71G75robJyHj4RSpJGmrTRoFZH7anPqKgnarRWGO6PRWWE0V\njhMMRx7nZwwnlro2PPRgyt7+lFdetwx6glZYoZWmzBzbtxU+yKgIKacehaHUhhtXr1H4ACXbtJKK\nWWZROmXtvKS8M6ejlhgeTElaIcZAbUoCpXF4kkBT102q0zvJbGobh0JsQTS3FucdSSiIgohWFx5Z\nbnFrckRtAwITsrs/Q68v8f4HJJdvz9AqoJhmjPOKQCnCSJHnGVkmiFopOnTkVdFUWBhBHCuKzB1f\nrUMmed1USiCxlUFLgdSN7TIJNbU8xq36phRsVhoWl3rYPGPmBCafk3tD1Orz2itvsjzoUpl1uu0u\n48kRZ0+c4tZNgzEj3v+hB3nh3i5L44rARHROOcKVC9i8zR/96VcI6pIbd7c5s7LKm9tDTq9E3Ls3\n431n21y7tcMj50/z7NtjMBUy1OyP5sxChU4WAQlhAmYMey8gsj3M8G0C/xMIP+Xg+h20Mrxj27z8\nv/4q/cFJlqJFhDUEQqOVoZaO8z/yKb78y7/LeGdMnITNcnChixPgrGPzXA+3b3CqSYcbY6jKmpEX\nvLI7597wFR5L+3jvkEriJDw7rHjmj79FT1Z87MHHUFGCEyMUIUI2+RjvJWiHUG20EOgoJTksKPHo\nMCDzDodEhxGFbapLyloQqJC1lYDBoEUgoK4qpLFMK8O8nLHUGVB5ONg/or80QHhNpQKQoMKQorKE\naYsgSGirmpIQhUJKT1bWtL2mHJf88BOPYO/tY7KMQArkMfsXQEhPlbvjv8PjRcPodcd/W+Vso+O7\njN3bu6gLjcTljAP9F+nYZmforMMLQRImCKXQSmO952CueWAgENYwvfk6jpgGIy3wHqrMMMz2ePD8\nCn92acQLd05yYlJyeHVIWTmiSqFVxNGtf8/IULXxKOEIVEBta1Sk8AKKwuARTKYZUSsEb3FCEMRg\nHXSTEFNZtBCo1FPVUJeSU6sRdw+HUCd0l2tev3SLdtSAcyfzin6n3Sxfgpi1pRXMuCRMFN4q4nYX\nrxWvXHkFj6KuXBMykk2v9erpU7x86Vm8HxAmiqr0LAjNlRtvEiQdXK1Y7Ar2dw8Iw4Qyq4+TtRnC\nSSbjAql84w6RIbZyBCKiNDVRInFRjSwEdWVphTFLA8Wde5Kj/YyDbERpNL1uwLzQKGl596kO71y6\nwVGREvqYhUHAdDJneBCy1FsAuY8jpBw7Wq2UvjasLQ4IEo1Ve3RExJX5Hpk5yWSyh/WG8VgShY0F\ntKprjAG8R3rR8GjrxtbZ0pLKWeKkYXgKD6EOmtSxFAipiLQGU3L5zpROd8b+7WVSLVjuCyZZRdVK\nKA0UdUmgBDpo3p4aqLwE6TBVjgFKU9KKG8KUz5upnQQBhfVUVU0YSrr9GOctWaEwxhHGEleaJgdh\nLN4LnPdEccTRZIRA8OqVt3loY4HSeF5+4RLTyZydo4z7H3mI0Nd0khW+9tUXkVXJAxc/wHxeMR2O\nqdAEiwnx9pR7X38O4S2xTUkCx8OnF9nePeS9p7ssLHZ494MnyWY5P/jXH+drf/gOQgm09hxOM5J2\nj/5ygiKnIcf3Ghj4ysdBaILWnzcfFBmhlcd5KMcz1hZavPvxC1z9zh1E2CE0AhdptB6w/+U/oTKS\n5RNneOvObbyG6XB8zEQG5xVeNfAQYwpq31Rme9vsPJI0wSkFdY2tLYiGT1BWjm0ryIopZeFJwpJA\nBlhhQAQI3xgmpPQ4mv2Ukp6yLBksND9bCIUMJK5u0Jsu0EzmMwItefnOGG9rnrr/NEJCVOTIqMbR\n4s7OESJQ3J0N2d/dZ7G7SO0c+BF1qdn+k2+y9KHHGN7bx9fHpCokt0cVFzcUs7okv7lHpECqAK8U\n/pjUVVUVKtCMxxXSNzAgU1ls3GRSrPJI4bGAVprtuwfN0tY6pBBNdYQOsEVBVmak7S6hCvD4Bhiv\nJNOqQkiPlhHzwvCt/ZIz/YYo54VHoJugphVEaZu19ZTXvnaLU08OYA4+rLl+bYoMHBdPXwDu/KUz\n9XtuyAskSkoq02DzQq2YTwqiOKYwFUkngtKSrkTMsxoKibeNb9ZZkEENQuMt4BVZXWBdh80V0RDt\nOxW7e440kgwWYTjNmM4N650Ym834sf/wcX7/a28yzwWntu7nIN9jMrFIL6iKmkAHfPRCyjcuDTmz\n0WNsW0SjiLysePy+dfb2hrRnmjge0x2s46s5u2PDfl6Q5yVSN7Y0JZt2yzQJQEtOL64wnE/ItKXd\nCtgeb6NnAUk7xFlJV4Xsvj3FyoBYB6wvLjEqc0ZjgdZDVgf3Y+0es1nCQjum9p5qIhAmQEnF7vaU\nTrvL/rgiCjyDdkw7zvHSkuVDOqcss+oAUQeoqGRwsk1qNY8tx9ybQDbJqGuD1prMQp3XEEqqvKLT\nSanzsun9oCKRMbOspKzzxsaIQQvPfac7qFIDLVKpuKoi0riL0zCfFbx+s6Kum1BY7RxSNaQwZxxJ\nElBVFm8qgjCmMpaqqEniiCwrabUSrABjDUJyHEH3aBWByBrSV+1xSmKqmjAIKcsarQO0DOkOFhGu\nojSOtN/l1WdfYTyZceHUaUw95bUXX+cT3/dBbhy+zcOP3s+ly++wN5kxnWWIqI0Qmno+5uTpPidP\nPombbJO4I9JOBGELl3yAa8+9yMGdq5y+/318+UuvwMcu4KRAyZA0MiRRQhinFFlJZ+Ui4IFj+QMH\nIkPd+vVmG9p/H1XpsEhmRYGvPK8/f5V+fxVjK4zxqFqwu3vEmSdPol6+znh+iApTVBI3NSDOUZWG\nK7cyVheWqesaqUNC5zGuWRB648DlDWwc0MdBNIw7Zj1ooJEvpNLU3iC9Q+omzGTxCN+4T5xztKIW\nSjWBJofHYwllgDzuhTJVTXd1mTKb4IVABRFZlaOVIgxipNAUdUBRFwSicUxZ7+l68EjysmY4L7iy\ntMn+M69y7v41WjKgMhYDvH17yIXNRSbjkj/YuYoK4JMf/zBR0KGyBoVHeUAKqKecP7UJtWX7zTts\nnGsjlMbVEdZZfubTP8Fw95CVzeUmbX3sDvNSNtS3OKAd9CiKGqWb12qt20HRvBY4j5NNnxIAOkDJ\nCutoShNVTdpeQggY7d6k3IyJgw4bmzE+2ycJ+lzbm3Dr2vy7ztTvuSGvlKIqalQYIJ3AG8lg0ONo\nOKXbifFSkJNR7hvK3BK3JJ1WiJdQlyVCOKT0zKc1nVZAWVYMej3G4z0Gi132Dw0rCwFhYDmcFIyn\nHilC7o2HfPCh9/DVP30RN21Oh8/f+BIGQxBK4nSA9QdoFO85u8Hzb9/grUuvoQcLSG1Ja8HdnW3+\n2tNPcLjzJtvTHolwHM5yNhfh5kwQBEFzTZ3NkbFCiqbiN1SSa3dvM5sVWOfY3xdID4vrLZCCeVaS\ntgIqHeHKmtIXtKMetS2ZywphQsYHR0xNjRcKLx3Lgx77uwdUJQRRTRiFBEoTMieOI5YXNN0Tlsjv\n0RYBadLjnWJMaVv4lmW8Y2n1cvqyS55PcXjGR3Na670mn6AF5J4wVOS1BSmIvKQoNVJ4vAcdaZyz\n9LXiXacF33x10njofc3yoEeeZzghubXXtOjJQBMGAUVZoqWmNhU2DFBKUM4bJ4z1zT5AKkVpalqB\nQIfN0tfapjJDCEE+rxDECDLCKMDkljDWCKUwKqTIM6QUEAiyOmMh6BKHA46mY7Zv7+GVo5XEZEVG\nmoYILdm7d8DO0T55WZJ0W8RRhXZdkm6CqUqCCGwQUYkV0rRgXqb84994g8qUbC6+w4//6A9z/ukd\nKBU//KkfhN4qCW/gigodBTjrKcoZDg9v/QqceBLsNsjTTeUALfzFv49IL4CP8GICvmkaXVjswihD\nY3De4BU4HTC1h+gz70HJfaww2CDEJwnT0YiNbp/d0RgvY6qqQFmPPj5p3rt7gPCexU6L7aniVNej\nxF/IGc1+ptIWIRTTeYnSDc7y8//iHjdcTbu6yt/79H+AkIJ/+juvk8cx/+kPbTSSCgoVhASysUGX\ndYVC4r3AVgZjawQRQs6PGc8BIDDOYmyFrRIcBbigWVJKKEOFRFAXJcJ49vdu8/0ffYz9o5pIgHDi\nOMRkGeWeVifF37NYJF/+2st84gfeTydcOK52cHhnWFxt8+Tqx9FKEEUJxxcfwjDGi8Z+ubq5jta6\nCTzSZDG0bAJN3kEYBlS2Zj7NAEna71DXptlhSUVZm4YlAHgsCImSTWAv0i2ssQTSs7m0wP0Pn4Ag\n5pU9xY9+5ZD5pxTdFHTY/q4z9f91Qdm/60egFDqUYD1aSCKliYRic2Ol0XcNKBUQxm3agxStYiKZ\nUM8UJ9ZWkTpGqYBOJwHhmGUph6Mjlja61BWcXX+QrRVJolM+9cmPsNpf5cyZZZZWA164+xIv3t3j\n7sGEo+kIWYM1niKzzEb7eFciRWMHW45P8uBDp9i+foX8aIizlr/y4fdyuH+PKFzkQ+/ZYu3EgI88\nvAbOYmuD1IKqzBHKHWf2JEnSwuDJywoda3r9Fu1OxNrmElqHJGGLE1srHI6npN2Ec2dOcOr0AvPS\nEkVtpG5sX71+hCfk1GZCu50ynM7odtuEgWVtqctyr00rgRMbA06dkwg9IkktR9mMe1XB5b1tjg41\n4wPNdAhFXlNPIu7tz7DGkteesNMim9dUo5p8YnFOkYQJCoHwAieaUFpelTjV6IrWwH/1w2d4sFVg\nyrrp0LE1u4dDiqKirKom7JYCptHStVSEoSLQAaW1VA6iJMIYg9IhZWmar9EBo2EOqCZfIRvfsrWW\nMNJNFsEcc33DEHXcD+udJQgCrHcURdEA0euaThrgLJw4eZIg1IRxQpQmzIqaLJuxNx8hvMQUFe86\ncz+H+xOy+ZiVxRUUFQM14cYff4U3fv9XeeHPn0WrCL+4CCJh2yzytZffgKkHpyEKYTLmiZ/8MO2F\nuEFHKsl4NqEoCnjPz4FIQMQ0UkOjD8sX/keqf/UfwXP/CN1eJIxiHnv0AlU159TDJ3nyr3+EWR1w\nJEOe24+YFBFv/M7nyLIJ46wiaTWWXyUElSl56PQyqc3RnQTdS5GdkODcBpX1PHjfBmUxpc5Krs9o\nbsiACkKkloRSESaCe9Mhk9FdcIJSGipbEUiBrXNwhiPR5vY452B2SKw0lTGEYURVNwQ1KaEdR0gc\nQlsiGRAnCXVdY10z9AGEVOgwZC2WDJhSFSP29naojGG/HHNm0KIoCjrtiKff8wBCacI4IAnj5nvV\nOb32SZwMm76ZY3+79x4VRDhjsfbYgQUIKVGyOXga0xwi3PFt0VvX5D2EwhsLtpGeoKk4cM5hvKMo\nS7zzCKmaTqxA4f+irVI21Qzu2KoqhWQ5CTi72EF7Raw82wcj/pOn2vy1LcNMP8B9T7yf82nJjR88\nQc1JJnnIweTfM8ZrVdQMljaQokDgcMY2ksvI0e0PUKrAWouWIVbCfFRQOcPiIKUsa6rcEXiD1gG5\nM9gCltcjlHSMJ473bJXcGgYMJ2P+5TPfpKwck+2GC7tfCZBQiJpQavIqx1USEQq8d2gdciId8KWX\nLvPoubNcvXeHa9MztFPL2Y0txrs3SDodthZTDg4rNteX+Zd/vk1ZxRiTH//3lhTOI+sSgyVuRxSz\nkiBKCSSgFGkomWcZC/0+Es/unT06UZszmxGn1t/Fc69+uzlJVxYqQyfoYis4uZqCKvFGExuDyUtW\n11eYT4akoWdjs8/tO3PacUgQFRyOjxiPIrT0eB9z684MdxwG8y6krgpk2qEsS0xtqY2j1+tzVBwS\nBAFBGGBthQCQDkKLz0t8HWBVc5oPhCeJMr6z3SIIHSoIqPMKYyrQkLQjnIBs7ugkKUVZ4xDM5yVC\nNY4XLFS2IRSBJ4oTpvOyCahIQZGXhFFAfawhm+q4EfDYQVNZh/E1gW8i6FIrXO1J4xZ5bfC1R3nF\ncDzH2Iqrl1/n1Nk1kjCmmM9otVdIVYYKWpxaXGdaDLl+8x2W+gNi7dg4f5b2G19kfxKT+hg7W+SF\nu0f06tc5PPKk3pCNpnz5hUM+/OgZdnbHnFkYkS5vwNIGZWmpVIjXDqEUa92Y4tu/TNz+IrLzPi59\n879htb/OwpktxPLThOfPAo6Z+wqJSrl6exdUm8PhlK9+8RnCdoeomHPt2pATyZTOe5+G3Wu46SFl\nZanrmrVBwOoAoKB9coFQNBUPEo8zgkhbhnd2SbyluwgXT3YRKgVh0R787QnWOtqtmN2ZIBMJOlAg\nJVEQokQAIsB7TxAFBLYxE8yqpskxTSO00M2NwzjqesJ71/sYYzDOkuUVg7DFzGZIC142g9dWlt5a\nn/sChTA5pvaU9Yx0aYB5//t56823efqhi4SpJe112Nm/i0PgBCAlk0nCifue5K23fpskiChEM7jH\n0xFhbwWpFNYfw1nc8c91ljgIjj8XHoNDeoOw6vh24PFSoFQAzuClBCGagkbvm2CVs0g83jXvSa80\nkagAS6wkFxciCum5eHaNxftP8qlnnmXjf1L80v+8zK/8+ZjNMuOW/Cpvf+sEic/ICku7HZAvBfRH\n/z8XlP27fjjvKOZHqMRhTI2tLBqNsxWTI4/zTRVoEBriqMXZc5uU2RRPhTOG1X6HNErot+HFKzm1\ntRyOPNpLvHW8dvcGs4ljcTCg2M8IjaU0HucDjKmw3qKUQgUp1heoSCIUSN8s6558/Cw3L0/Iqj0u\n3SywtcUh2TqxzMFhyWOrJ5jM7lEUkuHuXWzVWAKTlgQXYownlYooiJgVGaPRCCcEsZIEgaY2NVkF\nRVbTbc0YHs1YXFxBeMvL74yww+fRusvB4RFBbCCAOBV0V9oYU5MPdxF6kd09y8ZmGy0LVtdXuHlt\nnxOrml5XkR06Br1l0t4hwzyiKAzTumKpu872zgghPMJ6RLfNrKwIo4TSFcSpZnw0xDlPEjVtfVEU\nUcymKOWphxbjJZ12gMVhnONs3zEt2vSS6wjXosgtgdbIUKNVQFkWCJol32yeNUhG7ci8RwqBrStQ\nCuMs1jvksfshilXz5vWqWcjW5hgM4hrpw3gUulkWO5BaYKlpJykqSEgiSZp2qKqSNIqo8pyk12E4\nmRHqJhnp24JeO6YTx2S5YD7LONjfJtaScxdOs3vlHtN715k98RRHJ7YIWoK7f3SZT/ztv8Xrn/st\n9nRO5CR//8ee4ltXb/Lh93yI3/mVf8zChz7BxQce5ebVm5xc6CG0wpoGMB6gOSygkOeQ1QAxuUmn\n16K1tgm6D5uPQhzBLKedRqSn19GTknaSHJPEDMOr2xzIETFdWt0e82/9Mbo60QwXJynLkla7AzJp\n5IXQEVtBpRyCJp+iheDCmQGurrGVAS+xrkZFMdWo4EP3L2Kc4cb+kAfWU7JpjnExtjZY15S8Ke1x\ntlnMA2RFhbMV3luCY/nDOo8QgihMqeuaUAVIPO1Ec/9yio56ze/NsT/dCb74wjU+/XSHdrLOrz/z\nIsZafvaHHuWlf/08Y1Gx1E1Qyw+gpWV7IomDEXuV43R/kbAFZebQQYCOFVWRc3K5xcHhATs7hzz6\nyEN465uuey/4/O/8HsJVvO+j53jozIcQToEHh+TXf/Of4alp9ef8x5/6OYqiaD473h+rPr65JVqL\nMxYVKO7e22dpMEA4w0aaIH3BJz/aZvv1hBfEB/nZv3ORf/B7f8A/Ob+B+UcBPpqDqfnNtw1nHjyC\ncAMdKNoqZjqfI82IIF38rjP1e06u0UqgdHOFx8eEMmG122drYxnnaoSzeONJtGR8dMidG1fYPzqg\nrCXYiF6rQxBoZqXi9MYSyQIwMWRZSa/lCXSK0k3wZikNSFNNp51y8lSFEs3wjaIIj0GKRmMzlcW4\nRoqYHk5Jl9b52htTdg5K2iuLrKz2sPUhQoS8+dZbvHNrwrm1FtmsYrEX40WAqzTTSUZVNAu22XiM\nkA5bWSKtkMpT1xVxHFKXc5JU45wgDiPiUNNOQ2bTirZV3Ni+iVUeIyxetljf3KAXx+wOM/rL9zGv\nIOkn+KCDMYqlhQFbpxKMLFkKYmIUNs8p31knJqAqLC2d4GqBluBqh9CanXHGPDN4IQgVSCQyDEjT\nBOEdwnrK0kDTjk7QiTl7ok1P5Dy66vjc3/tJjE955krBxRObBNoDjso5qtIynReEQUwgZGM/O9Y0\ny7JGWE8rVaRJQqBFA3CWTSunlE1LH95hjGt8+FJQH3d7u6oJoCAEYRgSKAXOEwdxk7QUNaPxhLIu\nqIqcyfQQIQWz2RRhDVv3vYsgDhFVidAxVkFuoXznEt5out0OO1fuIkNH78K7OLr6OicWJN3hPQq1\nyW/+77+DUiEb953j/GCBr7x8mRevHfH5f/HbJB/6GDZM+T/+8JvkJmMynOPxjPf2yMejBkChQ9px\nRF7NCaMOWw88RdzuIpbXcHfegsNblFVJO4kRXjI72OfO9i53Dodcu7NLqWJ2b+1waKas90Me+yuf\npDKNFfD/Yu49g21N0/K86w1fXHGns8PJ53SaDtOTaGYYZhA9JDESQYBlCgscAJWxjUVRKhsbUVAW\nMmVbqrIEsq2yREkCaQgGgYWBCTAzPck9PZ3D6dMnh533XvlLb/KPbw/+11Uul8u9/u6qtdePtZ7v\nfe/nvq9baEiyHH8SoRfqBJYnQfoT7LFoi1XSrEOadekuL7daPgrXWGRXo5UiyTSPXVxD572/OOXm\nUYsFn5cGZ1pZTQSw1lFWFZFO2s4D2aZIvfN4b2lMSRzHCK3wvpVI0m4HqVSreXuPlAp5QoLsdLrE\nOm0XtgKUEFR5hyuHU+LGUsyO2L5/iGPBhQceYjqvMN6h7BEHx2/hhGB4agWBIo4F1rQspPHxLv5k\n8RkI2GAJceDu9k0a59vlKoGg9F8sTOvK4H1rlWz98r7tuxCa4FvpRoZ22brU1PzYT/0Yv2am/MxP\nvcZa4vk3X/DMx69z794f8b1/61f40qde4ri2LKTgzX3PvGpAeu7dPcCcJHJDAJVI1rMV9g6233am\nvuOGfBQLdJQQjMSWNd0ssLK5wtHoGGEtUaQIwTGZSdb1nQAAIABJREFUFHS7XaJeRDldcLx/hBIe\nb6Eox+xMRuwelvSzAQ88vM5iVtDrxa2+5gRXbs9xdcMDmwpnd9jdlyQdTzaQlIsS4xqElCe2qoC3\nljN5yvZ8xvO3jlFpxMapLsd7M0ZHFXdGliwJnDo1ZG19yNweE0QgkcvEcUycZPS6MTJWFIVvWR8+\nIk1T4iwDIejmcfvUdy2zuq5r+oM1QnDkvT7ra32atXW6SwlJ0mdl6RRZFjNdLLhx8z7aaL728k0W\npQXlkY3hwrLiaHKDrVXB/cMj5s5SesHOvCRayVj4nNrnBNdlMpu2QDaliRLNvGwAwXS+YF6ZlrLH\nCRI1BISWVK4hTTW198xmM3ZnBRdWUz54YYvnX/ojIiV49doun3pd0e9GCC0Rqu3rFQFcAK01vW4X\nLQXeufaaK2EybsFicZwBEmdPjvER7ak1SEzwJ0lngfKghERrjRAC4xoaa3HOteA5b5BJK9+kcRvY\nEVIybWbcnt4jzXIuXL7AGy+8TKQFQQnMYsrh3hGqmMHyEuXufcysJkoh1l3mkyMOCsOrV2eM86e4\n9K5TXDx/mto13Ly+y4aqkSrCh4ZzOUzmgVT12z3HtCGTE2ygJWTGOUrGPBxXmKpd8B3s3aapWjxu\nONxHnr0ISUqy+Ti96IBvetcmP/BXv42/9i0P8kC4y7tPe4pyh2q4xX1r+bUXDrkySglSk3dSkjzC\nWksUn7hiZCshqrh1uAgRQImTAI8k7mRI3UoRzrbL8aAUcRaRpCk+CKIoRkoQKvD9H+nz779f8fEn\nL/D6q2+0p/NIkCea3f0xUSqI4gjhIZxYa5VO/kKrRiiC8HBCblVatIeMLCVVEUknJ4mjtuktgA0e\nITweQTboE4TDiwSw4Dyxl4DGBYd0jmox5blnPouzFZPZlE4eM59NqRczqqrA2gbp3cn3SyClJlKK\n0f6Crwcua1NjbI21DikVVWUQQiBCQIu2tEhLiXRTttZOIQ9f5oc6nyZafx//+Nd/mt/81/+Sn05W\n+Lv/6CHuVGDMjC9W6yc9BuCEwATfSj+Rb22+Scx81lrLnfcoBGU5wmqDz8q3nanvOLlmsNJh9/6Y\nroo5v7VKXVX41FFMHd2BZDwqW8tZLyLKoFy0CbYQLFJVdLuK+3cnWFJsIzGzgFweMcyWqKwhiTo0\nsiDOYx55cMi1owmH05Q4EWgdU0wqEqHbiHXd9oP+ze/9GC/fuc3OvW1u7hyiooiFaZgeWMq6ob+8\nxXw65/GVnOnOLpPK0c8eYhF2MMGxsbbC9v6ITK9STfbbIEOnA8GSRBrb1DjvOCpqkigijjRZN6IJ\nnsNizEqSMZtN0FKxtNRn/prHsIdU65Slowi7PJJ3mNIwTDTjec3WsMvqUqCZGDaX1ijmY/pRyt68\nwMoue0eOq3cOGQxyDkYGIcbkeXvdBkldGrTKmJUlg05OUGCamixJGE9LZCxprME2DWUViFNFLSLO\nLg2YFtt87s2ajdUl3v/AMoXSfPq5Q/JEoYJjXhkSKQhSUFU1QkBRGOJIY0PA29ZWJlRKYw2zukII\n0NHJEqy0aCWRUmCtRcdRu0xNW5ukFSe1jQr0yRINJ5hVC8blnF42xJqCSVO2jg5Kqspx297i7Okz\nrJwa4pynk3fwoSFWjqopKbxi69IWjTV4KUFaGgM7B3vouk9+5U9YX1/hiccv88qNMePpgP/opz7G\nv/4f/2c+JOY89OGn+eI//WN244hv/K6nubu/i/n8K9iQMFgaUjcVW1HFcQ0q0ty4dYtzly/y4rNf\nIF7pk69eJjncZXz7VTL1CR7brBlyA/2eH+P3fu5nqUXFD//y5zn42/8ep5IjpgvB3s4xn/3DT5It\nb+GCpZwu2FwdIpxApRrpPCG0KHydR9hStFIFmsZyIt2BCI7OsEvTzBBetkNZeGQVqLUnuAa8ptsf\nkOd9jG+HtBeen/j2dbxdZjYrcYs5SkkcJVJ5tNJUtSWJFOtnVtne2SdYifcCKT3BhRY/3vK6UV6g\npEREAm/axWXbnRvwxiKROB9IgsBHmlAUNI1Hlp5ZUdNJFN4GhG0ItaVfVSidExYLagNy4xQ+gHZg\nMfjaEVSLSwnBUxlHluV4F+h0Mky9QLkYMRlz0PT47g9k/KsvXuODq8tYOcZs32bWPcurk2/H3XqJ\nH/2JHTbPdRkHKAjkaCLhONlsEQhI0a7ZFQKlFTKKibXlg+8/j05SvGx3BWMz4v6u48r1/xeo4f8/\nXrPxjNU858LZ0wihiFa6XL92j043Y7KokELT6ec4YShmFVV9AkzSCQd1YPvm/TbK7i3LywNyq5gH\n6A4M84khXq7xOsJVljujYxwKoQRl0RBFbco2yiO8MaT9nGADn/7i55BRzMHRhOX+MjujKfNpQ5ql\nZHFOf22TxfQl3tpx3N05QqAo8gnlrCLrZvzlJ9f5/eenHI8s3aUe+9tT4gBxpHF4RGLxhSDSMf6k\nFHy6CLT6hKVWEU3tuHfniFgVKBUhveXUSg9lx1xa6mMri7MVSX+V1dTQyIqjsUMQceegZvfI0Bue\noiymGOdQIub86oBpVRBFEUJIjLGtsyC0OmnwFpTGBkeQMC88ZTlHSUFVGBKVECUd4sxzIfUsdQoe\nvZTw1uEZbu4WNIuYO9OC8WRKUbbODERrxdORoigbRBQRx56ibMjTDGMb8jRmNm8QwpNEiiQSOBva\nYnXhCSYi4FnUFXGiUYj2IWQDLnhMaRCJRCqwLiB9Owe+HlevmgXIVvYDS9UY0ixiVlVsb1/nwupp\nojhmMZpgpULGEWZcEve71K714Cc6Zl5MWd5a4vS5dXwBrz1/k+GZAVfu7HHt7g4m3KIpPsR9UjY/\n8Aife+YlLj7xPsaLKc9+4XnOnV8hSy5QVHdRSvKe9z7A0c3b+Mbxid/8JGk15rkvfI25hboKePUK\nP/sv/i3nWQEB9Uu/gX7yRwjA2J/FVy+0J+Aoop/nRCrieDziifc/xdWrtxBCMBj0EM6j1rcw5Ryh\nArJe0BzNcJmGkz2INw5lDVJnsJyDE/iqQJwkVPNUUxlDtCqpjaf2AU7gXTIRRN4RAggS0BqhoJck\nGNfF372Ppy33MdYCDhcEf/SFFwnO8eSldZyAewcFH/3Qe7l19SqIlvooreSvPHWaenFIYxfEUgEa\noyX18ZgzqwPK00OEj5ASlpXg8GCf5V6H2byknhZ0vSEadDBAHsdQ1vSGHTqry0QqbstTlOTWletc\nOLVMmmlU1xGqAm08PhZ8/Bue4lIqeGLp1/iZ/+XDPD24xafMk3z52owHt05zLD1KbjIPG6Sx4+o0\n4JVDxQFragQQ6Qjna0QI1NYTcFxaT8hiTeYFh4clybKm7qSciiVlmTB3BdoHhFBUbs5g2GVtzb/t\nTH3HDfmB6rKykZHEGpTnrZt3OZzOWVvr4WaeSEQEFajrBaaGPO2eAPsDWlhqETDWMeil1M2U8Viy\ntpoyWZQs9WJMU9CRiu4ZzdGkxLuIbiemCALfOHyimDclmQwEG9De89Ene3zm2ZILD5/l+tVDjBUI\n3Q5B4QQHO18jz1a5fVRRyxjvprx15YvI7nnEUc3u6T7zkWFyvCDJeqRxBHi8s8xmJUF6BksDjo/G\nrPWWsbbGlJY4tvR6OUm3w/5on1ObA9S4ZtjtU5gxN+/cZ3mpQ10tsN5zbArWWCNK4Gg0AlJqN8Um\n62SdIWVRYo2k0+2zmBcclYY076CtwUhwtSeJIpz1WGc5d6lDMasQoSFB8eM//tf4tX/xB9RVRbfT\nQ0aOsjA0ReDRd6/z8NaD/NFXbpIlGdOqwdsFk0VB2oupmgalYpSCNIuoy/oEFe0o6gAIqsa0DO55\njVQCqQL+RILzwTGfWuJEg5TUpiFJYmLZln3kvYiq9uRJwshUhKbVggWSxjp05Ft5QLSny+A9rglt\nUjGWFFNLJ1dUtWRuA9KU9PtdhPFIHF4HYp2QdDqoOOHg3g5bGz3iOGMyntDv9Hn8w09hvWVzOWaQ\nJwyXFthyyqnlddY3LrF7ew+CpZwd0QTJ9Te3kekq03JBL4XZ2FCWDQfWM6ym/I3v+SBpNWcmU8rj\nbd68ste6KU8aNHXSpsBFgCwcYGINb/4qHH2V0bzHuNjBVX2uvXmjpSPK0P6uygU7OxNeuHWNgOfs\nsuahWmJljHCAsURnT3PzoGR1uUued1DzQ1hM0UrgEdTOEQ/Xmd7bRlGwtNpvtTcpWp8+LW9GCoFQ\nAhc0MkBRzYliyaKoME2DQCKVQCiJUmCcbx801rI7PuZ3//jPec+FZdK4i3ftgj3PNF2/hYvgJ/7S\n+xFCU80tXWt5ZTLl0XMr7e8rBObzhlofkqUZs2LOhYefZHzlOTyexgfGlWGzq0EG8iQiURIBaDPj\n7KWH+Ni0JDypcHrCi3uHfPtSwWvmXdzYf51oZcgf7/wk3/pX4I9LiYpPhq301Na22ODQ0l6tF/gA\nw6U+PrSfLSZgvKd0pr2RBMlqLydLEzyBQc+Rnl1BHc5omhpT12TpORoUTgVMgL2jGb6O33amvuOG\nvI4Vu9sjepeWuXOwzekzmyzePODgYEQgpXGWqDSYJkAjOXe2T6NqpiPX+l/rKd1eD1xDs7B0uh22\nj2dsdHK+59/5WV7+wj/jtdvb7B7NEFVOvx/RydvSb6k01hiECKRJh36i+I539SjmJafkmDev13SG\nfYqFJSWlm1gilYDSKGtY2hiwsw/WpTRNj3raMFgZ8vk39ygagxCGLA4U07axypw0ywTrEE6QRIG6\nrnC2DVEkSUwnTrF1wVKnRyfJuHt4h34cIYNgsARNVdA5Pwev2X4rsNoZcHR8k/PDHosyoiokxczg\nAlRlhVcx1FOiKKG2nvF0ipWhRRjrBKQizRSLheHmtUOiWLKc54yKGbdvbvNN3/hBrDUMo8D0xjW2\n+57VbuBzb+zwya8eUzYlThhsEHT6Lc1zOmmnknOSEBxlVaJ0jPAWYsB6sjyiKg1KapIs43A8AhEY\n9AbtRbYWDPsxs0UBUuOsxQtJIwMqaSP2jbPUpSVWqiVrGkeaRjjhsAGCg16/i5vVTMsSrWK8h0hr\nrLf4IFmUNQcH93nkifewd/0aw8EQjyIZrLG5MiBO2zDkqcc2ETpBn9TBeQ/SKY4ay2A+55EnNvD+\nIp/9/OfJXMn+W5bHH17hYFSyvnyeT33lDlmQ7O7ssHV2jSSNCdIzKQMuETQ+aasmq5qyLFCdIadW\np1DehWxAQBOiNoovBBiZE0cZPPyfUuSfZONcRr85Q/XWPmcfPM/9W7vYxZQ0TpBCkCUtGtc4z2RW\n4rN+69v2Hp9oXJbz0t2rqHuaB1c1D3QGbWlUY6BseKXKufPGV+lEMR9+8CGCOUZIhfMGgkCqCJQE\n53BNQQgSpTRKBbJYMz0+bIeg0DjnsNYTpSkef9LMZpE6xjYNOs1bNAaBEEWgVJs7kRIX2gxBHAnS\n0OCcI725h+l2mHdTennM0fiYSDV84D0f4aXnXkYOM3ztuLS5wnf/xA/i/4t/wtkfucZvPXeWJMxJ\nGkudb7FExrX3X0aJBKEF65uKlwEtA69en/GD3/9NXN35XFvpSGg5SVrThFY+8d6DlHhjQbW1itbW\nRLEmCEmwDcqD9YEkOErffk+NbW/Ot8c1+oX7+CDpdjXJKvS6XUbygLpZ4CLHsopJN9++N/sduHiF\nNBIcTg9RRc6Va9uc31pDiZjgLFkcIVUgS3WbljycMTm2zBeGolyQR12yKAIp6Hdyeh34waef4uzF\n0/yDX/wF/vRPtzHFBq5RNI2jcGN2dxvqpi3kTXRC5FuW9A9+Y4ev3vD0l4ccJ0M8Mce7Bb20w3DY\nYzyxVLOGpd4ZxvMZRTXDNQ7TlJggWF7a4OFzKxwc7CNExLDXJ5iaWAuW+hmREvhQs3pmncnokH53\nSFlWoAROO1wsORrV1M5zNB0xTDLS4SpxJnns4cCjD2+z3IuZxx4zUAyXBVd2X8HUDdNZwf7xNuvr\na+iY9jroFa4xlOWCqp5h6oIkTVqXhY3wZaCcl0wnC6QUdPIemytDvPBEWrBYzLj6/Oe48cpzdEPJ\nWlxxLjvm1p0p1UwzKwr6WdoGRRyUTds0VBuL9I7GWmwIIBRl2RBkQNEGSJragdQ03lPXNVkaIdBU\ntaGua0QUmE4rgmiLY7pZTuMdjWt/UOFk6fX1r3QaR/S7GVpr8rRDJDVxohmPx5TeouO0/f+xQgRP\nr5+hnGN9qUee5Ny7ep10aYs0T0DB9sF9VBZjvCDNE7zTjI6PiTo5L7y4zZf/9Et85svP0lvb4u7Y\nMa8ElZPIbMDGhXMkmcS6GGkdOl8mBEOVKOqyoh4dkHhwviEaDnEHJb5yrH7kOwhBk0WghGrbm9LH\nwWtEAN3ptkHYAHhPKO4CsBiPiXspzgsW9ZybN29jnYMsxjqJMU1rIZSKTKd00h4i0IbZdFtZl6g+\nQciWrx4FgmmtjyJSqG7K7miCCVABUtXEJy1dQoBUIKQnWNtW9QWJFBprPWkaEYwjUh2EbzsSnHMI\nqSkmC0wTWr6TFwhxsoT3rv0ctN8n6xwNUCGQcUIQgoAl8oIzacmkl7N06T2snnsfP/5f/Rz5ey/z\n42PHdz/6u3gCcaaonWM8mvLf/5f/mF8TFb/62xs4v+D+QcGNgznbt69z7e4bzEcFZVOyd38PRMAG\nj/EOD7x59fUWzBA81aIiCMf1K9cwxlCOp9y/fYc7V17DeotyAucsSiqUkIAkaIXxgTjSKB8IXmFp\nd0pSKhCBxreOnqPRgt1djyma9oZqJKPdQ3RXsDZI33amvuOGfJzlDFaW2L83p7MCpmxYlAts3ZCk\nMXk/RkiPD4ooDWSxZ1Ev6KUxw25ML1d0NQxyR6oNo0PDla+9TLSs+Nhf/1HYtHSG+5hK4BqBWWQg\nLLaxLZtGaQadDu99cJl/e3WGWJvx7JuW5e4yWljWT+VMqylNVdMYy7nzHcbTI05feICjI0ua5q2c\n4wRlOebWvRHWOubzEVrH9JZ7pJ2cqm5Jj0ura+zu3EMlMZPxmAhJL02QXjLZO+bixZR5vaAoPXd2\nJygaksxiwxF1E1g9v0sae3CBUirWV/qoJGV5OSFbXsNFHTJZUhZ1mwSNWpsm2lA7w2JeEipwjcV7\nixKSSAuE80ilqMqCom5YlRGy2OV7PvgE77m4wumB4rEPPsCLdwLrw4zlviPPYlzQKBFItWZS1tSm\npYR28gx8g2sMWmuSVLcEyKokCEGk27BJHkdoHZ8gCiStoyEQTopTOIm/yzjCWqjq9uEhddwu5oRE\nZ+17We+p66bVc7U86eKU2NA2VgkNKpYkuUJ5QSQktvJUlWW+qLl99Qq37+yyeuFhXC1BKibGc2dv\njg+wtLzKH33+NaQOLOea/f2avNPDWI9x0CDYLVKOC4mL+mysDFldO3MCoMuwVjEtDdYr7r95ndHt\nfbLGECUxQQSOX3iebtbBNh5Z12RxBBzi7vwBXP9lwt3fQ/gRQUDta374v/v7AGSDLs2swjclOpJ0\n0j4iGGgajK1QkWZeVDjRkkRDpPAEhKV1T+kWpZFEOXmeY70ghNa6533AWkesFUkUIYXGN7a1HArJ\nr//ebf7u797k7//OC0ghwMKv/NbrfP5Lr/HM557lxdf28dM9FpMpkdItwz5R2NqQRRndgebmwYg0\nCriZ43vDNqcfeT8//8s/R9kRnI0rZH2PWHp6Ekxj8TJiKgV5qIiamjOXTjMZ3+Tw1mv8s7/zC+x8\n8Q3+QaT5b37jHAbDtGqL3EvnaGyBCZaFtcTdZbqrawxW11g+vYnuxKT9HCklSxsrmMbjPXhj8cbx\n4qt3sI0DH4jSiNA4Ll4+hxaarNdnc+sM6+cewDmLk22S1rvW9luHQOPAJimzyoD8CxWuBcdJgQwn\n9lFn6Pc7nF6N8WaKzzK++cd+kuHpDRoPMnl7QeYdN+T37h+wmNVsnVvmjWvbBBT7o5bPHqwnjhzg\n27Yka0njmIRAt6MoR46N1SFRFjM51lAp/upHL7JdSV57bo8Xv/hpzna2SPINtk6vsb45xLl2AZpF\ngkgrOipmtn/Azd1dZKN5bOkCL9+6y8s3Dllby5ksPHVlmSwWxIni6o0JxWLB1RvXOXNug3IxZ2lp\nSG8lI+3nHB8fsrx8io2VFbbvHTEZNzTWkCRJyz63sLK6SaQ1RAITLEeHM6y1bK2tI+M+eZywsb6C\nMXPSFclGLEikI1IRxaTBl47dgwW2lpTKM2rgC1fHBN3llLtB47t8+N2X+KaHVjl37gJbW1s8/MDD\nXLy4xWB1CS9cK5kIgTMLhlR867syZtMZh1ODNSlKzCmtoKgDFzYT7h+8xZ888wJ/64e+hfPLKU0J\nIrRgOWfaIJRKodPtkXQkSEjiGI+kmwicd0Agilp4lGkMaRxRWUdTtycerTWSFs7lXAAF3rd4iMm8\nIM9TlNBIGVOWJT60nbj1omgJf1oTJREI35agG0M4aT6qzeLEntfSKJuqRgmN8Y6iMq0fWUtGs9Z5\nY5zHGMNzb9zm7qsv4Wij7sYFtBDILCHSms31sxDn5L0hS/0BO4cjyHq8tTvn9s6Eo+kOR4fHRHFG\nJBqkbgva0+VliuAQfcvWauA//s//M16+cof5ovX3x72UU+tbIJZRp5+GB/5rxPt+BuQQQeDc6TOM\nb9yBAKIuMMYxLz2Rjnny3U8AEnSEkC3+VqAIzlDVhtGsxgkQWgFgg8O4hnp8QFWU3DtsCFIQhIam\nIaohkq0VsykWzKwmEgnKBmTi0Vrw2EPfy6ocIa3np7cM8uGH+I4f+0/g1LuY33EUpmQ2OsLNS5xT\nuCCQZs67dMGT509hSs9otuA3Zx1e+cqn+Dt/+xeI547rC0V09iPM632Kcsb/+mef4w8+/acU93bx\nj17k8Q99K3PfIV0eEmRrqY0iQd7LUZGirJvWe5/EBPl1qJhgaTjEGEs1LZjNFjRN0/r0pT4JOSlQ\nreMlBEHdNEznc8py3r5HCASpCFKdFIu03nlOwIlKaLIsJesm7fzSkie/9SNMFxVJv4PQOT4E3rwx\n5/PP3+WN+4coIcmD5S9/s+Rf/bc/yN/7iQ+hi5iVYYcv/9b/xiDNiZVsb/9v83rHafKx0iSdiNou\n0C5hOOxxNB0TCKwMuowWTdvgYhWrnQ7OGqrKMBpPeOTyFpUrmc8XnO9Df3mTYFoMqKstm2R8/Ief\n4Mptwawuubt7ndHkGF8H4lhyeWuATBUbF1fYvxdz49Zdbt0vaRrbQpTUGtJut+wKn7IyiEl8YG9q\nWBp0eOvafR66vMmV6/fJk4i6XvDQg6e5dmOXpjZEqeDg8JDhoIe3jrynmI0MUgWSRNHUEnlCprNO\n44VhcliQRDGdPCfNBAvb4FV7ct09sG2sWzY0sxRXSsSeYzE+pio6ZMU2X9kT3DsuuL07wlYFQUYk\neQLeMVzpMjqeg2/I+wFbxGyupXzfN/T59T+/S6zbbtt5PeN2ExH25tzZGROiQ9bTdXyq+M3PfI2P\nP3WGL9w+RiUOaySyG2FrgzeSOAtU87ahKYoFjZNESiCCJO3H1AtDpGKSTOOdJxISrwSxyijHBVEn\nIU1zqqohku1pujY1kUzAOSSCoizJ8qgNpHhJFieUpgElCbS4Wx88sUqwWGpr0CpC0IaorHPEWpzA\nz9rayeA8CsesNnz1mT/jzEMPYYNHCUk/jQnGIuIY7xqE6DI89xid4jVKYyhLA6R4oJt3uLd7xNrS\nkCR33L/VUC8UtSnprm1QL+YEa2iEJyjNvZ2Cpz/4Xn7/N/45G1s9mqrPg+saGoH2rb3VTPdQ5svI\n4T7MBtiDZ/iWxyyyqph+5beZzD2m3EKlC6ZVycI6TBVowhxkh8ZYZuMRs6MjIilI0j5Jv0tdBYbR\nFC813/ceR69+ALFxhjfvaD7Qf5bP719mLbuB2B8zWbSac9pJuHrnLqceHWJCijLtkvG11z/Bzrve\nhxSGf7gbszG/hZh57r+1x6um4j0HO/TSnEKAcgatPRfPbbIwDfW4YlzPeOpd66S9IYkMRGnWdq6m\nEpVIojQGl9MEwd2i4ptkn6+9fpN6vovoLXHh9AoiROQrOd3jihA0cSSQwhBcq+M759Bao9OY6NSQ\nJE2JkxwdRSit0ULifaAuG7q9r3dNe4TSXHv9Jq+++hwmOH70P/wbCJ8QZGsgaJqGSCqkai2eRV1g\nfUO5mGMqi48cwVkms2M++u3f0iLMZxNe+doLREnMwjc0dSBJHP/of/g2wjjwypeeYevhiyxvDtm/\nc0y2ssx0+1UcCufU287Ud9yQ753qE4SlKSw6EswWIyKpQAkGg5zF/pS8kzMvFigZMZ+akzqtIUFb\njkYz0qjL+ukNBmHBM69OWBou0R3tsfDwP/3DT+LinKAjHn7oIt/1bZf58z/5PINTKV+7uselc2e5\nffuQTtxhXoFqCs6fXWZWO67dvI8SkEcZVVOhRZ8PP7HEZ1/bZ16X4ODG9as0jSKREf28w8HRhCTt\nUhbHICTL3Q6jyYwzl88zOTykMp5UJAQLaZ5gmoY8zaGGPMlI0pzE1yAXbK6uYEtDJe9S2RxbTsk7\nGbORpqks/+43Pcz//sVn2Rn1+NgHHmZUTmC+g5YGZxRZJ6c2nlhIFqZidLTANZb3nc3RZzNeuTLh\nyGr+6RcOsJXCCU/tLJ1uD2U9S1EJImavWOH53YLaQ6LH/MtPjtjYPM0rb96Hk3KGOI6wzlMsArqT\n0zQWYdqT06yBSEnsvKaXZxRFg2lMS3dM2nas4GHQ61I0NZGWiBOdst/vcDz1ON/CpFqAVERjPVJ4\njHEI1d4AfHA43/YEEwSI0FLFHYioBVNp3dIshZUEZ0H6trdXBVTQ5DkMlrpcfetlLq5/FNc4sr6i\ncQ6xMJxe7SOVZTTf45HLG+zsHKNl4OVbb3BqaYVOGtHt5+zevcNW3uPUUo+33nwFGzrMx1MQknlZ\nUoqKTEVU1vPW7Rf46z/yI3zmD7/IYrFNlJyFpPueAAAgAElEQVRlqANffe1lfvhPfp5GakQQGOdJ\nu7sIb0nPfgNVWdNNdsiSnPFoj6oOFGXMC88+Q1EHbh86Bus9zL1DLr0rQdXnEWSouOKgsSx1esyq\n9kH5iS/N+cKLN5HiBqc3E75SLhG7u4ysRq90SBeW0eg+ti5490ObVBaClByXM6yMKdWwbVIi0DQW\nby1SxUBDsJb5YsFgrU8cpSfYA00ce5JE46xhkOdYD3W5aPt4gwAEs1l9cnL+v8NcOo6x3iPjjEjC\nW9sHXDq7inOWUBrwgn6kOPvwu/nqc1+hNhaK9oQdRQrrW+iYErpdogMxAucCQlg63RzrPRECEWmC\nh7X1NewrokVyBE1QLTk2ONvSNQVoEXDesJguwEGwoFJJU0mcNbjKIzJJ3k+JFDz9/d+HNAuOb91E\nZ0vs3tvmrddf4uGtR9m6dJFIdIjiBisVYbFAVgqfKaq5e9uZ+o4b8s20YmNzCULCVtTl7vYBAJtL\nq0gXyPIMUxviKKI2lnwgkdUy61td7u/scvH0Eoejfd68ss1jD1+gnw25uz1mePE0ndLzH3zsDL//\n+ZcYT/u8/MrLvPj8Dmd6D3LtrZ3WobJ9ry2USDyRitFJxNGiwRpHnHeJBDSmTU7uHxxy2GxhywZv\nAqdXe5QOioOGum5w1hNETfCKvNNltqioTQVKcfvmzZaVUwcWKkIqQZJFaB0hhKewho9/+Cl++5Of\n5exqmzIdlXdomppEB27fnPDw2VO8ckPwze9/lFfeeIv9nT2mkyN+4Lse4P/4s1cIMqN0LfEPJfDe\nYW1NJSUSqKsaJRS3FrD7zAFtWZnD2cBSP2U0niMzTW0LqoXn5d2YyszREmxor63ohMJZ7t2+Ry9P\nkLJ15igknIQ5XO2JpKBo2ro0uzAkcdsbUDcVSayoakOWJO3VVsd466iaiijSgEMrQe08B8dHBCDJ\nY5RWVOMS7wORAKHaQYBUxFJhnDnhnrSBn1jHFMa1ARMp0fHJYrHxGGtZXVljWiwAi7WOpJcRS8li\nPkV7xWI251QvoXPhPEJrGtPwk3/z5/n9P/wdun5ElsKrr77Ecmy5vHkOISKsqZEBLl6+wDA3XHnt\nkEce/xBv7BwwncxoGoOTmuAllRCUxnHtbsarr95FZ55qLtHLXW4dWn7y536Fuurzpd/7DdKVAZc3\nBOuXHqU52mGxv0dvdQ05XKPX62PTHh5PEjVsbZzlWn2XPCnpqkP0mR6L8ZxhR7FyZpPZ4R4Wx0t3\nax4o9li9vILXjm9/fA0Tr6CUwR7PiaVoXT2diMsbgTzOOZzWdJdygg94IUl1gp0VZN2M3/nMi/zQ\n04+3pEZ5UvydagQBj0MTt2TRKKap2xutlBJCjJQR0cmSVSqB8wYRJElCiw0QHuNDmxB1AR1Ue4JW\nCoFDOgBBo1ub7OkHV2mObxDrBJHGRAKqytPNcgprCEJgvCMRcZvEdidZESk4PDjk9OlzeCShca2t\nVymcAx2F1mLrW4SB0BJ8+/Cx1lIVjmI2YVrMqZuKOJzYKqOI67d36L7+ItePDVGcEQtHFsdENXTO\nFFx84Cx35uvcfSslK/f5yAcbdt88YH//Nnmni6VhVlvm87cf4++4Ie8V7O6NOF40LC/324o2JTh3\n8RQ37rxFcVSQ9lTLmdGaeuL55vesU1jB5bNnWF7rMRuPefqpTb74wiuU2SnOnT1NlgXOb66RZmtM\n52+SdAOr3VXSzmWOR/tkZkg5r1FRxKnuKbLEs9Q3dDY2KBcFylSM5w2LeYOQHkVErGpefv5NRtWC\nfl8hY0NqLefObrG3s0fjKrSWlEWN0DVOWpY2TjG6tY9WAqEDcSSJtSaLciZFgdKOXMd0VlM+++yX\nmUxHlE2f73i8xwu3xswKTWUNUehy6zACF/jMl1+hKWqi93yIs+t3OC0kHomUhnrh8cHiVWCQJzRW\n0zQNWRxjnMUaw86uJelnOOOhbofgfGHQuoVSxVFMPmjJj94Fsu4SzWKBt5ZFYRh0FUmWtdq0jigq\ny6RsyOOEuigREqJOivOm9WuH0D4gBMxLQ5a18XRTNyx1MyZlQ6xioiSi8bb1swePD20gJsiAaQTN\nwrT4WSmReHxb1XPCUfFoqZguGuI4gA9Y2cowPgSUVpSLChVJlvMBeZahpSYNDm8WBCcobc2iMUgU\nx8dTmqoi0Z4QIoILqDTmn/zqP8dxn1MDSaT6HO3MOfPEgDzq8vKVW7z3yYfZ3t7DNA46GY994ALP\nXZ8wPh7/BX5BCk0nHnC4c4QICoPhc3/2JT70kUeZzRWzKqbxgd//xG/x8b90ju/8vncxPV7QURry\nDnKekA+W0KvrhMkU5xSNcRgXkDplb+8NpM/oZxKDRriCJGhkojAH28iiRKrA41sJXp5jbi3zvT2G\n/RQ7m7Hx2BM8c+sZHh2mXLrUcOVNz1amWH3gUXyzQJoK3YkIdcF3fsMqR0cH7I3nPHR5Fe80F3uC\nad0QyUAsM3p5e9My3qGlwFoDAbRO8MGiVMt5cd6flJK0HQFCCvSJnciYilj2cd6DsdjaUs/HxKs9\n1OSYgdQwXGF0cMSw3+WFV67ihcYhofGkOkFqBQhWegOO9iasDs9hiobx4oCt8xdx3jO9f0BdzjH+\n5IROq/Nb4+ikacu98Z480nigKUps5ZkZy85nv8Q0KjizlpAOH6Fp2hCm1uAM3L52g26imC9qQjHl\n9BAefeppqldfpBgu8cYL1wjTPkfF66yuj0ieX+P1e6+h4px397p0twbcfnGHlUtv7655xw355aU1\nvChZ2G327lckeYeyrpjUE6bHDTpOyVSE6mh6Kz0ePH2Gw91bJFJw73Ab2Wzw9JOX8HXJxQtnePa1\ngiO/TTFVBBP4vT/7JIPuBrNiRu/MElev3uL06RUm04bOakYxn6NyyXgyoiksayLncHRMpDybm6uM\njg+4ePoCTjrmO7t0V3ospo68s87SaoYtDdfuHqCSHtXsEB0iktWIpmxIyXCFpRvHoGJqH5HGMT/5\n9NP89uf+gIuXzjAqxwjRJ48tNIZTPc3cNlw/nLJ/UDIuJFsbObuHhv3phERpoiigVcwnPvM8Sq5y\n/dkRMo+py4BwDXlX4oJnWhoi0bb3tHqkQGQpZu6Zj2qi+OvYV0uaxigVIZRGWUWkJJ0oZtKUjEZj\nlNYt50YKFo3ANjWxTmjMHBFa1o9VAqFa1nsatxpupATGGarGIYUiiLaar+V4C2pjKcuKqKMhlkwP\nZ+ioZXQroU943gKl2tCMFJLGWrRqW5S89UhJ+4O0rTzjbUBqgfEWEQmUUzS1AaGwNdTCoSOHxREa\nQT/vgE5ZVMckgy4YwcXTGb00p9Pt4pwhTnrUZcPlCw11MyRWChWlZGlFObfEa4bNjR5xmmFdO+Bq\n12d25x4vfukqUWeAOQGoVVULVOvmCVmcUMwXrA4zPnDpAtVDOZ974RpaFBTlhPj09xMWBb3EIzYu\ng85wowNGd95kY/McIukwGe2j1s5Q7R4g8pj3Pf39PPMHf0qe9ylcwBhLHEe46ZwFHt3vEmi96c4K\nFIreUp/gIY1g7+pLPLJ1ClfNuP6WpDE1dZTA9BAAHywiSxAs6C6lJMk5ltb7LKcHGLfgB54+RUOG\nFR3WTMP5rbO8eWOBDG3JtQgCJR3eOaTS7UkZh5ACgWjthNbSOIPSkmp2gCssMzcnjhVJ3KWRjrnz\nPHL2LG/ePmbkGpYUSK+4u3+MtZ7uiqYxFmqPU/ak3UoymS1YX1niU3/8aUyw+OARX/4KKki+8+Mf\nYmvzAgDBtdZJIRTCerq5ZHBqQFPVTCY1mbQIFaNiRSY8x8kSF9+9SSyXKac1SZxzNJ1gcXgHwjlk\nmvONm12y89/IK1/+FM9/9v+kCYJudYXO2gY6sxxtH9OL99lbcYznkvpgziC6h1hyDM8P+Mq/2Xvb\nmap+8Rd/8Rf/P5zZ/49ev/RLv8R3fvQpdJbS66zhXKDfj1hdWuX4eEqS9zh/9gxJ1kOloEzNZHqP\nb3j3FvPFITfvGG5NKt64dszujYrJaI/tKmHQTfGR4954QZhW7JVHRJ01YtehrGfgoWgMnXxInCmk\ntwxW1tCJaPGoocaHiqPRgsvnznL7/l5LwhxmTIsGhKKTO+7vHDMuS4IrmU4LZKKpRcP8uKTTzegq\nSdnUKJlSFY68m9PMF/zIhwaUOL766i6gkU3DcVEwqx2ThWewnNDMCzq9AS5KOTqY080VjQk01iEj\nyaIoCV5yPC0JUjFZLKgaS6Q1Ak2WSBrX0iJL0zAcDpgtZiwWFu8dSSTbU7YPaCWprWudMk5grMGE\nlpfhpcdYhz8pKm4bcFo8s3OBTjciSxKKum1yqusGrTXWe1LZ7h2ClHhribRCCTCNJ8tTpFSkSYwU\nbVGIFWX78IjjVj5JEyKtMKYt/fDOIxPI09ajbZoGH4CgUJGkrOr2yq08XraBJR/acgapIJw8DLI4\nO/mbQKcKlcPh4Zz+IKauA2VpsCawOuyh4gStI2ItCVrgjaeXJ20HbXA0k4LeSkwxsdy7e4BQHq0S\nFodH/F/UvVmwZdlZ5/dbw57OfOec58yqzKpSqUqqQUhCSMiCIBqwabDABmxoRzgAw4Mgggd4gPAD\nQdgPDbIJy45wELZbVrQJ09E0DepGtIRKUlWpVPOQlfN85zOfPa291vLDuiq3o1E56AcHvo8nT957\nMve563z7+77/79eNa86cOMXlnQmtzhKz2TywxhuHbSqyVhdraqyzLKZ79F3JxYcucO+lPydrplw6\nd5x85w7VdI/93RmLu+/S8RU+W+La3SFf+eIXefTSOZ75zCWe+an/mP/jf/4So/mc6XCfy9fus7HR\nwyKoF3nwkGYZSElZK4x1OC+RkUT6mPl8RJyleAQqUkGgoQTWQdLJUFKglEBFmlhHiFizPIiINSyd\n+QhxeYM4VSRJjLcgohPIaEC732ZWJ4xlyoV3tug8POP+MONxuc1LO+t88tOf5PKVVxG1wVQFQmq0\nV/DqPeTR9eCPNTn9eJU40Tx2bJUPnDzGzrzi6oNt4nbJfB4hVejVF+OKhfAYHJUxOO9IoyAzDzxg\ngU4ihuMpUnicbQJx1gf+0dmLa8RJl0ikB3z4sN2XLypmowfsbu7y0OPnyeI2yIM2oIpQKmLj6BJ1\nXeCdwpWSygwx1tG4msoYPrTRxZo2CVP86BZHuhFrZ46zfPIcs509dCaomzCojfqWjxw5TG4Md7eH\nHDme4pI5V7+Zkxxq8+pbE77XUf73rpLf3d+nVXRQsWB50EfFjqoRRI1j7dAK7155m0cunKCH5sTh\nNpGLuXdzm+df2+foqQFvXs6Z64o9M0V1NLvDEQtjmI5LbNnQ7WTUPmIymRAlNZ11wfa9MXlhKKeO\n3gCqOkZEJWVekyQtoliTROtErqSocjYODUjiNseW4TuXR2il6EQRC7Wg8Q22iSjtgpODDYajCZ2l\nLgJFYWqWBh3qOqI0c7K4T/fQMn/81Td541aOaSyyrGj1U6pGsRRHDBcV23sLLpxY5uqNERfOH2W3\nM+DaleukscQ4DxWoOKHy0OsnjEYLVKyJZOC5VE1DKwsTeKEkkVRMxzMECiEC9Mu5sL+exhpH8KCq\nKAmrZGmKsQ0IiJXEKodpPDQB5268IVICGs900tDpxkHV1wgkQecotWB5uQVCUtQQJTHSeYq6xjrJ\nYlEhgVQrpouGJFFUi4q0kyAaj5IRDigqQyvLqI0hiqJAORTQHCgIhdY405DPa3QcYRuPVIKmdOi2\nOpBSBOdmfIDURXmU1BhbQ63ZneU0jacpJVnk8dIwny+Q+jymaQ4Ub9CYnJX1Q9zZvE076dHpJuh2\nQpF74lRQVXMEKW+/9Srnzp0jt45vv/YWxXSPKrV0um2q3ATvr1XUVY4XBKmHqzl9YoXX377Mx55+\njLdvFPRUyt6Nm7zw1iZXhp52kmLdt5CRRnlF4wS//d/+b/RWltjf/V8YDDTLiaIVWy6cXmW4l8NS\ni9JapBFUdoYSApQJw24p8HPBonG005TdUYkTDuE95SxHJgJ0jMhLlLckOiFJHLPacOnkBay5j45i\n8jvPoVSE86C8DjIRRniZYE1FkmWI6T2unO6R7sV0M8U3R33Wl2d84X/673n4wlHq2hAlbea148jl\n15EfOMGRD3+S1/7in3LqrOZvvvYGn3jqFFcXh/jMJx/m5u436WmIvaAbQRxBkvYoGDIrFoFh1oCp\nalq9jESHrEDjLE2ZE0WSqBOxsrHOYrjFeO6oGoOtC5raMq7mvPyNr0NL8qlPfgola84/8hhZLwEX\nMNhCSbRKUIID0qfiyOHTXHnrXWI9QPqYbqthtjXhrD7EiDk75QgdCZZVAKuZ3Tm3JyNs03C2A5PR\nDon0WDlmeeMinWnMo6eWMb5melcwWBLs/P8NUJa2I+5vb5FEmtH+PPQ+tWOjt8RK3/N9T17AGc+8\nKMl0xGjiefHyiB98+izfeHfImUGX1UOCqw/u49U6yysVo50hTQPnH9rgys1dhHCkccxsOKcuuszn\nNTrS9Je7WFcgFMymc+rKkrYEiZQI67Gioi4lUU+wtzuknicsL/fZ3tzhymzOqiuYipiybuittpB6\nRqerkFZSNx7jPFt7E5SBVq/H9uZttK94/EPnUf4GQkdEkaeoDMoJTCNx1lOUnq1hiVc1i9kEu5iF\nIMkBPrCqHYnwRFoymeZorYgjiTWePC9IkoTGBQhbr6/pZRHTwqCkojYVg16Lcl5TVYZGa6yzOAcm\nrxAiBDhowvBXa0VtPXVdh/VEoYiTFkns8coGuYSVKGmZFzlaxSitSROFd4rROKfCkkSKxhIE0BKy\nTkxdNZSmRihQStJSPUxtAsdeBfyrFIqqroGQcgXQMqIVaWbVAm+aEHxCYBsLXpComIYC78MMQskI\n7ySN8wjnwlqeEtRGhkRknNBbFVBZOlrQ6bbRVnF98x4oyUqrS7zURyUJs9mcLGrR7mREODrdmHbW\n5vLlG5w5+zj37t3i9JnT5Is5l8eGj5wZUNQzKOccO3+SG7uOV9+6hQRm8xqHZXW5zaVE8JBs2Gok\nb3zzbQ4//QRX7t1nuZfxA8+c5gN7O9yYtZl4R+QFPWWpyVhuzylszKmVhBPLfW4O55w/bPlnL+RI\nJUmTBBu3iFouAACjCG/hm2/epJ16Lp48TqbjIAhBkGQpVVGRZglSS+q6ZjrJyTodELAwHhVlbO+P\nWVkPw0odZ7gmrHs6ETDLkpxE5FQywVVT6qJmXpS0OlnIwAh4/fI9Fhb2dsesLS/x4uW7eG+5GnU5\nlxfc//o/I+6lvHTTcebiMea0OTKoefPlN2glkPiGQe8ws9EDZK3Q2Qo/+Av/gN0//sfsT/cDpI6U\nospprKZcVDjlaJynLmCwopksJozGNUJGrPZb5JOYbi/mub/+a+p6jioUeblJu7ceHMFC4JzGYImE\nwtPgvURHmrpqKCrD8tpRti+/DmkQnyz1V7h+f4/YKqSQPPETH+fY0kUGy+skSYv/4b/+76ijEQ/2\nLMc2UkY3t6nSAu08x7I+16IFoiwpFiWf+f7v42W3C9+6/z3P1L93h3zYNZUMx1O88LQ7MU1T8viT\np8kXM+JYk9c1XebcuLfDO5ubPHrsLE0+ZWd3yjMPrdFqdaiaMW1vKeY5ENNdibl/b4QWIbUXi5jp\nbEpZeaxXOCuY5xWRUshIYUwg0yklKMqKLHKkSZv+6jL37t2gqCrwJdI0nH3oEA+2Z4wmFf12i5Np\nh6yd89b1OVHm6XYSskjg55580eClo64qWu2Y460Bra7lH37iHP/q1dssKkmxMKysLpGlCSJRzEcF\nw9kCX3mu3hjTa0niKGKSL0jSCK0lTdVgZUOkJJXxJDpCAd1O0K0NR440i3GmwUoRuOHes7bcZVHM\n0VnEYlqjG4/1DVLoIGlQlrKqSRLF/njOkdWlsPImBaZuiKXEVIbCK1qZJtGC+qDfHschURnrGKU0\ns7LGKU+sAlVSIoJerfHk0xKhJbGWKA1WBBhdJ2szGo4O2O86hH1E4Iw759DKU/uCIrfEbUuEpjKe\nOJEURQipBISCpDFBPBElIWIvpSaLY5wNwLnAsfcII2iqil4SroVTkrJxxJGnMQ33x0NUknKolSCk\nJ007gUMeRcRJQpR12DhxCGvnfOipx9gf5tjRHkt6mf3xDt1Wh5VDy+hY8OhJ6PfO8s1vX8OYiiPH\n1jlx4hRZcZOt29vMJrdJTl5gcycnFhFz0aaVeB55+gL+5oiBnlHlBb1em6t39jm8fBTnBbWLcAja\nSUIUtfB+myTqIoUODHelaIzDS8etu/soJUBmGFcSGwEqbIB8++1b5May3k85OuihtCJO2njpQgvH\nC2xjGG3vYdcEroFYJ7x13bAwljhrUN5xfKOi3xujhOTtt3eYzoZsrB9hPl+wN9zHGMG5M4cpyyLM\nc5wNBUVjqYTA2BQFCO05PFiiG0mcEHgbWDmTec3g+Bqj0RiJYF7OeHD1ebZufIfGGUbTBUmmiVCY\nuibttKBRmKbC2xqdaM6ceoL94QPOnTlPpPtMdu7SZg9fHebxc8vM7SlqZngR47UgjhKcCx7XSEX4\n2GFz0KZid+boTd+hd+ES77xzhe7aBuVsiFDBXy1bln/0y7+EjmI693axq0coZyWQ85/8lz+HbXm+\n9sV/yWQy5sMfWifqxSxGc2Z7W4jI8qHzF6hLyRItbu0M3/dMfd/E6y/+4i+ysbHBY4899t5jv/M7\nv8OxY8d44okneOKJJ/iLv/iL9/7sD//wDzl//jyXLl3iueeee+/xd955hyeffJIzZ87wW7/1W+/7\ngobDHADNQWw6ijlz4QJlvmBRFBRlw2ic07iGtaUeVMsUbkaiU46cGDIrZoxmCzKRcXd3SF7XZL2I\nclFSNxVNU6PbikVT0h2shKFfE4iF81keCHtFQ7etUUpTVnMmownzRcP6xgmcs4wmU/ARUjpWegNk\no1hONScOH+Pi+YfptMa8eX1IVRrKhSMWihYercImxbEjMgyWhOdTH14mVpadmaWtBY1taLcE49GE\n67fvsZgWxIljNcvot9t4BeiIpinQUmEqj6kakjgilRFKCKTwzGY1w9mUhjD9b4RHSEHhHChJmVt6\n3RSaCtsIiryhcQ11YxDKY5qKsqqwTpKkMUpIlvptJmVJolXYkAGsP7AxIfGNRwlBHAWAlEOHfrat\nqUzBLC9JlMI2PggoVBRUi1pSW4tSEm9BE4iEzjuUD0IQIQPF0HsfEqyxpbaG2hqKoqLVaYGNKA/a\nNlUVZCQ6UpgDCxJWYk1IrjrnqBtDHCcsL3URQrO80qUuK9KWIxOKxdzhegmq32bl6ApCSnAS5SQ7\ne7vs7E2pm5q6LqlKfzA7aHj5lbdZ5DWlc1x76yZNlTMejhnlE65u50RS0/iEYj5HNIrTSzU/8MGT\nPP3UBxisrWKtYWvX8/pUcqS9ysQIllaPcO7kCcra4oVjuLvDSmYpa0er30YnESrRJK0ucTsjSSMO\nHT2Ci5fwPjiRw1AwQQtP0ukjohilI9bXlpAOUu2Z5WXg9VhH09RUtQUE29MKSSh4BIEpY60lSmKi\nOKSTdXKCSCd44PTJPioSbG079heat+5k2HKBMwsevrjMkZU+URTR6Xc5dfI0Z04fY3e34PWrdymN\nQXjBIyfWefTEGo+eXkIiePf2PaxtKM0M1Si2bm8xG4/YunkVs3uXelYgFjMWxZDVniZVEVFhmE+m\nCDytLAnJaAtahNR1Xhmk1jgHd29eZ/PeXW5cvcYLz3+Nd29c48FCYq3m+TfGvPzGK1y9cZdYDih2\nh+R3r2Ctp7p2nXfeesDVF75CxTYqb3j47Drdhz5CI7ucOHeWJIpZXWmB9PQzTSaWuPPmdf7kf/9L\n3nn9XUZ/9fv4+AHl5ndQfUELzRM/+ixLuqE1WOL6gwybOs6dP8NDG6dZaq2SyBa1sdiyet8z9X0r\n+V/4hV/gV3/1V/n5n//59x4TQvC5z32Oz33uc/+P5+7s7PBHf/RHfOUrX+HmzZv82q/9Gi+//DIA\nv/7rv85v/uZv8ulPf5of//Ef56WXXuLDH/7w3/oz01aL0fA+EYq0lyJKTzMtUf0eCkWqG06ux+Qj\ny589t8XPfPok07kl7kQsu0NkrZRBu81bLlRb5WRKJ2uwdcPKyhL7+0OqRYNMY0aTKVolrKwuU+Yz\ndKRR1NSmoswzjJ1gGsO500eYzGA6nzKbTYlkwqG1Vfam9/C6RV7u4UlwKufl55/n0091eMUKSmto\nd2Pu7IxIvcfrUF3tl55uXzLer5DNED/x3N/Z5smLG+y+eJtUNIxMCy1jFvOCJFO0Yk1R1PTbmrys\nUCoiU47xrCZLI8q6Ij2w9yRxTFEbBmsrmKKiqQxVWRKrDBVrFnkJWjEpK6T3aKXp9VNmsxxTWRAG\nL8J2g6kbjAqmJiEIKVHhiQ5u6cNhH6LyjQ5ucVcblJKYwuCMIfeOThpaKlGqMYWj9qFvGSeBGAlh\nNa02NUIIFnlJP+vQXVpma2eCd4Zuv00xm+OEwFaeOIvxTiCEwvgGvMB5hXBgsdgm9O2l96HHG2kk\nGmOaUMkjGE3HKOUoKoMpNEurGaUtqW3D4bU11lc6XLl5n0hLGimIZcZwtMuHH38M7yAvGvbHWxxf\nPc793TFCKCaTMYOlhFs373LuwqNMizlHTpzDVTOi/gaNGNGIGTjFztYdNlbWiOsxfjxlWGhGDawW\nC7LSIVdTdu7dpHIxN+uGI6cGpB2HaMDWCxohqWtBu9uiMpJWJJC+YnthmU9yurJCijaICB1rsijG\nJCn1dIRCYWrLzrxmZkrGw5pPnDxHPi/wChqrOHt8gHRgNVitiYSgrhsaK4LkxTUoFM5V+GoRZORS\n0EorPvjQgM//0zfwWH7yh06AjJFSYoQBEpraBoWedzhrQQh6vcF7xq6X375Nr615+PRRFI44iWgl\nCU6CE4K8iXnl+hV+6PEP0K4F8XgX7YnDqGMAACAASURBVCv6RQiwRWmHyaShs8hZNBXzcUmchH/z\n/v4CrcKgXymFqxtioRBA0xiyNKYsS/JiwaKYkbVbNIt9XGPJp7tEgzW8GFBbQ3L2LO/8n39J3cz4\nqaceh9UB07wOSOvGEndSisqxtZfTWEdhDNblPP/i1ymM5a/H4boc2vkntLuam7e/gZAxcZxhRwvW\nPKz0La2szXTLECeKNy7fw3lJUc34uZ96iP/xuVv/fof8xz/+cW7d+nf/8nd7of/21wsvvMAP//AP\nc+LECU6cOIH3nvl8TqfT4d133+Wzn/0sAD/xEz/BCy+88D0P+dlkhpIaHcXoSNJKY/K8YmdnDwSc\n2TjEn371OyBTnnj2EV66teDudkVXL9jb3+f7nj5KUeUIacjnOacOHWZ3f0in02Nra5dWq4XAUOQl\niJhWFnNoLWBd726OaZxkfa2N0glaWu5sb3NrZx/bOLZ3N9GRpNOKIXJIkeCkxzQOKUpm4xlK5Ui3\nhHWebqowU0NlLMsrGVqk3HiwQxR3GM+mJCoNu929owxvV9QFSDdnZfkw9yclDsvCBIZ64w0qiTl0\neIOtB1vsFTmDbkZpPU0d2haTHLQEYQ3eGPbu7SIQZElEHMeAxNSWpV7C7n5FPq+p6xohFA0G00AU\nK6SIaGea2TzHNi78/MYgvaQuarR2zGYGqSStLAN8CFoZSUGNcx6JJ800cZYSi5iqqmilEWXZ4JxA\nKQBJUYVDPYsTytoQSQ0ipAsbV3H96g0ab4mFZrQ/ptNpIw/290UNQgoqZ1HWoJQgUoJWp81oPsUW\nnupAzRaJMN9AgHKgo5S6rrHWkVcHNqzGYGeWoG8INqB7WyNWV/vYosJmDlvDuTMb7M52AjqhgpOH\nj6Kl4Nrda5w7/hBJJwMPD5+/xHA8AWHRfsZ8PiVLSnas4SMPH+L2a2+xtLaK0wmrqy0GO1NuTjzT\n8YRZbWiUZ9AtOdNZ5s07m5y59ChXHwy50VQ8ciImSzJSEmgqykXJsdUlCgSjSUQ7yRCuIVIRjVXB\nnVpVtLIWM9cErLYNsLFW1maw0qOpK5IkozY5NhDhef7yNmksOb7eJ13JiKMYU1piEVZitQjAN6TH\n+0UIL9kIpMaLmqaqqTzs33nA+sPnEFgwgVeUZArnGgQSKwRKWXQUIYiwxqGzjCQLbTmpJVqF7ZXK\nKERiOHOqz7noaZqqATxZt4u1CV0VBXUnktt3FkyLEi8USrlglYpFOMxNhU4ThIOklfFg5wGrq21M\nCbapOLbRZ3h/garuUdVhUcE2nrTbC60qIYLUWzh+7Cd/JBRB1gcYmfOhleWCyFwpFdqBQlFWBVEc\nUBtKOqQMQbLhos3tPc+TH2l4+WsVOo5YOy1ZSResii7XblQcOt7hz//sDjdmCz78gTVSqZH/L033\nfy9A2ec//3meffZZfv/3f5/ZbAbAiy++yMWLF997zkMPPcQLL7zAtWvXWF9ff+/xS5cu8fzzz3/P\n7+1dEEYgHZPJgtkkx7uGlbVl3rm6w1e+9TaXzq+RtATX373GZG/I4LDDx4ZTJw/TsgVaK5aXJBtH\n1hnOJtRNQ57Pw5aIM6z0l4mSCCUk+WLOjXt3ubm9R6fd48TRNisrMdsPbnPn/gO0l3SiFK0E7UGX\nSEUYGzEejzm6sc7WzjtoEeGdIZKGtNPnL16bcmQ5hHmapgkHTB1wwdLDZHeBr6Gs5qRqDSnGjC38\n82/f5dzJi2RxxqCrMR5W1zYQWlPUktG44sHdTaq6IdERk7lBeUHSTvAqSDeQCicEaaTpt1KyJCKK\nFEp4pATnPUVuURqSXoul5TZJLAif92FFTKuIyaTAWU+kI/KiARUxntVU3pO1erRa6cEHR3DgCiFQ\nShInGUpHeKnAOuqyYVFUKKWpjAveWBGQBOIgPFWWNd4HpGrjHV4oep0s0CajEIyRQtBKE5rKMB/l\n1JXDe4FWCVoEHLCQIhAZqwps8HN6SWB9B94ikYpwPiANoiiiNmGzxBhDXlSkaZskybDO0GqlpFph\na8+0NAwfTDl97BiTUcX2rRH7D3L2RjmbD3a59WCLaqcijbo8cv4snc4KjS3AGW5fv8HNWzewtmJe\nVThT85WXH7B09Cg+yuh1EmwBZ8+dYndvSLvdRnZ67M8NV7fG3Nvd5NxszOidN7j1YEgTNbw7jPjW\nWwvKCtJWhopjbCTBaFYHHbSMkEKgo5jGRGiVICWkqcZakDK0s5SSCB+uxfKgj0ChOm0QCmMDXbJx\nlk6/TxxSBwfXLfhZ7QE7sZ1GeAHvXJszrgN8zh8o+CyeeG0JFx/Hi5TtcYkp6uByBZwUeEPAT6Cw\nBP2jdyCVQip9gCzW1LZmMZlhbMMrb2zz3DdfDIG9OELoiCRtEbXb/Pk37kJkKeuK9fXVIOrREdlg\ng1bvJGtSc2i5zYcGmk/9g08TRTE/+rFgiWr119BZTLGwaB1TFTNasaOXRawud5hOpjSmwQHWNwjn\n2dmec+/WNsPtIZdfeQ2JwErQWmKqIuRAnKNYlBT5gnxWIrXGmpLR1j53bm9x7fIm+ajg+X/liMsx\n871NTqx7zukVVg4fpZ3FGKN46ollPvvRVU6kDQuxx2s75n3P67/zIf9Lv/RL3Lx5ky9/+ctcv36d\nL3zhC+Fw/luqeyHEv3uI/y3P+7e/lJRoFNpLmsIifcPefIt/+ZXXmRc16yttNjfnJCLGCs1oNOHm\nlR0ikdDud3jt7j6uNgyvT7H1BNE4GlsjZUhVxknMR88f4ciqZmNjgMpi8qnGLBrK2ZTEK954+xZO\naXb3q3BA6nmQHxQGpKAoa5SI2dra5/yJRzg8aNO2OQ92HXszRWkdsRTM52GAZD0M583BOh94NG0p\nOLra4n/961u8e+Umj61ZnNK8dHWXb74zxTYpxlRMZnN2Rwv2JzllVaNVQmksRW0oqwqpQnIzyw6o\nlgIaHwiMDk8niQ96sop5XoGCytsDTV7OLDdIFVPXBuEtvpHM5gXOOQQe04RKeDYuwtZK45nMC9I0\npm5sSBwKEQ4EJ5ktKqraBcWgUuCDFMJ6SavVDvRJCVoq8qIMWzoHukGhwvvDWsskAG5QSUTaSol7\nChkJ4kSHuQQBR5PnNXkeuEHOEqpxcxD2SmK01vR7re+++zDGkOgIYR3eWZI0Js/z8PO1oDFgKkM9\nd2zvTHDeMtwbkg/nZK02N67cZjSc0T3cR2QNyglqU1JUJclym5fe/A7b4z2G400KU7N69DAfeOpD\nnHv4EqcvXCBCUJqc9dUBd6cS1yRsbs5pOkf41lv7fOaTT4EL0o3m8CGGtaMxEt14zrcs6d1rlKXG\nlBXOluzXgq08pp1obBWEz6auiZMWs2nB3uYu3jd4R3ATF0WgTBqLl+H/XUpIouQgoCbIJ7PQu24s\naZriLTgr8d7hbYP0TRCu+zCs9t5T1RbhPa9eztke7SPw5KaDcw6lJImIAY0zFYWxdAZdnG3eq84R\n4T3ipUBpiXeCSCpMbWgOrumF4ytYJ6gbjyTCYFld7oZ2XVVz+fZlFqVDEjDWxtT0Bl1msxndOMUW\nOdYpXLHNzDbs75W8NvE895VvoJTiX7/YMDMO/AwlIe33iFsxVkPWa9FeWmZnL+frX/sOW1euMhrt\nU5QlkY548fnnePHVb/HSy9/k0aeepDLhUK/qhjiOkVpQN4ZFXlDZmigSuC5URzKytsbWhq7W9AU8\ndGSdJw/DEx9s8+jZ02TLp9jd07z84n0uv3OPt15/wIt3tnh7cY+336j4k7+8/b5n6t95u+a7VXm/\n3+dXfuVX+OVf/mV+4zd+g2eeeYa/+qu/eu95ly9f5qmnnqLb7bK9/X8nst5++22effbZ7/n9n3vh\nHdaX2jhraXd7CKFYzAXCWzr9Nrms2BwtSLKSqpCsLrfJJgVSl3zr5R2yzpA3rk146NhptvPrlHUI\nAJU2kFm+/7ETPBhPwcbc39vFW0XaSdndn5C3DaP5FIMgixJWlxXGOMaTEiUzynJOlLWpXM2FIyeo\n5tvMNq+yXwX+iogM84kF0XC1hqauiWNN0dRYpciUItWellUcORnxYFvwX3z2E+zc+TalVZwebnNr\nGuObhs3hhCPHDnHn7i4Ch0chtWJ/VtHuRORlIDuWpmGlnwR+R6RCcMkZFAkIxaIskUlE5SwNHmE8\n1tTUdUOSRHghKCqHbRoG/Q6LRUFtLK7xdAbtsHfuDaKSLPc7zBYFNpRYtFPNvDAs9TosFguqqkJH\noZ+aZFlwAGQxpvouDlUQSx1WzBREUYSSImzZuOYgTRiGYmhFPqtQUQgLlVN3YJdzxFHY/Kmrhtpa\nsiwDAWUdUAzGNrTSlOogNJVXDUuDNtNZSW0aaheGswiIdURlK5yzpLGmsSXeO7IsYb6o6LQivApe\nUy9TmsbSX27jbAkLTxrBeLZgPWvjhGE0GuPlGSLRsDucMZ/V2Can11pHWsP6oSXquktLeKa15LVb\n96mFZrLYZDGq2Sp2UN6S1wVKRZQyYlzWrG90eP7mPq9Uii+2xowePKC9kuCm92lXqwy3Bc8cTijG\nI6Z1H+/uEi/mtPOG3eEYJxx1CVrG6CjGeYMzjmJR0cgI0zQ0PrQw6koQJ3EwFFlPlMSkaYz3NTLP\n0dahVIJ3PkhCpMT6Gi8z2tnBUNM6qPcAzdFjq6AiRG0C099bvIiBAzaNcwgB3knGw12WWxthoO8M\n/qAOVTo4grWOGY2mlE2JaqXEqaU2Fcg2q4dPksUdvM1prMUTsdJ27E8stXdUzuH37iKlQHqBEJB2\nN3jy7JA3bydEQtEoQVNbiqIiogAJvX6b/fEYW/mgNpSCly9foX//Lo9eOsNkXKC0x1lJI0A4GO1N\n6fc1VVWHwa9IsdYRK0ldg7OGTiV44vglTkXP8S8Of4zj8Te4ca3hP/1El2t7a+xcnXP5O9fo9Zcp\nGjj56AbXrg0p+p79YsqNlxbs7Xm8f/9a/e9cyW9ubgJhaPbFL36RH/mRHwHg6aef5stf/jJ37tzh\nq1/9KlJKut0uAA8//DBf+tKX2Nvb40//9E955plnvuf3/+GnH+IHnrnExTPn6K8uUc5r1lbbXDh7\ngjjusHPXsrEcMassIMlqgey02Z6AziJ0c4i0pbm9s8l04TA2mIj63R44yamViKPrigd7c5QNDHlv\nHO1uCyssRe2IhGY+yTGmDhVv4zHGk8UJK52Yjz95lrXMcPf+lMv3ptwZOa7sWy4d6+N8TeNdWCPU\nMWXt8A14JEomfPqDp/ihjx/n8HKHRVXx+puvohDMZjMePryBqcoD5IDk+o37pHGCV6Ea1pFischR\nUtPrppgm6M6mc0ddO5oqgNIiEdEIT2EqrArwr8aAOGiJtDpdBoMeWgWYkvOOJEuxDqSHThajtXwP\nwlXnhiSNGc8XWGuIEh327yNJv9NhOiuJ48DnRkak7RbYhrKywRIlFWksgqfSWYwBL1Q42J0jSVI8\nBMyyPcD9uoA6SGRMHGl0EgcGTqbCa3OOxkE7TamNwbmgX8uyDq3OIJT11gWhiITpokIKifOB2Oe8\nRUpJWYVNmyQWxF0fxCReodOUqJeyu5/T6y9jrWE6nNBtCwadjLiMOXpiA+MsQijyYsHhQZtHHjmF\nBjr9FVpph6pW7O9NSVKBNTM68yu8+OJLnD7S55lLLfaGEodiPpzy0NENbt+7zb2dIXenBh9pbL9L\nI2uGm9usJRMeXu/wl5OEr/Qu8huvdqj8IVhZpvPYJSYjT1XNGC8mTEYl+7lElEVACjQWJ6C33KM0\njrI0wa+apmHbydrQPxae1lIP+90WXKSCGlJ4jIFn/6Nf5Pv+w/8cpTVRFAXmv5Q4G9Zbf+yTa5xc\nHuBlQrvbC0Lu+zvs7SyY17tUcil8iEv1HgDMSbBANRvSSyTeOcR8wdm+ZMk1zLd2eXDlNvWipCpy\npM1JdIywhsYrrJfvUSSbpgmFiTNIHIsmuAiiLAJCd8E5T2kMjbRM9+/xrVcsdVGwPohBJ8Rqzn/1\nG/+Ix9MFC73ExbUpT3/sMS50Owz6A45kc1qRY6ATHmzv8/rf/BtUVdFSMd20QxxVvPPyDXo24Uz5\nOqN5zZnOu3ziM4/xbLFg9dARoo5GxkAc89fDNaq96wzLU/zYf7CGXu6xv+WYG81oath6sMWDzQdc\nfecGr9zdZuPsnNV+xsc+usLF4wM+8MHO+57Zwr9P/+RnfuZn+NrXvsbe3h4bGxv87u/+Ll/96ld5\n9dVXieOY7//+7+e3f/u3WV5eBuAP/uAP+PznP08cx3zhC1/g4x//OBCq95/92Z9lNBrx0z/90/ze\n7/3e3/5ihOCzP/RRlo6uUs5sQA6ICFuVnDq1yoOdEd44sizmwc6QI4MVvu/hJf75yzfotpbQqSDV\nwRZ/89oDEh1TO4cUEZGWtOKEi6cTCttna29GURUYbzGVJ44U5WKBA9ZW+ghXkmYZKlbM5wV1KfnP\nPnqCL33nXWSTMllU5HmJ1AIlwHqBVoJer8X2cI637kC67LF1sO386Ae7dJYP8S++fpWPPnaIF6/u\n8eGzbdaWely7epdHHzvJK1fv8vpND0oz6C2zubMPzuDwYWXSWFZXeiSRYnd/RFk1eAFLnZjKSurK\noOKDW2sfquR2opiVlrquiRNNGqcHZh/PcFJgLXgt8OZgQOQ9SkmqRqKVoywqojiQAuNIorRmPs9Z\nW1liPMmpbY3WMqxDKkUny7CmoNPOqIwnLw2xhLwyoc1jbPhw9ZZFbkiiGC2DWk3GOgSvHBjXoJRG\nCGisQ6cRTVUjZVCpuQYSrTE+bHR0W+3A0bQNMgJnPKUJw8SiKvGC4A91ITCVlwaJJ9aabi/BNQ1p\nkjGazlhe6dFUNVkU0Wl3mM9GHFtdZWe8oNNN2drco7XUIZ/MUSqs4J07sYqVCf1ej93tHTaOrlHM\nCuKoQSV9jh7ucv/GTR5eiXj5XsmlE2sk2qMHp7mzk1PefZXDK5LlIycxtma+O+XwxgY7e7v0BxlV\nWdPpb1AXEzZ3t1hZOcmVW3e4vVsFOmmUIR14YULWo3aBwR8pFosSZxpEnJJKhW0ahK9xOmG+mGOk\nQijFqWOHSOMu0/E+Fs833rpKrCMeu3CKxMFTH/0giD6vf/vroQ3gPJU1gOWpRzoIFxyAQsVY5/m9\nf/IKMpL85DMnuP/mhKNLXd6RFb24h9eexjpA0jSOOzdu0csS+ss9Uh2zO50QtdLQrqktZjGn0x1g\nnMOW4e5YKoHNS2Il6awd4tDhI0SxC65YGm7dybm3cxtExNbefhDJyECsFB50mtBpt2lszXxRonUo\nqIqiQCmJjCIEDTiFs5ILF09hZhWXHj1G/vW3qXREP2uoa49yDWV7jal07C5KVJQgI0HdVAczBslk\nFExekYeTh1v0Vw5Tzkt2Nzf5yY+tEGuNaWpub5b0OprKO8q8xDrH/e2CRz7T5/69kjhpmM5abN4r\nuHixzX/zR69/z1b4+x7y/19/CSH4uX/4KfLaBoRoU5PEKYN+xv4k4AOkUyjvOX7sCB+6sMz2vdt8\n+bUtlpZgnsf0+312dnaw1hOnCZnWVFXD42ePo1qCO/enlKVh/VCX7Z0R86I+iMDHHFtd4cFwl0TB\n4bV1ClGxd39CHAtOH15nazjGWMdHzjn+7NsFkTpIuDmPVJLaGjaW19kb74feshMI78nSmCRO+PRD\nKTNvee61bX7w2Yf55qsPmC8KfuDJo7y7eY/NbcnHnjzFt97exFrHdFKEnihhgl/MC5CKbrtFJ4sp\nigXGh3XDXrvFIi9ACtppRl6UKA3T+YKVfp9ZWRMrBTJYgSSSI0e73Ly+SxJFNM6hdWjvtNMUoQJp\nL1aKRVGi4pi6rIJb1wsaE9g0dd1gCbFqKeMDkJgj1ZpWL+HY2hrv3npAWRTEUYZUnrKqibQiimIa\n62gag1YK5ywqOsAgCIlUYUCapQmNOEjhLqpgMPJhaCcFeARSq/fuGr77QVM3JQiNijRVbSjLkixr\nUxV5AF3VNYmWdFsJpanRscLaBqEkMZq1wYCqLkiTDnHUMBtPKGpPHGd422AasK5CCMX5S48yH98h\nnzl0rDhx5gjCWKIoYzydc+rYcXZGu+R7m2x0NN1BxHBvwcUzx3j3yl2e7KXc68RYucTxI8vcuX6T\nREVMyoqjGwP2JgXzyX3WD52m28rIMsd0PGJ/AX/+N9fpdhJsVdMfDEi0JuskzKc5Qoa7F4egnk2p\nDCzGE1rr68RaUtmctcEGwhkejOZBwagi4nbC9PYd6m6ffjvG1g3eCWSUUJmcfAGray2KoqalBctr\nMY+d7qKExHmBsTUGyT/+k3dQSvDTT5/n5tu7nFoZ8OJ8j26rT5JqqspikdTGomb7JN0e5XzK2Hji\nJKGwFqfAOUOmJRJJXUEaRTjnMaam220xGY9RQoMKxYZtDgJ9QpA3DQsnmExnJErRlYpCOpwTlMYA\nnkG/y2y+wBhLEifM8jlShplDEsWACNfbO06srzJbzNFS0en00VJSljVIy2y2QHlL1uvhBcRxG2cr\nklaKMSaE5lC4xtBWFRsnH6bTTfjQ+l3Mbsz1K9c59vBRxpOKYjonXcqIpUVlsNJfYapz8nTOYibZ\nvzPjE08+xd13h/zmH/+b73nI/71LvI7nJd46vLVk7QilHJPpNKQVRUSSdjjUbxElDV9/+wYPbxxm\n0LXsDW+wtnaYuqjoddqUddDIZT1NXXn66YKbs4LCOSaLivH1ebhN9Q1Hjh9jb3+PgobeIGM6ybl1\nbw+vYK3fYm82JzcFo9mUdton0yla5xhbkcUxRRU0akrBcDilqnNarVaQLwsOvI4Ns3zEcFzzQ89e\nYns+I0kVTzx2lqZY8GBbsLyk+NcvXOP86T53txp6SxGmFJRViakbOv0OpjKBdS0lWZIy3h+R6Jii\nrlGRQ/iYxaIKlYzQdNptClOTxuqA4hjW3vKiZHsrbNs0rgGpUDKIkq131IUhiyOSRNE4HRKSWtDJ\nNHl9wHppDsJTMsgXgszBIiONUIKmseyNRtRlTb/XoSgNQqhA+VP6vfSfEOGXKYpiFnlOEsc05uDu\nRSnysiKKNN47VJyElosLFbkTAq0VOI86WAuMIkVpDN576rqgmYUtCW8d8+kkDJUrWD7cwtdgjCVu\nCagbvHNkOiGKY5yFsnIUi12OH19jZWWJ0cwiVcx0sodtHGkaYxrH/Zuvc+zQBlVRsRhPcOUG89kc\nX+6yfPgwr7/yOsJ5alVSuxZrSnP24cdYWxtwY7TP7X6HapQj4wmvvbnH4Y117t29xanTZ9ib7eGb\niP7yMUw1Z7dquH93yNlem+m0JkszZmXFSidDKkHVlLAAoROctSSJREctmrhFXjdk/SVm8zE27vCD\nP/whblzbZvduxdpSF+skdRWwEb3jh5hMa7Isokk1opHEkWS2aLE2iPHColwUkLx3ZviTKVbFOO+x\nosO4FhxflhQ2YlgW5HbOizsLXBJT1RVRrLAOSmuIB11k3WCqnCqJ0N6xtJYyvztlMSvwscAnMfHB\n7KnxliPrHXZ2G+JU0un0Q1CqMhw9usr9zV2kkhgHjTFkWYspAi8la0sZN3fnCBl+N6US4Xq7WQh5\nOUsWJeAcOgp3iioJgvM0itiNe7TPnEWlq1RZN6wEo2hpyKzGFLvsv/g1uv2U1aUBO8MdrGmQUhHH\nYeVY6Qg3r7h78xYNlpPH93j2U88SrR+iLNvke5bVMwMunn6c0fQ2q70Oq0dWeOXlK6h5zYXlkyxS\njywEYvD+Xfe/dxTKh84cC6z4VoIjHEIOh3eSpaVVljsRqqWJnUfS5t5wn3anZDT1NMbTjrrMFlOE\n1CQtjZ+UfOCRkxxdXebO/h227gVkKc5TuwYpFEkSYvbVLKcxYT+60+0icMzzBb1uOwwf0eg4pi4N\nqR5Ru/ZBotKHwadWmMayNmjRWEFlStJY40vPqWMRZbxMQpsTK5JJbnjo9BL74wXv3N7l4tEV3rg3\nD3oxEpTyWO/5v6h7sx/bsjvP67OGPZ8x4sRwI+6Y9+bNyc60y3O5pa6qhmq5qG6QqG6BKAkQFC8I\naKkQDzwg8cYTEk8MjwjUiJaaEt3V5XZ3udpjeUqn7Uyn087hzjfGM+9x7bXX4mGHixfwAxKSO/6A\nEydOnLPOWr/1/X4+eWEYDjI660lTSdfBZrtBBSGBFlRVTRJrysYwSod4KWhtx2SY4nzvrlznBZFW\neCfQCuJA0tYdQdyfcrRSNK4jDHokgZA98jcOQjwC7x0CR2MMu+MdiqbCeYd3nu5qtu18R3cl5LC2\np1Oa1lE3LQJoO9C6twR57xlnMY2x4B3eub6oJAVCSEzb/lWu2Fp79SWgME2DUALvoHMOpTRxFpNp\nQdP5K7SwAuGwbUs2jNkWJYPBEHnV0BRAmmYkaUAcCEIVsjMdYJsaQUQaJqA61mVDmkSkYR/Ly6sW\nU5TUtQWlyYYDbFPhfIeQGu8s6y2kkSYejkiSkCRN2DYdgQ7ZOZySTBLa1iG8ZDRQzDclP3v8Lo8v\nzllUBV1seLxcs8oFna94evGIv/ef/7e88/NHnK9XJLsdp+2cx9WKd39xzgeLisalLBc5bWsZjTJi\nnXCxXBMHCRbHu6ePaGnYXhTs7A5Y5iW2bbFt3/Z880cfcXq+JI1atBzQmJp8WbNpVmjlGWYBXgas\n52tap3G+v1gPAsmLb7zO2cklpnOE44Szk4bdmaZzCRszpDVbjq/f5IWjCbev3eT2Sy8QhSHPFmt2\nhhmVcVSNYVGtKZ49YRgKSqFoW0+nYH6REweSIFJ0VUcWRZSVwZiWsmoxpsE7WOc1VW2p6oaydmzX\n6z7Pf3Wv45H9+8N7bFHRrLcMpcCKvrAYhxq8x7TQdC1KSsYiYKQgSzW0Cn/jM+jjN4j2XyMaHFPm\nY9oypFla6k1HeboG15FIzfpbXyZKJfFgwHQwvCr4gRICrRSf+NghE51gpKXtHP/1f/Yye/E1/tGf\nP+P2nSnF4y2DvYyzh3Pa8oKtLmq19QAAIABJREFUN7z0yozzZxXXb+/QLSNUF1K3LZttyY3DjP/9\nz3/+Lw+FEgRH12c0jaHaNAynUxbrOVEiePXFCetVy2gc8KMfPORgb8x8W5JECVLWeAt6bHnp8Jh3\n3n/KKJvx1z67y7fffMLR5w559KjCuBCcxyvQCJRU1GVL29SEYUQUJahAYbuS1hmECKlqT6IlKnBs\nK0PY1BQmonYttvSMshFts8F3/awYmZFmgsYaiqrjZrThxu4em6YlzCpUkLBeVjx+fsnO7h5OwEcb\nSaAkR3vXuNgsGGcxVWk5mg253NTYzqBlQlGvkVKzXhdEkxHj3QRbWbToFWmmaWlbg3UJdV1T1zWz\ncUbpHYH3tJXFXmWdlbzaBQO0HQ2eKAwwXYekP5oKIWmtR0mHkpr5enOVNw+p2qaHnxlLlMbUncHa\nfoxiZX8/In4ZsbSe4WBA026RTmCdQArRx1qDmKLI+9z91cWYpbcEhVFE0zQ41xujqsoQao0xlskk\nZLMu0IMxXZejVEDTGAIESZKxWeUc7s04Obtkd2+PbDBmW6yoq5qdOGUYZTR1Q2fgcGcX7xzvP12R\nKImysFpXxFKgk5D1Ys3ONCMaJlSlwXcdL9w54qMnpzRtx2svvcTzkwVhohEqwHZQ1Rt2dkdsiy2b\n0/7L6t5+wtOzJQ8+XGNFxdHLkqCOKc2WiwcB8WTG6fMLhoEnm0z5t/+jf4eP3b7BFz6+w5snD6mN\n4/RZjU4mbPOCoF1jnCMdpkil2eQ5RwcTnIQHzzZoHbIqWiap4snJOUk2pjKedDTCtzWCDSptuWw7\nduQKRcZKlJiy4bKsEJFnKCc417GTOhrj6JxByJTvfvP7rLYbxkkKnUZmKT/5WUfhn3H/VsPzeQNi\nzTiMeX/xgLbaYPKG8STDeo9pOy4WK2LfcpilmEDhfcDa9e+R5bbi2nREVRusaTFlxRc+dZ+vfONt\n4jhmtW0ZT2K0V+RVDUKSDiSRDInCENVavPBU3rLdNsSBBC3Z0xFl1aIGEYo+rtkaR7dzl0yFmO2C\n3F+y//rv8MaNfYJB70TujCGIAoIgpClbkAEfnSw4twJJQv72t5in1xBRD/fLpoKD3YyL5RypFUpq\nrNSUXYCKQj7zQsLHP3GX4qIj0orf+eKE+dMtn/zsXRYXC16+dZv9m9d5/zuXnDzZEMuU+kIx3Atp\nth1jFXG4PyIKR79yRf21W+Sv3TzC1Q2r9RprO4qTEqVCjm9MOD2piGPFyVnJ+PoQZxWBjCkqQ9u1\nHEVDVtsTluczJuNdynxLEKbs7I8QKIzpOdI9RrrXykVxBMKDkMxmU9IoYFWUZOkeq9VDbNMQRAFN\nNmVnN+EL04pvvueotMAbjw4DCpNjrO3t6oOEsuxozLZPmbSK3/9XXuOtnz/nrYcf8m/+1mcIhUbz\nlN98/Rb/5Efn3DzcY1W05KrjydkZg8GAp89WDNOoj3+2hjiOKEvHbDJkuczxCE7mS/b3YioD1jpq\n0+eJo1Cy2myx1l0B1gylafrYmBNIpVCh6rVsztFBP0NPY5qmoXWKbJRQbEpGStPa9q/AcaZtQXhU\nFFDWNWEYEKiQMq+AXlystaZtG1q6/gNtJa5urjASik56rOn6kpIDqTuSdAC+w3bdVaLDIR09PviK\nuKl1iKtyVJAQXfk+lZasiw1KXLH6leqfp6lpW4vznvF4SGc9VZtjTQfek0Qp27ImjRWtqamv2rLK\nQ20cx0cxy7UlmYxoivKKE9RCa2kqwY37U56cXFJuG6Jh2idQtKCsGnZ3BxBI9qb7lFVLIhNcaFmt\nF9hWcj7PSaKIOEh4KbnB2fSU9842nDwv4HHN0cEEJfoSoHSC1abmrQdPkImmaw2b3FDnti+4pUAg\nMNJzaVomKsaJgNW2xjtwom8V68ARtTW18WgtuDxbILSg7ixxHIH0bLdVL6AmwHZ96zVqBK0q6Dw8\ne35JFIXEoSeJNdNxxmgSs7rYooOAfG14fnrK/uGUn717wvH1Xdpac74yFGXDs4sLPvXiDtXG4gk4\nW25wvmGmI0rfdzDOtpeoIKQxphdvy36TkKR9JPYf/fmPCbSm844gkGw3NcNBQBRnLPMtte14+cU9\n2spxdrlCXbVJP/biLkXesHNnn3Yz5/GzEhVoXA1d148YR/UJb3zms9h2n+/94AdYIfjBkxOCKKIp\ncujaPlDRbGmqEpcX1JVBKRikAXVZsZ3PMW3J/tGMUAVcbEuElijv+NzdjJ88CXj4OOZ37m3Iyy3v\n/viMy3lNPIr42L2I4Szmp09ycIa7ezO++RfvItEMnzXc+NQxq3WNtDFJ7KnWDU8fbtDZ6a9cU3/t\nFnnZgpAgkSBgOMw4nIzQkeT5s3NM1/HGp+/y8CPL6fyUwMcMs4SCNbc/c583f3TKZE9x+nzDJ6/P\nePdBDXZNK4c4PBJ5tbC1KBRNbYjCgCQa0lFysTK8fGfGW++cc+P6Dg8+uqSpGoYJfPDgjP/gt/+A\nWn2Dr/7lM2ynQPS72iSSxHFAEkNZdwyijKpuccbywcMto1HClz59hx98sCKLFJv1gA8fnVOsl6yC\nmCgMSEMoGkVVNQgBSTIkN55I9Vjebb7hcG9MEIjeMysVzmk22xVBkFwVlxRaKVpTEQX9v9d2mmmi\nWaxzsiShc76/pGlMf2oxFpFour7Mj+ksduNQqo+dKa16dKrpNW2maRHSMBykdF3Xe1J9iOsawrCv\nqsdxTKw8dV1SVR7rOgLVqwe11uRVib8qp0VhSlU1aCX+SuqsrsYr1nak6QBrHXEaUhQ9417SXbVk\ne2tUMsjAdljTYYxjbzZBDBPapmE0HHJyOqc2LdPpEOc0223BcKRpG0sYCMqyl5MMU8WiaMGljMee\nx09PGccx02mMwjGY7JGGjsvLvEcZa41pG56fnJFEISII2K5LYhPw/tMLBnFEMsnIt2uWqxXzLOJw\nPGGRFwySgNMKhtlLaLkioSMejblz4wjtTnnyeME4mXHnOCMdl/zs8RzrIZaK3Dc0taTLYrquplxs\nSUON3tujbQriJKI+ranbhg5P5Vt2dod4p1muc6SA6ewa+UcPWFWW0nQMB45RKAmFYpZl7GUDNuWm\nj6wSkcz60+Fg6FhuYTwKSYKAZujJywalNeNJSlUahmnKs5OcIjc4Z7moWsJEg0p4/uyE24e3qPM1\nt4YRchAwGk1Z5Q20W7w1rLcVUisuNhXDMCAIQ6pyg/KOSEG+6VNOgVTYVvZ3eaJ3tl6ez9mdzVCB\npLGGySDl6emWxdmaebxmScrR9X3saksWBVdlLE9rar799b/gxvVjdochF+/8gNFQkTeOOIt7+Y21\n5HlFsdnQNi0HB2NW6wLXSlQUspcEhKNbpFGKd4Kmqfq1ocm5f+9lHn74I/7aGwVDneLchEE84dmz\nJ4TJgLd+espOGDIvBD9+9BT/zTmvfPwD/viP/ph33/qQZ88rtkVOqCReKmrpsWHJgF+t//u1m8nf\nu7XPdDrCK0e7sRzsjxGB5fnzOU1tkUIQFhEPzj6irS03X7hOVVmCKEBbwfHBmJ///JK9JOX1V2as\nti37xwn//M1HeHeVk/a9mMEjiKOYKBTsj1L2xgnnqy23xiMeX27oDDStIY4TBIJhNODdhx/w5s/W\nlE2LtX18sesskYRXrk/JnUf7fveRBoo3jg4YDg2bvOBiUWLbkBdevMayWvLT91fcvnXM80VO5xz7\n0xHPLnOCQBInMduyYr5asbszYL0u6IXWGhUKjIGmMXjfIZAIIWjbjt1xRmlakiSgLEqEANMatFJU\njUFqSWvsVXKFXtWHwNPTBr0D6zxS9OMmZy2eHgvcWkvnBGmS9gQE51FSkiUheVOjpUKKHlZW1Q1C\n9UCwpmnIshQpFdcOD1ms17hOsL87ojEd1kLbtQyyQV9mso6265+jEAprO6xpsV1HVddIKYnCq5OE\nDvAIhllCVfUXhu6XblDvcV6QDXtGkLEdWTZEhymD2CM6izU9BkMoT9HQvxauI0tinO1HCi/f2Wc8\nnTJf1cQRbDYl803DjZs7rJcNnbOEccLx0XXyfM3h3g5hmHJ46wjpDOeXC5I4JB2EhEpwnncMsqh3\n7roQCEmzHSaJZJDtcTgTvH79kE/dP+T+8SGDEIZJysXmCcsTQ5JJmk6jtKYzhr2dBOkkSRyTBAGL\nVU5ZG0ZZQigUrrNEMiQvWxbLLXv7PQEy0pZEeBKtyFsHneN4f4ckCtgZRoRxgPeeOMxIsyFKa5z0\ndG1/qhO+wztLXVqKsiBN056jFAhCHeFty82X9khVzGZtCGLBNEkphUa4gLLZMgsElZRUneR8uyHQ\nUJeO4Er0LoUkCjy7OyOqssF1AgV09H4DqQRKSsraohVIrWiv7meCMEDpiNVmBVLRYolDyd5BzLXd\nXa7dOOLmvdt86nOf5fRsznA8RRHRGMNqW6CDjoulZzhMsW3L2dkCHQRXq5UijMMrxyvsDjqM06TD\nmDgaoJTi2gT+zu/fp31myOszshG88dI13v3Jc64dj1gslownEcY5zp4/x+Y5n/3sJ7ksz4jUkMF+\nxOdfvEczt9iNxEmD6xym9Sw3ll/85JLXPzkmsCl//2vv/sszk1ehZLmpWS9rrh2O0algOt6ndimx\nSljaBzy6vECIgDs3dsmXK0bDhJNHWzZZwqqCV+8eMRimaBHyweoBb34g8V7ilULqnlkThh4dhPz2\np3f5zo8vOV0u+eC5RQDfeOcUHSouF2u0krTWsNpYdNdwuRJESUJlVD+3th37cUTu5rzzCNJxRoig\nMg2/9YmXKNsVq7JhuH/Mu2+f8slXU/7Z198GqagVvPvBCUIGWKsYDjX7s4zV1rDNK6SUpHGANRDF\nGtdKKuOweUXT9omRMI7wrkVIz2CQcL7cXJWeIrIs60s/1lHWBiUETWMBh+wEIMiSCGtaemQTREmM\nV4Y4iXFdw8VliZaSONQEStD5nnlSNQYp5ZV2ryNUumfPdD0TBqloGgNaMt4ZX2nt4Nn5JVEQ0EpH\n0zqk7Hc7AHVr8db2XyZdh/f9XD5NI4x3WNsRhpqmbWmqfuetlEZqwTYvesGygOE0wdQd1kA2iCjX\nFUL2YyopFPgW7xzgEVLTdhKtNNdmMR88nBMGmrrZ0nYxoyxhlRvK85zpdMpHjx6AU+gk4uR0g8cQ\nSMXuOGEYaz5cVby7fMIL92+yevSIYrUiGQ0I44zt1vLR85y9/ZQ83/LS/deoGkPb1kxGY452J1wu\ncqJsyEntSXyLlprprmI7X/Hizi2y9pRHF5a7t2/x7nu/YG92l/V6QRCovgXsO1SYsio23BildE1D\nFChM19I5h9dQtxWpjglxZLMR29JyP0tpvSfQCqkCRNcRpBm+Mf0s2XdXmwpBICNiZUD2hShoycYj\nNkWBVhKLZL7KyaSleFbhI8ULNye0tqPAI6Vitd4gA41VmsYqzhZzhPKMRiG19Gjd38cI4UjSAGc1\n1nkIFGGsca2iNpZhGjMYDinqkk7UVFVLEkgaYwnSkPFsh+P7HyfUQ87PnmNPn6DPGn62POF8tSAI\nY6Y7I6IkRSrPcBohZcx42i/U5cMCSUjT5gjbks8XdPROCikF+zszXCfYFDUi8WTjKXSK+wcxu0nB\n4smS8e6aYxdzfTTk8qzjxp0dLreGu/ducHayItERuzuC+y8d8/67JT955wIrO/74P/wNhsENzrdn\npIOEcBxy+a4hG2ievP2Aj316j8gM4SD6lWvq/ydA2f+fP1XdME5SPv3KAfvTmNeuH/PRB3Mi3/D4\n7AmbZ45q0zDNpvggYjCO2VYVOhuwKVbsH+xR1hu+9+Yv+PtffZv1PEGIkGw8JkliPKpPjAhP1NSE\nneKVGynG9nG9ZJgyGSc0RYnSEKeSvZ2UKAyofUDjJUVRg/NY0/L5u4d86sUBr93ZwVjLal6QKs3H\nD0YUxRJT5ExH+wx0zcePUr79k1OaTlBWba/fUwpjGjabLfm6YBBHlEW/gEWxJlQRnevoTJ9iaWyD\nVBLowV1NbShrQxzFtE179WHvxyL9EToiSqLe4gSAJI0zTOt645NUNKahs44giKiNIYv7tEhjO7Ik\nZDQdYboO6/rET2HqK/NUS9O0xIM+s9x1XX+y8Q7nWkAQJwnC9ymHrmtpqprG9O7VTVEShboXb0cx\nZVkShAHOW6zzRIHuI23GUVVNP/dWqp/Ph726r+t6nj2OPlLpHPmqwZqWKE6JshCvoWxKOmu5nJ/g\nrOlPCkGA6RSlaamqmrffOwWhWBU1rnOsNlvwjqrqOL6+T6haTOexQjCMewz0zdt7fOzVj3N+ueJb\n33+btrOMJ/DivbsEGkbDEQEdcRDy9LTmcLbDJAz54qdeYl0UdCIiiob4TqCEJ44jtnmOUo7ttsIQ\n82Q1wicZtw+PmKQHvH5jl8HqA64NQ8pyhRQaJRVN01KVDVGo2BsNMa3jaLaHVjHXdvd46e4tokFM\nbjsumhycRoiIs4slT+dr5kWFFfTpqESBiikWButhsy5w/Z16z60JAug6PLZn/UuBKRvaxhCGARLF\ndmvwl0/xzlMVBlNbvAv5xP1bHO3FxIFkKzXrbc4kCdkbpEyilNYYbt+8jjUNN64doGVEbU0P38Oz\nznve0Xg0II0jiqKgLBraKwiYEzDYP0L5AYeTY37y9a/xw6/9n7T5EtKUx75hZ5bx6v3bvHz3mIPd\nHYZJRJakREFIqDVJFKK8JdQKJzqs7U+3tmsRrkMr2B1q2sbg2wYhQ67t7zHQIdPmgt24YTQaExJi\nG8HRtR0+fLvmu9/9LvvjCTf2Zjx5Zjh5tibUjhu3j9DBEb/xxZtMZzu88dkJl88iZNySJQGtcFw+\nMQSyZbnIuffKDnujXURg0fJXL+O/djv5o50D6CxJEJMGLX/6ze9hGs3pRdvv2pBYV7NYeRbrLVoI\nZBLgjUVKycOHT5EqwCnZvxmVgE6wXa/BgQ40Xes4ngz57U/fpizmTMe9Bs8LyUAN2RlAU8Zsi5yi\nsFRVjqlbwjiga1qQEiHpy1ZRQ960hDLk3nHKa3d3wQ758nfe5vVbE1prePvRB/gm5N6xxFfd1dhE\no4Xuc9xXFfJlaZjIkP3DIRcnK5IkpagaaDyT4ZDFao2UfZ7chQ14QdcJZtMhMlAIC7uTKevNlsCH\ntG1LUVQkkWaSJSy2XZ/XLzq8bxFBxHqTo4VCeFiu1gRKY1WAdZYq7xuApirpOoFOFdW8QIWSneGI\npu2oqxrXZr2FKIlZ5jlBFyCE7Of7tiMUkjhOkQm08zVJOqIyFWma9uA416GwqCt87d7OhCen8x6e\nhaexDcgeddBz4MG7niEfqvCqvanQStK5/svQC2htRRLtk7cFpjF4L4njmKqsaCUkGrIYlNScXJbI\nQOGlR+OpCsvOsE8sddYwv5jTWdibprz+2quYNmCxusC7lh+89UN0mCIDjQwky5XjwaMH5IVhMh3S\nFJbLyyVv3J+RSMtod8Z33nrC4fUjdiNFNkoRXYdtW+YXlxwcTPC+ZbwzJS9btDKodJc3H7wDxnBr\ntsO1nWN2Lwveeu8MJQTbokErjZOC9bbgYJYQBSPybY4KJePxiNrUXEsDPprnyADyqGGYpOyOBjwv\ntlhpebRZcGfngHK1RdmQTgqs60izhM45yrplnAR0tsWUjjiUlE2NNKC0JEgj6qbG0lIJgXea1bYg\ncJZwOECGmrOLNVmasbujOJoFbKsZxWZLZwUdLWmkydfL/mRzuURF/T2TFAJvHGESwNWdzSAcM0zg\ndH5KV7e8cm3Ko7LhnZ/8mP3JjKePH0EQopKEk8szzHZLlkWooJcCSdlD7H4JU9RS/xV0TfmQl19I\nsbamSQfodII0isE4weRtj2/uYDbU3Ll3SL66wCwKXnnjBmUTQ92xBdbbmg9/tObuJ69x9/5NHj99\nTBjEOKPIxpLOGhaXHW/9+DkfPP8HvLrzef7mJ27jognvvX/C0BoePZ+zf/2Add2wOMl54e4e0ms2\nrqSZF79yTf21W+Q3tUVFmsfrps+9Gk8aBmiVUlcV4PvLxUixc3BAnRdYY/Gx62fT1pMXFb7rj1OB\n1jSdRQiJUIJkkuGqjhs3p7hmRRhJzk5L7h6M2bQ1qVIcRRXvFhs6yxWWVRKGIV3bL/DQi6OlEhRl\ngB7EnJ9c8Oqr1/jeW5ccH6949cU9dmPP+w8q7h/EbOuOg90h6fkFudV452lNn8jxytP6jro2VLpn\neaTDjO2mT3WosHeWSuUYDocUeU2oQ5q2oTWGQjqarSdLNXVjmWYJl5st4OhLcILFekXTdigVEEUR\nSkWUVYVA9IWexiClpvNQ1C07kwitwFpB1dQ9691FRFGIlPD0+SVRFBHHESoIiKOaomg5mk2pTE1V\nCjyesjYYA4M4JQolSdrzd7x3lG1FtDMmiWIQPQ64KGrSJOrRsUoShxGmbTmazfjo6XOgb0YL6dG6\nn4/2TT9LHKfURYlrW4QHXMd8PqdzfXmraQx16dndSRjEiiiK0AKenBc431/41nXLNAn5/ZdHfPN5\njcoyytWWJyc5X/rSX+ef/7Nv8/DpisXinM22QUtIspTFuiS4ag57Cz95930+9uJNqk1LFARkM/BN\ny/DwGj/58YcMZ4qz8zP29l9lPq/QIX2LeDBBhSGtNcgGOlnyZPEjtg9qnj2DwAuKpma5arl3Y0ax\n3ZBOJuxOxlhjWORb7t88pJsbarVmWZd0rWW1XXFyck5pQAWAkDy63LKzLcnCBOMkge+taI/OnnEz\nGxAPJXrRkWhNbSVRGLNYXbA7jRAuhAy0imi7nLZtmQ4TyrzECcemrIjCmHfzkkmgsM5xOBjQtRbh\nOkxrSeOAdd6hNezujhCdp2wNk8mINA5YLtcIrfB4Ihly1jqyNOB3f/+LBGLGV7/+55wsL5lEEVr3\npMyOjqEUnHvP5fIS4T3SgGgKJkmEjDUVFtdBGCqU0iglrpg2PTNKStmTQMP+1BiFKaPhoDegxR4y\neOnmfbrlCYF2uO0Fq/ef8pe/OOV/+O8+xk35u/zJ9/4UVUxw1Lxx52W+efkeL79wi2CgOH+2Qfg1\n7/30jKNbQ5J4xDfe+QVf+Mzr3F39Tf7sX3zI7vXP8s0v/4R7n3gBu4QboyEqCnj9+oR33DNOL06I\nEkciUgLd/co19ddukV+t5gRKs3IdDofqJMNpyPysz/zODmdEcUBdVazmJ1Sbto9C2Y479+7x4INf\noFXA+No+wtTUjaGrWrT36DRiu1ggnCKLroGo+Po7D7iYJzjZiy4uxQVPVgAKIfpZtdL/t7HI+/6y\nUSmFwBNFmtPTOa9//D7jUcKdV1IunjzmpeMBb38wZzQYIITlxlHK6TLktZsj2vOa9arDe0EYBKjO\nY6uGqvnlAqepii3ZIKZqDFkYkhcl09GAbdFf+Na2QSmBcxZrQesI4aEsc3ySYJoGrRK0hqppSZKY\nzlckoWZbVYwGae9ndZ627YizENM4oiBgvS05t5YwgLpqGYwGSKHY5iXOC6QSTCYDyqJv+eZFzSDN\nKMo1m8Kgr2z1Xl69XoGESGKcw1jPcDym2PbN080qZ5BpttsSHWp8y5X/tX9evxw9iSBAKX8VkQTb\nOpTq5/RC9Dyduu0vXsOwxyvoMMK2jrY1uK5D4vu4nRZsC0vnoKoNTgjCIKFpGsIopHKOm6+8zGHx\nESe1Z1lpdmeKL//TrwOeB4+e4b1nMOjpm67uiLSkqWsQCVGoMHlHFAUc3puRBIYff+990smQ0x8/\n4oVbR/zFd95mPAy5KJeMgyGb9QW+6mhp6NwOSSR552d/yTCySDkhv/RkOK7vjRjv3eL6rYyDox1G\nHxjqsiaIIIw0e+GYOJ6SxxesakntIUpjNnnO7TvXePPHDwk7iTcSrQO6JAAp0J2krRo6axlMR4yS\nhK51CBGyKi3Cd+Rl0Y/jWkPdOKQIMarHNAcqpDKWIAiYr2rSMOmdBkcHVKbD234TUdaGdBjQOkeW\nxeAdUkmSuG9VV2dzus5SNSCFZphomrYikHDv5j5NVTCb3OYXHz1hsakIpST3/SkvjkOMEtRV33ZO\ntWQXxbxtsd5RtA2zO9e4NpoglAYv+gUdR2sMQaAJgv7CnitcRhAGuCsGVRiGIAU2yLg4e5tPHB/h\nnOHRRcHf+APFv778FH/yPytU+L+wl81w+pKdwR7Hrxzxhb+1w//2P77Jq7/xGtLnVIXkjc/chgb+\n4Z8+JDuO2ZydUeUV//4f3eHRz084uL5HoBQ2MnRrCCPPYm7Qw4Dr0RFRmJCvK1KZ/j8vplc/v34z\n+aqibgxeCNIkIRCKi/M1nQDvLcvlnNX5gsuTC3YmU7JJiPCO4WDC/OySyXTGjZvXiIVnsdiyXebE\nYUA6GFKWJVJE3L1zkwenz/npR4bzlcLKfozReEfdGJaXFa1zeKGvfKEN0L8hpO9ztbZxfP7VXc43\nS7xOyTcVzx4+40ff/im3dkO+8aNzTueOo+mUbSP41ns1D+eXREnG5+5NcbafHwrRP75WEu8FRVHh\nbEuaKcqiYjwc9BAwY7C2JS9rnO0YDFIGSUoYhsRpQmMLkjgmEP1jmMYTBALvO6JI0zl/ZUEyJJHq\n/yap6LoW4TxV6dBS9nPxQPRCBCQq6Jn9SkuyJCaOgv6LYFUitcJ6x3pVsNnmCN//jtr1JRR5JU2I\nwpTNckOe943iy8vLPmuvBDs7Q+IgJopjXAs6DEBJxqOklyxUFVprFos1oyxDa9iZjHu1mgclVY8q\nvvqg42zvcEVSFhWL1YamsnghSZKEYaSBvnkLfdw1wpGGEIrecJXGMaHUPHm8uEIoFzw/LWhdR31F\nvCybhvlqjXMeYyumkwmDYYRtDV0Hg3ECUqCEomsktYWLRcnzizO+9ea7ZFnE7PCQdt1SmJbhaMLh\nrSNevLvHMK4ZJJrITUjlMcfXrnN4dJODW5r/6n/6M+ZPT4l9yZ/946/hfEvZNGhl6FzF7nhAIx1P\nt1uKasl6VVJbR5plPHphFJF/AAAgAElEQVRwQRpBEsa0jcMayya/cvXWFtlKPv3CAcoJKmOIVMgg\nSxD+6vQsAwIdYqoGHUSYrsa0kAVRn2YSAqTuNypJfxF8cTFHApu84tnFOaapME2DqVtMkzNfbpif\n52xXK1YXa4ZpQtO0bPOay1VJHEX9WGJTo2II0wF/+bWv8NHPfowWEh3EKK35xKc+gdAdlyvDH/7H\n/wmz2RQZhaxjjZ4NuffaXW6+8gKzvWsoHfXJHCkRop+1J3FMoDV1VfXGp6uLee87nHW4tuXy+Rlt\n1fDqbcmhDJlfPmaWFvzmb99Hra4jpq9y++YjZDSgqHM+/vp1vv/OR1xcPGKkR9y5dY3l5WnfJYlH\n2LpjsDeAAJa1ZrNcs3dtj0kXUVWK84cLLp+tMUby/HLOw6dzzjbPePFoTDySbBZb9g8GtPxq/Niv\n3SKvpCaKQ6QULBdLTGfJxhmjUUyUBYwGEekQknFE07TYpv/wStXvGNfrBQ8ePePk+RmdszSdwXQG\nay0SwdH+LpVp+OhhwWzcy627xl6JFPpWYhgJQhWghe7bsd73ZEap+jcHkrsHGmdB+IZy8YivfP99\nvvzmE37rc3coSwPe8nufn1I2W/Lc8nufHnOx9nzlrTNaJ4kChbUtRdEC8mrXJKhMhzEdzva2nov5\nCiF6bndZepxvGY4SfOcpyhLvPav1lhuzEZvKYGyHDsQVbKsDb6nrCuE9adbbnISXNE2DVAHDUUpH\nh7X9ZVYYBT0hsmsQ3qGlIIp0T+fzFi8Ek2FylRnukEITxQFl2YtZnHNMBrMr72tHWTaUTd0Xr7wj\ny1La1hLoCCEFq03O88tlj65QPdiqbkz/f+l6g5SUkqrp7wfq2uIQ7O2OsdZiuw6h5JXdqcf+dl5g\nTQ0CokCxuxOTRiGTgUbHgnxrqI0BGfG7X/g4N3ZivvTJ20wGCcLB/esDtqdrotmE1bbvLHRdR1Ea\nvBOUdcvR9UOiKOwha62grDZ/JWtpW8Mrd3a4vj9mFGsePrvgYy9OOb6+g78aG1rgcrEmjDW+a9hc\nnLIp11xctATRDB1mvPzyi8hQEA80f/iHXyINXua//y//HsHuLlkUooMpDkUYJSBiGuOYrzesipLW\n96fMLA3x1lGVDbODPcbDjPEo6o1hoYauomwMQSgZJinn8154o5TEmLJPTzmDDDymLjBNCVGKl6qn\ndyYB26okLwtWq6ZPRAlPazw+EIRBRBgo9qdDkjAgHSqshcZ0hNGA6SRkZ0eiwyGbjSVUhvs373H3\n9hE3j4Y8P1n2zfNQ4ztJWdeMI83rn/hNnADnLU1rKRYXvHDzDpPdMV/+x/8HL8yO+cSNm3z86CYv\n37rNcDxiPDlAolEqIooyVDRABfGVqCQkCGOydIDUmjRNSdKMi+cF7/z0fdIkJgwDXruVkl1WjGdj\nWjNkWRXsz17g7OkZP/3597hcChIleDKHoUz49/7gU8Rlwj/5B98nisG1kqZ1tN2c4eSQL3/1O/yt\n3z/it14LuP3CMfdfuE8QhkipGczG5EVNW5fEKkX7hsPBIYtFTRDHDBKFlp71ovqVa+qv3bhGSonv\nHGVVILwnzhK0DPBtTRSGVw0zjfOOi9MFgQh55Yuf43vf+otfPkKPocUzTmNMEFLbiqIqwAu21Zz1\n0qAizQ8frtFCUTiLUKoXE5sWZx1N3aJDjwoUnbEIBX/3N19mvX7Ezx/NUXvX+PDc8vJhRtGluHJF\n1zlWywsGseQLr0wpVx3CL/jY3QN+/nTNb93bxao189Wc1bokzhLatiXUvWS5qmuCKKKoasbDFGML\npOrBX0GgaZqWQZJQVi3OSyajIav1hiBQnC06uq4mCEK86/PlSRrhXNgnZyJBnjd9lBTLdDKkc6Bk\nwCCTbPOGunakiaJqaqTsf18aRwySAZtNThxHeKERUpENNPm2pbGWUGuQEq1DBA7bGkINTdsvFn0h\nJMRZhxF99LKoDIM0xjnbM8mVos5LwlBS1y2DpJdKSKmx1mBthw4zvBPkeU9LtNZeoWFbnOPqyB7T\nmg6lQpyz3Nifsilrus6hCVkvDW3bM+tPzy65+7f/U6YvGf7kZyvye1ter75K3YXEsxknl+8xHU1Y\nLhYMkwTja2Ln+deyY75+ds4wU5jW8Ok37lCZltZ27EyGLC7XTKe7bLYNiI6qqPnuwyUqDBikAZXx\nVGXNdJzSmIpIp8SjKct5ixJweJSxXK2QOmE83eP6S19EDl7B+K9S+Yb96YhNYVluGhrr6DrLcrlB\nB5r1tuLy6YLxJAZCnKmRMgGheX52ijUdZV2RRQF5XnKwt8smb9BCUFUVgyREWIGXisW8YlUZtFDc\n/9iLfPd7b+O97/k9psALQRFIppOUqu6hc7at8F6QZAlN2RAnvSjbWtsTX2vL0eEude1YL7Ys8pLx\nICDLBMkw5MmpYbZzQRh5rHXsziLidMRqvcV0Dq0cO8ev8Kdf+YdMxlOkCqjbqocaCgiFJs5zjqQE\nL/iLk0s++fn7LC5awqAgCGPiYcry5JyuLjm+fwPnI5xU5GfPCQcD6k3Lg9MzxllAvbb8u3/nDq/f\nPeDbf1mxnxpOny4o6jU39g4w+T7F5hITzKiqGh1KpknM3qt7vDNf8WKWcO1uzHB7g23X8uzpE+L9\nGT/88+8SfrbjU/dfZBpPaBPBKBnQ5Gec5FuyztO6jrOLBV1RcnR7iG0aym1NkEKXNwxnIz78+SW7\nN8Jfuab+2pWhPvXJ14jjgGyYEAcp1/ZmfPoLr3Hv9Ts8e/ycfLNFI7i1fUoTHRFPBcV2Rdt2JGHA\neG9KlETsZBlax7x89zWe1m+zMzimLmsmg4wyN4RKULQt1jlcR6+vsx34KyJdZwkCSSgE1yYpLx0k\nLMsNH17A6bxmFAQ8OpvzbNlxvuh3cZEOSMkYxh0Ekq0R7E0CBmnGJPMs8+eE4SHnqwWrQuO8pzEt\nSiqUkqirJINpW6IgAekoi4YsTSmKkq5zpIOYsjZ0XT+3vmLtYkx71eT1tLUhDDRFaQh0QNM0bDc1\no0FGUTb9i+09xtS9iBjRt16VJNSK1jnG4xGdgzgOqcoSrgpR7ur0sTvNKKuaMA77xTUMsK1DSNkT\nBqOgx8h2tp9zCkEcBf1pSGna1hJGAVVZEgQhdV3jnUBphff0RZbA09TuykoEURhj2hrr6TP7naPr\nQOsrE5EXVycIh1SO49mQznlaa9FSUFQW7wVo2fNH6pZ/4+/+W7xUPuBrX/8KzePv87nPfpFbL/51\nHvzihwjt+KNP/javlgF+NiKeJEySjA98SzCdsNoaxqNJHyFUGR89fs5mlSOCjHc/eMDBbJ+nT05w\nzpNEAdvcsMgLEP0RejIZIDqBimLSuI+ASuUJFGgVs1mtSKKYt7//Fs8e/JQo8OA1RS1RuuPh6Zy8\nKJjtTCirnKrpiJOIximyLGS+XDEZDXp5dNfRdT3wbxRDEIdMRhl13RCEAd5D4zomWUo2SBGVRQE6\n1KRZwtmz5/3/xjqsbwjjiEBLkjBkta2v4pEtdePxEpT2NE2f8xdXUdf+lOXRQrPItwRhbzRbFDWh\n1NSmoTU1xcawKiuSqKfJ9l7iChy0zrOen6BRHE6m7M52uH50zHg4otg2qNUlF61jtS2oVcUw8Tx7\nvkSWLbsYRtIwOr7G/rUZe8cHWCe5fH7Gz37xM/7V3/0MH/78KevaUmy3/Df/xX3WPzrl5o1rvPfd\nDzgYDwiDjkEg2ZtN+Oa/+AEvvXbI2+99RGU9w3FC07VsFyXL5XOm0ZhvfPcxEYZGtTz74DnXrmXk\nzYLxMEaFMbZpqdu83wA5A17yZ3/yJkkqKIoClTpGsz2UcoQ+68XsTlCbDt1Bsd8wUin/6z/9fy9D\n/dot8l/6G5/l9Okps50Jk+EAKRVfuh7QKHjh9Y/zW5+5ze++8Un2X3yJR+cX7GYjmrrj9rVDZBxh\nin73FwSaTwcBRRbye5c576m4T3vkJXcO+3HJqmoxje/Jhl3fklSBpmttLwywjr/92QP2JwE/fFoy\n33oGwSmp2qWJBXlh+h3pcEAc9Fn6LLHEul+k3ntWM0qGCJeTxBHXZgd85fvvo9ePiWf71EbhnSeI\nI+jBjVdjip7w6LqOvGx6Zrv7v6h70yBLs7O+83fOefe7ZebNvbL2rqW7q1d1qxu1ltYugQCBASGB\nNZgJIYcDe4YBEw7PGE/MDGEPeCI8IOMZ8JhNSGazkAVCyFJL6l0t9V5dvdSeVZlZudy867u/55z5\n8N5uPGGjryPnl6qsiqh76968zznP8/z/v39tXjJTAqOratyAmXLgjbW0Gk2MrrBC4Tp1yn0YuUC9\nSELUH7xWq4k1BkfVtm8lFYHnkuYlcVIQhC6jOKbVaJOmOVVVHx6dho/veCR5iuO5CGMoK0EU+lQG\nEJBnWe0gNYK8KKbMfahMHQ4BlsB3SbNadYLVb2joERLPrX0BYRihpK4XfErVRh5jUELgui5a1xF9\nSZ4iRe34lUKhVE3NnG2HRKGLrmpHsFSWcVLUCVbakqQJ3bk2k/OP8u/+4yO8vVWSp5rtQvLK/j7X\n1q/gR4pHL77M13bWuT7YZ3tnwNLBLlev3SCJxxhhGScxcZqx29sHa4nTCikk8XiCBBxHUeiamb6/\nN0IoReAqDh5cnvoMUtYOLvHy2asoP6LZiGiHklLnZGVFVljyeIApLUgPN5AsLM5QENGI5un397BS\nMk4qVhbnudGfMDPXoL8XMzcbkWQlWWZI4gw/8JEWGoHPaDAmCJ3auV1ojATHVYRRgKkMdxtYyCqa\npSaIUwJbsXDoNJtbN5hrRtOxoEsj8HHcBv3JEGPrXOFS15jr6zsD4jSnP0jwPYXrOYzjhLyqGCQZ\nWVowTlKoKpJJQlLmJElJUqbMtBtYa4gCRZZWVAZsVRBGAbq0aCS9/j6TOGUyHGLjEdlOj1WdE5ea\nPIyYbTZZmV9kyQnJkpRJUeEcbGC8eZLSYydrcMOfZ/7WD9A//xiNcszu3oTr27v8vZ8NWX9ylvM7\nY46vODgtD+VDXhpMVdCeXeX4kRVeOnuVdrNLNklYP38NoaDZqDvzbrNLUUku7z/Cg/e+gzQd0xtm\nBF6INQ6OAs9XVNaj6SniSYa2Jd25A9z/gXmyvluPosZjHF/S7XaJJ30mecnRI3P0+zldt0ur2+K3\nP//0fz2OV2skZ+67mWKQ0RCSf/Kp36XM+twduOjRHiLL+PXP/BY6X+St7/gwZVISzkVIBCp0caRD\nGDZrK74puKXKsO/+AJ/wHf7Zr/48vmix2Gigooj1/QKlBNoaZhsN3nP/DH/y0AY/9f7j/IevX+bm\nA4sMBhVfemmD43MBhUw5vx1ypDEh3pWcOrzKKDccPRnC+oBbTy1zbXuTwNWc2yjpNArOXptwoB3z\n4vMZt64NmGnM0HUN5waC1W6DzYEkT1Jcx8N1XQpdYoxEKIlUikbIdLmnUcKSZvnUEFSHWDsOgAQp\nmCQpc7MttveGaEfhepLe3rjORBW1XtdoTWEMyWRC1AhpRhGTOEX6Qc3LiVyKwtAKG6RJjJD18nZ+\ntgMGGpGPFZo0K+q7vakYxSWOqO3kjueR5nUClau8qTRR1gcRtr5NFhrfFYzjmNB3KdO8VjK4cmr0\ngjiOaTdcSh1jMoOpNFZrWpHPcBo3aLSoJaim1jgbabFVrdZoBQ5JnNJutNgZxlhTHyaTNKfRDFho\nzuDLCmUgzXOWxCorsk/z+FEuXxvSOtih359wZXMPrStaUYPKaDY29imKgk67wXCSEwR1WIvRmlbU\nQIUOu/0+izMRblNx87GT7PUnWCNYWVohKyaUVuAqC8aSVQlnX3yNdhiwsX4d98gBhApYDANoRcRx\nzMqSZJg3WZxVxIVlONDkheb8hVfrHNjEMtOIyIuS0HXo9wbMLzZpeCG9/nZ9+E0PxjQvycuKzkwd\nsr0406RyJHeduY9Hn3iS1DiYN/0Qn3OWMVnJbFsSJTnCppye9fjgnW9i+9GHEJTcqHIqDWU5xpEB\n0jGgFdIFKSTzM23iLGauGZFlWa2Ckh6jcYIFiqogK2sFmzYakQjWVjucPnErF8+/QqvdRLo+abpH\n2GhQGegPYhq+g6kqZiIPP6s4mif4g5LSkShjmfck2ISLY8s406RlgbPWplq8j9yWrCysEt8Y0czW\nefXb11n4YIdT7/3b7H7rzympuO+uZdZfOMffets9SNfDiSJsf5fJWJDnBXPdWcaDfUIXMjFBth2a\n/hzujCRUEXGaMtsKsa5Hs6s5ffg24nLE9l5JqmPMuMLxFIEP8TAjNw6NTsCJm45x8fI62hS8/OI2\nbbnIjUnGytoS+3t7jGWPgzevcvHVHRbnF3np+WeYXWnxzNfOfcea+l1X5FcPLHPi9rt5+smHWJsI\nBAovyCgHvdrZ1XAI1CL55b9kIl32xznMrzCeVMwvnqK5NI9G0093eeqhb9GIJB+89yRXLn+TNd9j\npml4+XqGdkaUpQEjCQPFHPv80VdTjDb8P1+6iOc6PHFli5XGInffdBCtHbSKmZ01LHZmyAUMd4Y8\ncPoYn3/8HKaCs9cu8uZTXT7/3BauUrzrjM8TL+5yPvH48Dtv58tfP0+/LGksLhA5GZc3e7XzVBqK\nUiMziZiafoqivok70qWo6sVlXlZIRa0p19QW/SmS1xZ1KHJZWlZXZrmxPaDd9HFdQ9gI6e8PEULQ\naDSIhwlzcx0GoxjXqQ1mpa67l9quXXcLQeDgeoKqdKmKijhJiL2QbkPhuR69wRitLcpx8D2HbBxj\njMJVCoUCpTFG1slZtSaNKPAxpgCh8f0IazRSKRzHodnyGQ1rNU2lNVWlmO00GIxSpOPi+x6FNlg0\nWZkRSh8layDa65LWk2vzxHmJthqrqBfvVUEUBBgrsRhGwzGtpVksLkcPrvLclR7tmxY5tAtnLzyB\n7zfZWu9jTT0CdPwGaVIihaU/HNOdbzIZF1gLo9EAP6i9B2VVUlZ1aEmiNY5w2Ouv46qQV69ukaQV\n3U7EVm/Am26/hYOrB3jiiWfQqr4BG6PZ29un1T7E1t4NJrGkszCPHxwisCWjVACaqsoYJxOM0VRV\nSUVdPGebbXZGKY5wub7ew2m0OXJkjpnWMlfX+2xsXatRzpWmzBW33XEM3424fOUaDz/yMMp1KLKc\n6mufxZQFYPGW5xFhk+vnzrOFy2L7IHn3AP2Gg9NYZO7a5/ERDIcjjhw+wJXr+8zPtyjyjP1JPDUh\nGjpNj6X5BV6+dHXadQFYXOHgUAd0O77HJDPc/Zb7uXr5Io6qc4vXDq2yudljnKSM44I0nnA/oCrN\n5FCH7s03U569Rnt3Qvd938fXvvznXMoNra5g9cgBFlUDf+U4frNNOchYufIirzoO7oHbedBrw/o3\neP7FV7njvltoxRlvfscune17efzhl/n+7z/NXz68yTjXtDtNIh2RxH20CClLyw/9wFt4bfcV7A2f\n2+5Z5PHHrtEIA5K0ZHP7CsPtnJXVkIsXe2TFiLUDB7h8ZaeOsyx9hOvRcBX7k5iCPq7j0ytvYK9X\n5FFONBsxPzPHzu42sTZsvtpHIDn/8kVOHD1InufcfNcR+P1H/8aa+l03rvmBt72X5595lre++zbe\nfvhmSm+PwO9gtEE5Hs+efYrtC5fxki2UhFxXSF+QZhXNzjy5DrAWhskN3veu0zzx5HnuObSMuzMm\nnMnYrRz2Y8VPff/9DPb2kLmkF5dsprYOEEbWSfV5yUwkCWxKL8t5dXNElRv2kooLW0OubU/oxSXP\nvHqdNM2odMUoN+ymJU3X4diBNs9cHJGZBqPMMB7tcGl3AgIaYYudUUFeVTVX3YKmfvzXE7ykFKR5\nhZS2VttYO8XtKnRlwVqkgqyocJRDoWtJYJrneK5DI/Toj+slWJzUHBwD0xR7S5FrGlFAltULbaXA\nVPUoxXE9HKkYT2KqyhC5LuMkw1GSTJe0GxGTtNaeGyFxHQemADMhJGFQz3itESglpjNoy9xMh8Fk\nght6zIRevTNwXZrNiKrSFEVZA8rKCs91CMIAmxfTMHaBo2oolhSCPKtwPYdSV7iOg3Jdyqri6FoH\nz/FwXcl8d47tvRiodfFSUj+/MKDISt7/4J30Bz2s7xOqhFev7BIsLLC+uQeAEJZJXpFP6ZtB4JOl\nOcqrw8OjKKDUFd12vagsS0EUediqYqnjc+pQE+U4rF/dodmcwag6pObY2jF6ZYxjZB3ksbdPmmsM\nLtpoAk/SbDfACYl8B0e4WKWJJwMqJELBTn+CMILCWFqtDjf29hjECQLNPXccAxnhY9nY6jPu9xmM\nB8RZjh94ICQNT3H+6m6tjpmMGccZUkjuffOdVON95rsNRmnCfn+fYW+PkhI82JpsMRvG7K+/iN47\ny8m1RZZWl5kkRb0EtholFaXRDIZjjFUkhcZ3fS5cuYa2092MUyeLCUAqie/5WG0YT3Kee+ZZFroN\n+sMUXSpKYfGEZTwucQMPqxNyN0CIkGbZZvviBmcnBcHtN3H+6jbnB326R0+wkR7h4m6DfecEgQh4\n7IWc08FrZA2PQObYzfM89ezTGG+C1YKLVzf53jc5rDnH6cwukYwKjt52E//uU1/i5M1HmWtFeNKl\nqAQrK3O0oxaDXoEY5MjSZ5SlrLUj9pMcP5QIJKXxSeOcwXhEI2ri+5JwpkMyScniCuFITAVZktDo\nOLiUPP30kDOnFkmrCiUduq1ZBpN9BC5+p4mjNUq08OcEejQiHRX80aOv/dczk/8Hv/gx+lt9hvtj\n3vuJ/55wtgVZhZAuwlqG6Q4LoqJ39SK+J/HaLTbHGa5y8BrLzCzOIIXmwvUXePhLZzFVxZWrLt/3\nyU/w9ve9ja899hQfv/PNrA9e5sXzW2zltSQu8EM8V+I4YDW4QnCoKzm0EPHi9QQpLMqpoUh5WpBm\nOeNxOqUk1nPjqipJMs0oLbm4NSQrDEJJ4rxglAKqnjnvDifkZV0QTakRrpy6Nl/nsSuyrKy15sg3\nsAdySuXTpn48o02deGQtURhRFQVSCIpSI4Qly0qErQ8E13eQspZVtsKAQmvyssJ1ZN3OS8nsbAdp\nLYPhBOk4aF0Dx1pR/XvX85gkExzl40pTq3NFDWvK84Jq2g2UVf34FpCOg9W6xiOUZf3aOoIsr+i0\nIkZZCUZP3YZeDS+rNJIaMhVFIY5bh6F4nkecZsx0Whhr8f36MKm0xVQVR1a7RL5fw8pcl97+kHGc\n1UEmU1qolBAGPs3ZEJkloGCnN+YtZ07z9ZeusBUP6bSaLBycZf3qDuMkR6k6CSlJU6QSGBS+5+JI\nyakTRzmwcoBmGPGPfu4jvOWu23jm2W9x+y3HKAqFsAVzs00QPnGcoa3L/u4O/f0R+719xqMJ3e4M\n+6MxRVFRlIDMKHOHTneZ555+hrlORFLmlKUkbNRY6v3tfUaTlP4kZaYpWF6e5/qNXTqBx8VrQ5Jk\nQJoVSAFJXtM6w0bAJE5qOqcUYDVCadCKOKlzb8d72wijSSYpkzhDIXCExVVO3d05gt5kwmK3dq9e\n7w3pRA0GoxhtSlzHY5RmdRCPKZltN4izkmGc4jkK5UiQ4Ps17dGVijQtUK6LowTtVkSpc/Ikp9lu\nsnx0jsq5meeTBnHu4c0cpbtwC8dPL2M6HXqRw7YRbA5ShrlhPWuycOAIC80D7Ixz/vn/9KM8+uXL\nXL/8EDPFK+zubzGZbDDXbRCnkv4wRpl6HDkb5fydH7yH61tw8VKft7zlKC8+/Rq2PMD+5DIzM12E\nUxGGinhUoKRkMBkRhoIwmqNCcc89J3n10g2CwMf3Gly7vM/sgkuVQxBI9vZSsnGGFpp2u0NV1Uld\nWaYxFlptn3bok7gZtippdDxcSmZbbTqey/Kch8Sl3XXBD9nZHuF5ij96+G9Ohvqu08mf7g/YXL9E\nN3FB+lirqXRRK0mE4asPPcX69pgkSQiiBspK1o7dxvKRgygHdFlirWHj2hZVVZCWBYnX47f+9b/l\nl37+X7G7o/mNx5/hz76dMihbSGptM8bU0XRakOYFUTvg7JUUP2jhUHLroZAkK0iyHOEqfN/F87z6\n5uw5bxRhgyYvy3rkUuqpZt5SaEMzCimKjEJX5FWJsQLhOvVM2dbFu9SaJCuojKEqDUVlpnLBmg71\nejSeO3V+CqUQ0lIVtZ1cTJeUaVoSBR7Kre37+XTRqURNkgx9H1cqhHRwHUVeaAbDWiU002nUN3zf\nrQ+NCnwX4rgOlYjTHG2nOF+h6tGIrZjttIg8F4lkZWkeYcHBUBlDXpYAOK7EGFheWqLUFZ58/f9m\nyPOUwaiWRwaBg9aawTBGiBqMVpYlvucxjuvEq9EwIU0SlNDMtRwC38GgKa3g+lYfqyEKg6nprKaO\nBkFd6A50I1Kd4Xgup44t8tzGDsHMPA3VICskL72wjhCKH//eB5jvNOtMThR+0MRoWJ4NOHBwjbgU\n5JXiJz/yLnobI0aJRjBPqkuef+0ylzaHNL2Aw6ualiyR5QjHyfBdn6DVQIUer1y8zsJMk7WleQ6f\nXMN1mgSBy87WVWZmA0prePqJy1y7doO8P+KrD79CXIDbaCOxDMcVaMPpY1229mL2JyOwtTqjLCuy\nTDOJM4q4qINYMBRFwWKnw35vwtEjN9FuBmRZziitcJSgESmWZkJaTQffq30Vke+Ctdx04BCTSUla\naNrNJv1JTqorXC9knGVM4pTAlxhd75Py0lBZS5znRL5iME5IphiNQld4vsP+YIIGBuMxD9x7F9Xa\nO9nezjn7muXlosv9J9p0SRmuP8eV177BVx/5Jlu75wnCnGMnl7jrzjcxlidRqsXV9RHffOlFkuFF\n/udf+hck/b+kG8SsLAQcXjvMYBLw6JPn2dje4JP/zRl+4kP38+AtB/kXn3wT+6M9pHR4z/feiaN8\nVlfXuHj5OoXxavR3b4TjWm6+dZ7BIEYpwc52yqjI+atHr/NHX/xLfOkSxzFFNmE4SClLTasVUMQK\nqzQrR1bwI49LV3pqLBMAACAASURBVK/RiUJK49JdXSSNM6xWnL55mes3RnSCJg2vhfRdlHVoddoM\nJ7X8d3wjw5MFy6uzuKH7X6ylr399183kD3/4xzizN+TdB27CAnuvPsf83AJatlCdFmQOVbWPF9TL\nnNxIdDxiOB4yM7eIsAJhYLu3gZcvoCvDTm+PHfYoS4tSEiGKKauiIIpCZkKHYVwwO99kvxcTtSKS\nuKDZafLo+R06rSbjcYmUIC1UeYGQEIY+lTEkSYJSCsfx0LqYzrXr23ma54S+S1GWJFlONR3HONN2\ntapqK/jrdn2ojTev0xbzssJ3nfqwm+adGmPIdG2WslU9pvECj8h3SPMKz/PqcA6hcCRkWR3UUevt\naxmbtBp3egBURUZRacLII0lzSl2QZPXtOwg8+pOM2WaAtmOUUpRlSa5ciqJ2lzqewlpRewyMQQnY\n3unTiAImeYojQVtLMdW1Gy3Y3ttFlwZrKhAOVQVKObiuoKoMcZqhVP3jORxmCGtrhY61+J5DEDgk\nWT2LP31slTTNiCclG1sDGs0I11VYURenymh0WeAqj1JOWflphdCK3UHKbKT49vNbNFsBlS5wMXhK\nE/otHv7Wq3ihS7w/Bup8XW0FzZmjDAcj9gdjfvyn7+O1c1dwTMYj3zrHjd42249e59aTB6kqwSMv\nnOfmY3OsHAg44rV44ls3uOuONucubGJEh2bgc/HqDZaXFkiGE+bnW2RaIJTLjb2Kstjn+HKL57dy\n9oaXafke4/6ATNeKpVxXXLq0y/xKk5luk+2dHuO0YH5hlo3NPYQQzM62SbKSduiRpClVoRlnOaV2\n2NrbQpf1JaI0hsIKfBTWahwpUK7LHUdm2RikJEJxbXsLK+uYxiSbsD8aoaRiMo5JqoLlbpc0Tlme\nbeB5DsZ02N7fJ3QdpBuSFSPGcYonXJQjqbQlzStu9MaoaJUvPrqFsNtURkK+hdj5Ex6noh14RFHB\n2pElDp6+B7lwEx84tcRnfuv3eMdHfoQXf/XTZKaHEgm6SpFGk5UFpw4pbNliZ2eHNBmzOhsQdnv8\n1Ed+iG9++wq97ee55ZREeyd5+A9e5dTbzjAYXKclWsgiJrY5D9x5HH+2Qbo3z+KqTx6XJGVMJ2xw\n5rZbuHzlGnYY011YoaU8rOpiqwnDyRZesIKQJdIvkalg4/xFrIo4fvIQr529wKFTJ9jd2ubAoXku\nnN/jznsjKqkIoogsLUjiEmFA+l2uXt7jptOHSPKUeD+nKhTNmfA71tTvuiKPO2S0uc+Bf/BxqnKT\nhWbFY09+lsefC+imCcKvEHaEkR5SuXhK8PKF80RRm9luvcASStHbiVmI5llanKcwOcP9SW3KKEss\n9YfD8yQ61+SO5sThJc4cynjo2QnDxOKGEl0Iklxjy5g0ClAOtLyQOK6dfWlRa861lbhSUtm66BRl\ngaQmVbqyZl+40iWe5HXghe+TpvWc3HMcrDF1aLkxGGNqmd90Bu9Tqx9rC7bAWjHVkU9lg5Z6rFIZ\nHMcl8OrnIaWkKDSdVkiex2AMxmhAooTF83y0rdC6xPFcfGMZT3I6rYj+sCBwPcpCE7g+mIxKG4wB\n15UoZbBC4AcOYUMRZwWe7+N4iskkxvPq23OSJXVodauN1pphXDsolXKI0xJHGgLXI82qNxbO9eFm\naAcumRFobdGvM26pdd5xmtMIfQ6vziGEYG+QgABTVZSmYpzEtIOQsqwAixWKIHCpihxP+DSjlKPH\nDnP18lXm2wEff/BdLJrP4csOf/zCBiuRxG91GCUVCZqib2l7DsLVSBVQ5QXX1y8zSipkmdDfcdi+\ncZXhaMiFK71aMSIVbhSRjXKUE/D0cz3O3DLLclPx9jcv8O0X1zl16hhX1vcYSsnS0gJpVtCZbTEZ\npFy8uMP9D9zBoUOWfm/ElRsZo+GIIzd3ub49JMvyOmFrkjA/O0OuCy5dmCAcAcg6wDxUzMy0EFIw\nGscIxyEZZxhqc11RWeZaEVfXN+hEAY6jyIsCI+cwNq0LtAZTlGwOJpRVvSsy1jIcxcy1m4zinMCv\nk5s8FyIR4ngCkUr2k5y10KfRUFQ9S1xZ2nu7NTI7LwhaHt1ZjySzRM0QtGRYJOSlQlFhTI4jDQ1f\nsnrmECfu+CAHO4ucvXaV3R3Nx49e4ki2yU995F4+98VP8Wv/8A72bnTJBjlnb8BED7nlcMqLz0ha\nMyEHVmcoJxm9vR5h+16efP4ij33zHD/24XnuPXEb/myDT/6jJR554QXKpMv63j5Xr1zjne9bZT+N\nkSOD44xx5EkEDUJ/hravmPRSwnaAxLK9uUVn7SZubG0hhcviUpP+7oQTJ7sUVUG3ihgmE7KspL/f\no7XYJssSOgszRFJx/NQCG5cnvPsdd9B7ZROjBEhLbgVGG4KmTxWnJCarl+0LDiYX/1kZ/U+/vuuK\n/Mtf+DR3Vm2sUCTPf4VxNcOTf3GRB976Vl7TDnbcYFcI9IIlFxarLSdXDAaBKwOkkDhK0WgFuFYw\n3h/ieR7N0MVahWzBeKLBCFq+h1AOnlOytb3Lq5czirK2eA8HGs9VRGFAYzYkyS3jwYhmAEk+7QSm\nhEpjNGUlEKr+XiKm0CaHoqowuibcySnBUk9v4cbUxVIp9UaMniMVRVFM8QMWK2tuPIAQCilFXZiF\nT6k1nicpiqpGKhsNptbJKyVRQpBlGVHgkBUW12oqWevm6+egkEqSFyWTrMRVkqLMaYQBw3FCEPik\nRYaU9agGDHmpa8NUWaOBdV4byISEyTjHcV2KogAMCIXvwXCU4Hqqvo1XdaSftZqoUS8wvcAhzzVy\nCjRzpKSq6kPFYim1JvR9sqxGGzhKEfq1gUpKWXc4UpKmGQKBI+ouKklLxmlKGIRorQl8DysNrXCG\nl186R7vT5OrWHr/xx3/AXUurjAfXEBou7Ixo+z5WCVphSGPW5ejBeb7xzXOI0vLmu99Mb2/A7oWL\nvP977uLqZp+ZTshwL6fAUGiLzgviUUGvN6HZdPFCh95+RTNMMWXO++45zJ8+cZFm2CGNYxzPIwg9\nbmz366zhUHL26RdJi5xm1OT2ecvXE0NeZKRpShg0yPKUIPDJq5L+MMFzFY6t9yue4zKYZER+SDpJ\n0RayeFwjQET9+jquZZBlZIXB6BgvcFBKkoxHeA5UqqaaCmofyXJ3jhcubhKFivlOi8wYOjMBOrMU\naUElwVeS/n5Gq92ht3WDS3lV+x+UQltDODuD3e3juy55krGV5aBMTTR1PWrUVoWrMlZWAo4eeRvh\n0iKusDTGuwy3L7GcXOOj7zlKuzHL733hKjK6yv3HDyOShIQlXtnbYLe/ydLaKhc2JDMnCu49HHLx\n7Ih2t2C2OYvyYG8nJ2rDA7ctE/iKIknYPn8evT/LuOzRmG0xl8wzTPeZnZsn7qcsHl6hv7tHqz3L\nUreJF2kGewOKasj8UsB777uP5y6+SKPRYHsvwwsjVKC5dn2PwPNpuCXDUUoQhXiVwm1GjMYTDh+f\nwSkipMl54dUJcnWPdrvBcJKwvb3DiVsXOXt5k/moQWvRRQxcnn3sCsvLgte2R9+xpn7XzeRPrZ3m\nwEwXQcHnHvoCn/qXv0s11+azD32NZM/DKQw6KbBZCalBZwabakgMVZpRpAnlaMSLj71MWtXuwo4t\n+aDexik1xRDWDs5y5x1rnD65RquhaLUjxlmJ67tIoSjzDK0LijwHa7mxPaK3P0JJSV5qmEoChaiX\nV0pKjLV4ygFt8BwHJexfW/YB360L2OtIU8+pX3wp/vrPPbce2fiBmu4WLGr6967r4rsSSYXvKsqy\nnvWXZY0Z9V0XpsAzR0rslEcjpjfnoiqpXLc+JGxNr9S6DuPI85J2069DQaaacyGgqkqUNDQDhRWa\n97/1Thq+Q+A5aJ2itSaKQpSo4xSl4g11ENQ7hjSrph2IwYoa46qkRKGYJBl5aUiSrH7eDpiy5MDi\nEW5fqvin/90vUOYF7tTk5Kj6ATqNAF1V+L5ESphMMopCU2pDZWCSFmz1BozTmumRZvWvWhvazZDS\n1OyUeDDhvoMRP3SiyxefX+e3n5vwtltb3NzxWe6EdOd83nfnQR48vciot8VKd5airHj8qWfJkxKP\ngjyNyeIdrq8PefyFK7Ub2VpAsNcfgKgBblleMhjn7A4GVNawOZa89e5b2dod0G6E7O/totEkSczF\nCxfR2jJJspqiWSUMGyE//H1v59qNlFYjrJ2/pSHPM4ajUd3BGUOcxBhdx0KWJdMs4JpZ3uk0sKLe\n8WhjSJKSstQsdDs0Oi0Cz69hXBKM75Fp8D1FqxEgXYd+MmGh26RCkFUVVVZSpIJOI6QRBhSVIStL\nmo2QZBITBh4gyYsCqcBRgo1BTLfTJApdrIQo8phrtmiHAaGvWFlocPtNC5w5cZJW6wBlsYtUgkk2\n4qfe02StfIEfedsqGxsxr25scvsZxVtvf4AvPnSRP/7KnxEl57n7kOZNB+BMM+b2hQF3NkvSrV1K\nMWKu49G/cY21pXnGk4rZ2TXayz6N4CCtRgst53l18zJVHrC3G5NXFW7gMOintDszuNaiQoe0FCBy\n/LDN4ZNHufOuuzh9co3f/O3/yDe+dp1GJ6DVbtOecXC1QVeaURKD8JjtziKlwHdchqOEdFJCGaDc\nmvC5sbtLs0yZDFOUF7Fwoku/6nFtssHjz1zjdz7zNFfWz7N2vEli4d471r5jTRXW/vXH8v/vLyEE\n9rlPs/tiyvlHv4x59yqDpENvZ8zWxgbdtdspyxKUg45LRMOnv7PP/HKH7b0bLM0sgzQIabnp1DEa\nTZ9nX3qeRm+P1tpp3OIKxd4aN7xdKikYJRqfnO3dkqPH5zl/8WX2+iOSuCSbWJK0D1m9pNISjDYI\nAY5yiKchFK/fih23jpYT1lKYAke4CAwWixVTt6q2CGnf4PNYA7xu+cYiVQ23chznjXFNHYEHr5/H\nr9/6pRDo6XjDaFBOHbDhhS6uVLUHYPrcpFBM0hTX9aYSRUMj9Kfgr5SG63LPSZ/eWOJVBcqxrC7P\ncbVnyAQ03QYXr23zv/4Pv8Df/99+mQMzHUblDnecvIvBeJcbezF7e5MaWCYlcZa+wZGR0mJMzfW3\nr9PytMVKgS7qg0FP1TeOK3nX8YMsuBkPfuhBds5e4MDROf7ub3yZrJpmrzYjWs2QNNEYKlwp6PVj\nHFfVr68SlEWBki4WPd2VKBSCVttjNgjYH4+4/ebDJKOYo42YEwdmuLqf4zTaOG5ALgqOL6zxpccv\nEWcZ95/p0Gh2+dMvn2NYFoxGKQ/eucalrQGNRgPHq9EOwlhcT+H7Dka65MmYXjzBSYGwlvaWpeG9\nD9xCv3edysBTz28jHAUWcq0pc40f1M5Qz/UwlUY6Lu0o5ExQ8GSvJGoHlElBqjVoi68kcVFOFUth\n7WzOSioLc60meZlNx4vguQKLoapsjdGW4AhJUVk8R9NqeKRZSbfTZjTKKXRGGPj1z12lcbxg2pWC\n77kMx1kNn5QOZWHIdYrnOORFgTaGdrNJlmVMsgrXc9FZvc9qtUOUUoR+A89XNBohketRaYPFUOYZ\njuehLHTMWT7yoR/DcSwT0WX7+haHZjO0WOI3fvfL3PmmlEDeyuMvvMZHP3AXk0xj9JDl2TZBx8Hk\nTf7gj/+Sd7/lPpJySDHJOXuhxyuJ4IHTGT/9gw+wMn8L6+cfZm7tBI89co6oE3F9a8zM/AwXL2+w\n0GmwMNNi+cgCQmo218ck8YTVtQW2NoeEzSbj/oi0KHj85X0evPsATqRYv3KNhttid3/EsVNdsl7O\nflayvNTAVpY0hkFWJ90pN+P5bz2P2zrIA2+OmFnssPXShN2ZXca7lkE5Zm+3wbtPHWE0GDM322E4\nGXPw9BLf9/c+y99Uyr/rivzP/dADHNvv8LNf/7/4/V//xwgOUhY5yY6D3w3IsxLXD5jkY0aTjMDz\nsSiyeMTq0ioIgxSWg4fnSaom6XiCYoti5PDiV/493dmDNG6/G+O06fde5czp+3j6lRdwlcURPgeO\nrpGOB3zzia/zzne/n2989evc++A7uXblOo6pCKOCceFQ5h5XLjzP+uY15tvLHDtyEk+WxHrC9kaf\n0WREUWY40qPSZX1DntIS67Qhi7amplyKmmktERhb81/qEU0N+NK6nqcbUX8gAarKoFR9yLxOeJRS\nvDEGgnp0VGmNmnYdZmqcwtRKIKUMn3jXHKNRyt4w5+DyDEpbHnoN7jpk2RrGrMx0ePiSYTjJ8GNL\nZ8llxZGcjjf5ducIUdimdAwvXVjHak1RafTrWv8pAljK+satqzrg3Nq6+3Cmy2lra078r/zCLxKF\nOZf+1b/hS2PLGI2XTvjwj93Or/7JSyzNhhS6/jfLqg4Az8vi/7Oo1tbWHZKUbxAslRIcXZrBCs2B\npWXSPKMsUt5za8Rr6wmrLcupw0d4+vo21/dynr+S4omEN584wouXthnmFZVRGHQdz1gWRJ6i4XvM\nzrSoqMdQWZIjhaHTbBGnSf3+SYdb1ubZyXMubexTVRWecmmGcGDe4/JGzu4oRhcVlTV1ULSpg9Wl\ncjG6pKwMAsPpwOWSNlTGwXMFZaHreW1a1NcJIXEcyekTh+j1xoSez3y3A1hG44w0zZgkBXEy4PiB\nVRxHEoUBaZFSVraGnEmXJJ+O5vICqUTN7pcOjrQYIZFS1ZJXIbFQeyysx2gyIilyQKKtIQrC+n3X\ntc8jCD0C1wWjcRzF/NwCSikajQZKabLJBITi/fcMOf/sEsMZi68cPvGhkzz33Ihjt87x6c8+yyd/\n/A7+yf/yed7xwTOQjUnFPKuLDmdfusr8gWXectsM65eHFOUAaWdJ8z1OHF7F0OFzT73Cc2c3OLgo\nyEyDD93q8MBbjjDuOxw40sQNfV47d51SKM69vMPi0hz9/hiHikMnFlBZAyeA/n4MyjLbXWDj2nlW\nVla4dGGXsOXyjUd2uO9tkheeGHPweECrucKNnR2OHp6lsi5bOyMWu7P0+wOk9vjzh9f5/r91mOJc\nysl3r/CNzz/HgfsVh/UxnE6D7RsDuvNN0nFJQYW0FXkmCEOJkhFziw7v/dm/uch/183k5XLJfe4q\nlH2uXd2iGc6RDq8yM38TUhh8zwVrmAnadIL2dB5rKYIGUloEFqzhpee/yfGTD/BXX/gP/PDbbmfj\nhReYcQ4QRRPWX7nI1v4ecVGyc33IB97+/czf3qTbmuX//rd/wPWNq3zyv/0ZPvUvP8U9d7yVh7/+\ned513we4sbfJ4ZX7eOipz7F7dcTC0gzz4RwHjx4lSwoOnTjNvt1BJCGdqINhQilz0oElKRLKymAd\nD4Mgy0tsBY5XSwqtns7mba0/fz2gxFqLERbhKBwhEFPlTv39fzrjr0c91tY3NGda9F4P2EYKhK1v\nXFaUeMLl//yJ07gdn73dlMk4ZzTusRNX3Np18ZVmZyDZHpe0lQbfwfMULZvw5hNLPPLkNhN22bix\nSdMPue/McZ547pW6C5nKJWtcWF3Ujann9mCngdpyygtSSFk/7/3rV6mOrnJ+voFqGZZagoMHT/O1\n56/TaUeMExAIkjyf4hLqYAnl1hmjYHGEqA96C66rUALmZyNanYjIV5TFhEYUEuuMZNjj5HLIxmbO\nxu5lOiJgc7TNz33gFv73L1zkkXPXGUwmBF6ItgWO59MbTvA8SS9JoB3VOwThU5gCJaGyNeWxHt95\nlDon6Y9ZHwxZmJlnFA/QpWU4qaMTlQrr91QplBWkaY7veiAsWD2Vz5Z0Ok2GWYEWNZXTGIkEyqJk\nebFLuxXW/gDpUEwKljpNrAPbN3YwBVg0juvQDBSOiBgMh0gp2d3bx1GCrKpJnnGVIahzALQ2ZLkm\nCALyomBcFPi+V3eeFlylOH7qGBcvXkWIilJr6ouJwpXqDeVYq9OkyutQDlvVu6752TZRwyfwFFaX\nxJOkRmMbTfl8SpEPGe1Y/se/ex+/89vP8KYHjnLuxevccWaGy9uX+Mc//0G+9a2XWDl2G//s97/C\nkcNzDHol5uIjnFl5H+2o4uDh47x27irD0Q4HDh3m8391Dq/KOX50hfZswN9+n8ApF5mZn+cvvvhZ\nPnrkRyjSioOnWjz559eI/ICysAjrIn1JkYZIk0LhUaQVrVabyuSsHj6MTTRRJ0K4QJTxpUdzfvj+\nNfZ6GqECrAZLSTzStJoeg/0ReTxiO8t5x9vbtIDj77yJzz93if3dkPe3bsf4husX92i0Isa9CVJa\n8nKCxKXIBFgPLffp6KXvWFO/68xQ777/LlbGlnPPfJtq9hCj3oAyM2jj0whaCOoiZo1Fmwo1pTBi\nNRIwVuPqinfdcx9f+OpTvOtH7+HyS89y8OaUzc2Y0bVX2BYBUWu2DoZuxpw5czcvPvUiv/eZP8Sk\nMZ712e8PyVPL23/gHn70gz/Ntb2rPPbwo5x/+SJz7YMcnDvG+pULzHebNJXGKMs73neGFx55HCkn\n7I/3+Pv/8JcYDF9i50rK277nTjxH0xuO8b2gHjsBNarF4DiSd77vLq5e2UAKWRctVd/OhBAoxNQE\nJVBSTGf5Bo2hGUVUVVmnzYc+i/Oz+J7FcQRBoOk0Io4fXCbPUtqNkE7bo+ELnrgSc+WGoC1jvLlZ\njHBBwJ+d7TNKArLMMs4yRv0x9xzpkOVjbloouZ67nLh5lu3dgokWHJkP8VzLJM04cbhNZisagYvj\nSFqdBp4QND0XvxGCANd1WJhr4nk+3XZI1PIRCBrRHPfecxtf/sofciNvMhxqPjgYcfJ9D/Ly848z\nyB0KXWDE9KBQqjZO/SebpbpjqEdfYSC588QSo3FJ4AcsRnDTgVmadswrVwccWYzYTwRrSz69QYYr\nNUFgGcVjro18irwk8DwKrTGmQloFCowWeMphp5/SG8XsTyY1lEtbSmOQ1lLkBXlR7y18CbtxTJVr\ntLZYKzG6otQ1dsFOWx+rDUKCUAJjBVVVG2SMsVTGklqJ0RbHdXCUIAo8hJRIR9EbjOrIS0cw3B8w\nikeM+kOyvN4tSaeirAqyIsWUmqKoSIuCqtRT2WxN63y9g9SVBmqypzYaIepDM/BdsqwgbPhM8pxe\nf0CJrkNGIm96uTBIWYsETFWRJGm9VDcCKyyL3UYN2LM13jgv0+lnwKIry13LRxm0+nzih9/CuUsR\ny12DrSre+Z5j5L0hp46eYnc7YzTe5w+//gq7g5RWo+T2pTFvu3OFgysHWFpcYPPakNUDi1xdv8zR\nwyc4++wrfPh738tXn3iJ6xt7fOTBU7z60oRb71pgZ/sGy90ucZZQJh7z3Xm29oYUZcry4jJpVqKr\nHsLWO41ef0Q6yZmfaVAaQZoMmIwtjiu4diEnz4ccOTRPqRKyTLO/pXn13AW6K12EFAwnY4QHK3OL\nNFyFIzzajXkmoSS3+yy1Q4LAYTKegJAkpiAIIpAeylqiVhvHgcEwQUnJn37jb3a8fsdxzbVr1/j4\nxz/Ozs4OCwsL/MzP/Awf+9jHGI/H/ORP/iTPPvssd999N5/+9KdpNpsA/Nqv/Rq//uu/juu6/OZv\n/iZvfetbAXj55Zf5iZ/4CQaDAR/96Ef55V/+5f/8yQjBh990E6VxyUvJ299+D6Nhj8VGRJZaDp0+\niYa/BlJNM0ylgq2dGyx1l6dcjIrtjQv8wE//NI9/+VleO/t5Tpy6gyt/9Q2GqcepH/xeZha6CHIo\nDF/80kPc/6GTJJMG3/yrrzM7v8yP/Z2P8rWvPMm9N9/LZz/32yx05lgfbXK4OUNJG11sYUynHhe5\nCeroKZyNLUax5dab1zi8cIxgJuPRrzyG12iQJROyeJteUjK/ehdeNOT8S9ew1YRWa5bltWM89thT\naMdyaH6W6zt9mlGDdpCzM7JEUQTCpSgTsrSgOdOi2QzY741rV6ISlMKSD1LmF5cQWtOca9Nudoi8\nFlY7rKx1sSpjc/06Jw8eZW9/h+HeDresgGs0I6v49187R2EsaVEx2+7yr3/ln5IVFr/pEfeHrH/p\nEXaXm6wsGP7s81/HdVocXXG52k/oJy3azQ5JmaHLit3xLlkqydNxvUPQ1ZQSCcqTVHmFUi5W1GOr\no0sH+Z3P/Bt+7hc/xnDb5+rmJmD4vV/553z7W3/B//GZh6c0S95YRruu5MThBqcPnOIvnvgmRtfN\nqe/UqVcfessRDsuMZqj4nnd8D2Z8g4effpnH1j2u7Gbk+YiP/b/UvWd0JeWZtntVrp2VY3dL6qjO\nOdHknDHYJuNEGjy2x9jgNGPG9vKA8TDjbGOMGYMxJtgmOIChG9NAQwfoROdWS2plaW9p51274vv9\nKJlzzpoZn7O+8+eb+qO1SrtUa2nteup9n+e+r/usuQwcPo6m6wyMFYlEYCALvYWwmFcc933vQSjD\nFeiGgu8L8oUSsgIBoMsKEISSQllGliR0FTqSKfoKxXClKslIsoymKciSiqyA5/h4vk+1aiMp2rTD\nWaCqOqVKmXg0gj2tZprGpNPZ2MRkoYCPIB41Q5WXD+VKEV2XEdPKL0VXcaseuikjiXB3p0kyvhAI\nRUIlBNs5buiedr1QBmzooQzTcwW6pmJPeyCELE3LeUPcs6qEL1zH9xDTlFRJhIY7AoGh69Py2+B9\ndVkqFkGo0NHSjKYIZB0USSU3UaJYyvCNKxeTT80nkYzRUV/D/r2vUcipGDUSvmcT0yKcHK4Sq6vh\nD9sPMzxe4A//8QE2/2GI8UyVOfPqKU0U8fwyte0mpmqQiBqYhsGLr0xQsyDg6Ud388gD1+JWx0nE\nZ4AOudFRjITBgbf6qJuXYnSgQsUXVAsBkioQEsyclWK4r4gWlTB1DVl2sD2N7JQFUpWWthZ+8dgh\nmhe4LJnRzjPP7+D8U1YQadCQFQ9dMqmWXOSohpA8AtvDMCVkVycVqWc8IjCmeqmNziCSNLDyHlXK\nZJ0KUknCSMZoiKl4kkRgOYzki0QiErf961/+93ryY2NjjI2NsWLFCjKZDOvWrWPfvn385Cc/YXBw\nkAceeIDPWlTVZAAAIABJREFUf/7zdHZ2ctdddzExMcHpp5/Oyy+/TF9fH3feeSe7d+8G4OKLL+aj\nH/0o5557LldccQXf/e53WbNmzX8q8vdeuYrG2hiOLLAyZYIquCgUhYSpNeNLCoGiIEkSTsVB1cLY\nvONjQ8xKtSBHdCQhERgVigUHI6FSLBdQFJmpdA7ZV5GbU2i6RLmcx0y1cOaFyyj7Wd584TAV3yIu\n4iQ7JQLf4vyzbuA/fvIQDfUpOmd20712NUcP7ubAwfeo0RNEYnHWrD+FA7v+TDFfIZLqRFGKSIGC\nbNajxotQ1AlEhrbGBRw7MURj2yz27Hudhrp6CtYIn7j1Lu5/4F4MNcF1V57Pcy+8QWdHjEhNG4cO\n7GPl3G52Ht5HY0MrfUOj6IFA0nTyVhUZQXtzismpCrKicP0VH+YXv/kNjfVNXHjZRfzmmWdwSnkM\nQ8cLPIJACQuLXeXCqy5l+7adLF3WjaLF2fGXv2DGIhQmc2F7R1IxzTiyUiU35dDR2cn1E5M8rpgM\nWqPMSCVpaYijBh5vHB1CUUJji+uCIsv4Ytq8hRQWKjtUDCEFtM5qZ3xwFCDk2yAz11V48sA+dt/3\nMT77wrvoapSKVeSui05j5tKZfPpbv8R2BRIKQgq45yPn89izL2N7Cletn8vv39jJuEihKaGiKeQd\nCRriEeLRGPNryyhVhaMTBS47Jcm7Yya6YiIkhSMDU3TEPWSvgqlpGLrPM/ttZBHyYWzXIxo1sS0H\nXVfCgbkbUHVDlIQkSWiygqZJGKqK53nhfEUSNCDIShpMu6KFEAQi7EsHfqiMKlsWHXrAsC1TcHxk\nNVz5RiMaEgqJhEHghwHljjM9cBcClGkZ6/9NKu1NG+QkScIToeKqPpGiall4vofj+9NKJfACf1rd\nJYe7DMLM3Ok3KcC0JFYCRUKSw/hERZbC/vp0S0lRQ66SJithO0f96+wo7Mf7btiac30Rtno0hWSk\nmYpnEVhF4gkDu5rnh3edgaq2kcuV8RSHI4cP0tJUy+LFi9i3az91TR08+dQLXHL5JjStHiGZSF4e\n3wsxwXKkgTmddWSzOYqZEkuXdjOeGWDve8dZv241v3zmCG21CV45tJ/nfvpxdr25k1NXn82Rk9vp\naJ9DsTLOZGkUp5wkoad4d+8wtfVJNm95mas+fDkHjgwS1xTSk2nGhqeY2aaxcONy/IKLEFFS9SY/\nefYwt149l93b00y6wySYQTQeYDlVAl9Qn0xx9GQvDQ3NGIpMLGoQOD6LFy7n3kdf4VMfnkul7ENg\nkKgJmByrUixYmHGNil2lta2JatkiKEI14lLIFfjMj976b4v832zXxONxWlpaAIhGo2zevJlZs2bx\n3HPP8dnPfpYZM2bQ0tLCk08+ydVXX82rr76Koihcc801dHZ28uCDD3LjjTei6zr33HMPDz30ENFo\nlFwux9jYGOvWrft/3O/rX/86S5AZHJ+i0J+mNGkRRFVKA2ME+Sz25BB++iRyZgAx0Y+aHUDJDiJP\nDdLgTKIXh9GyAyi5UYzMIMlSGnNqnFQuS6owSZNdoFUzKSZM/u7Of+DM885k7twO9r/Tx4EdB7jq\n0usYGThK0aqSCJr4yLW3U9uaJJVqxS6oRIwktTUR5s+eS//wCG1zWrjw8vNQVJWOBYs4cmKY0tQA\n5VIfrjzMxrVnMN5fphxAYXSCnt5hbGOS8dERbFvg+iWWrbyYxx/7FVGthmQt7NnfT01tEkfo1NU1\nsbBrFjNmL8av2Ozb08PCrgZ8VWPWzAQNdTOwymVs16N70RIyU2lWr9/Arnd24DtlDh08zIeuuphj\nJwYolssovoQvKUhKQENqDsJROXLwOMPDQ/Qf60GWFHzNxbF9kqlGDDwKZYdVq9bS099DLj9JbOlK\nDh3fSzmAyVyFSavCylaHkquRLYUrVVlRpoetIS8HWeC57rQOPpRnFnOFMHZNk8P2Mx6acLjhtjto\nrfkVL73Uy2QlICEHXDf/TR5+4SBIEgXPnM6O1bEGB/A0mbpkQMT3GJwqUFViYRAMIeLBC6DihEjb\nnGvSn7eJJjWOT2nUagq9Q5N41TK6Z1GyHCYLAY4raGuq5/BoFUUP2xOyEurxdcMkGpEpFO1QOSUE\ngQ9IYaEMglBR5QUBgQAFQby2iWy5GK6egyAkTno+QSDQZYmzVzZQGR/hE506UmmEflIISUKSQydx\nEARUHQffD7DdgKrr4/keVdfD80InseO50z8DXCFC+N30gNqdbslYjosTeLhe2D+3XT9cZUvg+4Jg\nGp8hhI+iqmGYjB8gq/I0BE5FBP775jw/CKaH6TKeB24go9gONgq+LxE1fJKxJLIcoEogE6CrCom4\njhwIfvS1jfT1OYxnpnBdm1suXIhm1mEEZQqlCsNDaZyKTTQSo2j71CTjnBxMk56cYm7XAiYyUzQ1\nD1KbnMtrr77BZR+4hEPHhhnqPUoymcSnxNRkjtlzOzh4bC9iMkKiU2XP0UFWrYnREZNID6T582tv\n0dLeQDbtk2qK8PbmAZrbEwSyjGI41CYTtHZ0kZ8sE/gBmhlBMVVmzp5DU3MNMaMxBK+ZSY4cPU5H\ns43sJkkma3h7T5ZZs2Jkc1PUJ5O4vodp6pTLATIKyRqdSDRGe2sD2XSJbcdPsLqjAdk0yGctfFkn\nk8liRFO4voeq6Jzsm8CMxMhVp3A9Cb8q8dLuk///2TU9PT0cPHiQdevWsWvXLrq7uwHo7u5m586d\nAOzYsYOFCxe+f82CBQvYsWMHPT09NDU1vX9+0aJFbN++/b+8T/38bjoWrKSmrQu1vp2K5ZFUIKko\nJGRBXJWIyBKmLGGqMqYiE1EkIoqKIUvoCHQpQA0CVN9D9zwMfHTfRxUSPQ01OFrAd77/PQ7s7CFa\nl2Dpylms2LSawVw/btmlrqYJRJXxTJUHv/0jgrxK3/heDvds5Y8vPM3vnngepSQ4svs9NFcnXmOw\n9ZXnKeYmqPgQUIPpR3jud89SCvpobJygLErIioNcMvjUV27j9PPOpmL5bH/zFaJRDbCZmvBxLIcL\nrzqb2qZ6envf44VXX+Phx3/FrmPHqW1r4ppP3M4NN3+M1pblKK7Pkq4OLtx4NnNao1x70Qb6jw5w\n7sY1nLX+NM7YtBRDsolHC8yfO5Ouuc001xjENBPUDPuOvIUacbj62ssJZMBU8MoezTMiCFmngoQT\n2LyxbRuB8IlEFV7ct4O5C5uobawPo928gM66VobyoVGpvkEgKxLIAbIsEHLwvspFAD4+YloFJIsw\nIDmVkPiXOy/AbG7m55/7MJMjUX5wTT2z1WF+erNDLm9zx6Xz+fuNOWqjRdbNbWBmvMySdR1ceOYK\n/v62z1EdHSOaSlGd5smruoGkyNi+wJM1smUHO1ApuwFZR6fseEyO9hJPGMRjBvU1EZIpA19VqaLw\n1M4JXD/M3FUjeoi5Blzfx7IFphmGV+u6TixuYJo6kYhKZBo7rOsqqUQEQ9MwNYeapEkyGUHXVWKm\nTntTgkRM56s3LGJ5fQcbVp3GFmMhk62ncteNp1KTiBKNRkJTny6TjOnU15oIJBRDR1K1MJ9UklEN\nHdWIIqsammGG0sRIBF3X0XUdI2KiGhp3XW3S1rGAaCyJputEYyaRqIGumyiajG6oxCMKpm4AIYVT\nUSV0ReHspTm+//mVNMUj6Io6DS5TUHQNRVWQNZWkKBBRYqybPZdqIGFE5rB6/flUAxVf1ilUZdI5\nm9F0hUKlyhfueo5zT1nD7Z+4kW995gI2v23R1BBlIl+mYlWJaVFS9Q2UbY/0QI6hoSEKRYkzTl/G\nQHqMWQtiDJ3QiaciXHDp+Rw9dgRTFSSaZlLXGGHGzCiLlnejE+e6D13Flp4sLS3tXLK6lRNHBDWN\nJmZEZumSeg73jPCnV05QyNgcHRTUJuMk2uppqm8nW8hTWydTKRYRmkDRAvAFs1pTJJJJXCdMdAr0\nErNamulsmUcgw2SmQP9ElmJ+EkPSKRYrpGJJSlWbObNn0Dmnnnx2GlBmlciVyviOYODEBK4dULLz\njJwcwXZtbKVCLB4h2aDS0pZA0hX8skSsXqOuPvU3a/f/J3VNsVjkmmuu4Tvf+Q7xePy/3Rb8V4ck\n/WfL7d+6fsu27SF2QNHpNGFOPE7gOSCrSEjgewgpeD83Ukw/fNL0llmIAEV4hClKYfqREH6YhKQb\nlBWJ5mQHLXWzGQ0G2fHg28xom8uMpTPYuGQTH/jgRn79w7e5+Ooz+Ld770eSJN5+8yUS8SiyY2Lb\nWc487xze2rWZrs4YP3rwR8iejIVFUtUIpBKa7FO06jDiHqXxPH7JwbMlauvr+din/g5NKrJt2zvg\nC2yq/PjHP+DOz3yJmz90A5ZSYVP3Qna+eozR4SyRSJLP3fZpHnr4UaYqE3z1G//C4q4G+oYcXK+E\nLsd5b2Ac2yqgoPKxm2/h0V+8hG2H/VDff5eGplqO9w2gKiquE9IvpaKG58k0tBk88/Tv0FSTfL6E\nrimMDFTQVZ/5S2dydF8vni/YsHExu94+ghHRWd3RyL7e45xz9tksmz3BxHGL79/7ORAStl3i4N4R\neoc3M16GYr6M5ZnUGVHGchXsioEsSSyfW0d6fIqcLfHEP92A2biIh5QdTOaP8bMXurl1VZRv3Ho5\nnZ+YQeZrP0eUd3D6Kg1x1tdRnQinn9LN8z+4ibkbvsKRP/+Myz5/F7v/9UeoksTlS2fw/IFRWo0i\nA04M1xEgJHLFctiiENBVI7jvXx5mKF9A0jqojaf4t69/EXeylykL4ikT2Q4Jjj4Sumkg+wF+qAJF\n1yVkWUVCoMgqiiJQFRWBDz4oigYECEnQ0NBCdXwMn4CaWARVBoSg2dBomjmPf9+xjUJuGr5mV9BY\nyi2XX8zA+Aiv7zmIHonz+9e2s/v5R/jC/f+BYUoErk+uYiFEKE/1gnC+4Xv/17MlZJmYYlDxQg7Q\nkcFGIpLAdQJiqSieBYESql1cO1ydt0k2aaK4wV/BeB6KKvHtJ+7F65nN0td+yFAmxejgu7gSSAr4\nIsQkXLVxJk++mmX38BBOpYJdOYkzEeN7P/oOzz6/lX1HdpNLZ7ju0nPYs/UlslozqxaY7HztZWK1\nc0lIMv1HB4mkTCyrjKyoBK5LRJfR4go73h3mtk+cTXpMpaG+iFfRWLxqBZ4rI2tJxsdOoBoJpspZ\nRkfzLFs4j1QyyUDfMWpoQm+QKUwco7c3QsEqI6sBi1as4eU//5kLrjyVN2sHKJcESxZ3gWKSH8vS\nXN9K2arg+TKVfIVV583n7df72XjmYiaGMkQ1mcnJAm0z4xQmLVrbG5jKV+g/NozvO6xqbEUyPFLx\nBPlClXy1hKGAK1WxCzK6IlOxbOImNDY0sOn0ZlpTHRQKBQJH0DJjBoViGhxBvCXCsf3DzJ5Xxx+3\nHSGd9VBOmqEx9G8c/69F3nVdPvjBD3LTTTdxxRVXALB27VoOHz7MypUrOXz4MGvXrgVg/fr1bN68\n+f1rjxw5wtq1a0kkEoyPj79//tChQ2zYsOG/vN8Z61dMZ4AKDN/HlwTy4BEC30dhemsvyfi+iyxC\n1YnnuOFEalp1IouQcSKmsQEiCB86odcwywsY6DvI6NQg0nEFz/PJFMfZc1Di6cpjGJEEiWQDE4UW\nrrjyYp74zWPoWhyvLGOqNq4CL299Fsd2aZ99NgR/gEDG9KvY5FF9kPX5lLw+dFVGqCkkuxPNOEqp\nMMm/fuNbJCJJgnIaWVaJqoJP3vJp9FiEP734FwZLfTz9RB3N7eD5HqLq8K0ffodSuciN157D40+9\nStfSlcyaOcIrbxxE1h0qlkUgSdxw/S0cPNDDvO5OGls7WDRvA6bmUE5v5VdPC9Zv6uTN7fvDYGzX\nwzB0FEkhmYDAU7nwgo0I1+GFV97BdU3OPftiDu79LptOO5M33nwNSQHXcTh79Vn84rXjbHvjdb79\nwHYIHCgcZvToWxzvLyJnDrB+3TXs3j/MpCEwlRSlyTfZMC/Fvt48U1NZDh53SBoGTz38I8xYjsD3\neerXTyNNHWZ8zxvUd1/OsT0ZZu9+GmneB5HHfsGJaheVooOcjPPjn71KNPlR3tgzSND8YdpclUQ8\nyqQV0LFoEdHjY+iRJqJuFUFAgE4s5nH96SrXf+Ex0uMGmcBlopJluPckbjlNTUsXNdky1UwaDwVF\ng6gcCZG4moqmgeN40ygLL8ReRCWQDXADIrpO2SqhGFr4dVQkVF0hYihomoohh+ocCR9dg2bpGEuv\n203Tc5eSbIkwnh7g/A1zGD55jFgyToM8STIZQYiAE5ufolLJkWpMgVMkiBponk0wPdTUlDCbV1dl\nZNkMFzYAsoSKTFKXWLjpEg7/ZYylLQvIWXmyQ8dQZRVUA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WbJl9LM6ZrJJz5+Kz/71ZMM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\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jnM1XX8PGhXkyfMzyCLVd1/O5j3+BimtiWIIkzdG1QTPUcR2SICAVOZZjsxhZ1LMSO2Y3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\n/4Y2BlNYLIayzNG6ogBa63BU+KPDVL8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T8Dwfw8hM/TjzczQ1r8IwDW5cmyWVjpGyXdLJ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\nL0mStIjJIi9JkrSI/QfKrFWt/FZijwAAAABJRU5ErkJggg==\n" } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## isolate small patch from the original image" ] }, { "cell_type": "code", "collapsed": false, "input": [ "r = r_original[1150:1450,2300:2600,0].copy().astype(numpy.uint8)\n", "g = g_original[1150:1450,2300:2600,0].copy().astype(numpy.uint8)\n", "b = b_original[1150:1450,2300:2600,0].copy().astype(numpy.uint8)\n", "a = numpy.ones_like(r) * 255\n", "rgba = numpy.dstack((r,g,b,a)).copy()\n", "\n", "\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba);\n", "matplotlib.pyplot.title(\"rgba\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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iAl5ZcePWQDbH0M/xzRxVY8rGEGGdB6JaWci+pekcagm88NSb3sh3f8+baPrAcrliGtco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\nt6mdzhRkq2iaQOh6W+mUxPihjzGLMVDXDeWgYHNzH1pbrpw/TwpLtPL4sKT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} ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## common benchmarking code" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import sys\n", "import time\n", "\n", "if sys.platform == \"win32\":\n", " print \"Using time.clock for benchmarking...\\n\" \n", " system_timer_function = time.clock\n", "else:\n", " print \"Using time.time for benchmarking...\\n\" \n", " system_timer_function = time.time\n", " \n", "num_timing_iterations = 1\n", " \n", " \n", " \n", "print \"num_timing_iterations = %d\" % num_timing_iterations" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using time.clock for benchmarking...\n", "\n", "num_timing_iterations = 1\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## common bilateral filter code\n", "\n", "We use the following expression for the 1D non-normalized Gaussian Function $G(x)$:\n", "\n", "### $$G(x) = e^{ - \\frac{ x^2 }{ 2 { \\sigma }^2 } }$$\n", "\n", "Similarly, we use the following expression for the 2D non-normalized Gaussian Function $G(x,y)$:\n", "\n", "### $$G(x,y) = e^{ - \\frac{ x^2 + y^2 }{ 2 { \\sigma }^2 } }$$\n", "\n", "To perform a bilateral filtering operation, we normalize both of these functions. We use the normalized versions of each function as the *range* and *space* kernels in the bilateral filtering algorithm. See [1] for more details.\n", "\n", "[1] http://people.csail.mit.edu/sparis/bf_course/course_notes.pdf" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy\n", "\n", "bilateral_blur_space_kernel_width = numpy.int32(25)\n", "bilateral_blur_space_kernel_half_width = numpy.int32(12)\n", "bilateral_blur_space_sigma = numpy.float32(4)\n", "\n", "bilateral_blur_range_kernel_width = numpy.int32(513)\n", "bilateral_blur_range_kernel_half_width = numpy.int32(256)\n", "bilateral_blur_range_sigma = numpy.float32(30)\n", "\n", "#\n", "# set up the space (2D) and range (1D) kernels\n", "#\n", "y_space, x_space = \\\n", " scipy.mgrid[ \\\n", " -bilateral_blur_space_kernel_half_width:bilateral_blur_space_kernel_half_width+1, \\\n", " -bilateral_blur_space_kernel_half_width:bilateral_blur_space_kernel_half_width+1]\n", "\n", "bilateral_blur_space_kernel_not_normalized = numpy.exp( ( - ( x_space**2 + y_space**2 ) ) / ( 2 * bilateral_blur_space_sigma**2 ) )\n", "normalization_constant_space = numpy.float32(1) / numpy.sum(bilateral_blur_space_kernel_not_normalized)\n", "bilateral_blur_space_kernel = (normalization_constant_space * bilateral_blur_space_kernel_not_normalized).astype(numpy.float32)\n", "\n", "x_range = numpy.array(range(-bilateral_blur_range_kernel_half_width,bilateral_blur_range_kernel_half_width+1))\n", "\n", "bilateral_blur_range_kernel_not_normalized = numpy.exp( ( - ( x_range**2 ) ) / ( 2 * bilateral_blur_range_sigma**2 ) )\n", "normalization_constant_range = numpy.float32(1) / numpy.sum(bilateral_blur_range_kernel_not_normalized)\n", "bilateral_blur_range_kernel = (normalization_constant_range * bilateral_blur_range_kernel_not_normalized).astype(numpy.float32)\n", "\n", "\n", "\n", "figsize(9,4)\n", "\n", "matplotlib.pyplot.subplot(121)\n", "matplotlib.pyplot.imshow(bilateral_blur_space_kernel, cmap=\"gray\", interpolation=\"nearest\");\n", "matplotlib.pyplot.title(\"bilateral_blur_space_kernel\")\n", "matplotlib.pyplot.colorbar();\n", "\n", "matplotlib.pyplot.subplot(122)\n", "matplotlib.pyplot.plot(bilateral_blur_range_kernel);\n", "matplotlib.pyplot.title(\"bilateral_blur_range_kernel\")\n", "\n", "matplotlib.pyplot.subplots_adjust(wspace=0.8, bottom=0.2, top=0.8)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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/HhcXh549eyIgIEBn//LyckyaNAkeHh6YPHkyZ18ioqulNRYAjQyxBxRYECIQ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\nd4b6LzW2ZMkSdO7cGX/7298M7pOcnKz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} ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## define CPU bilateral filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy\n", "\n", "def bilateral_filter_cpu(\n", " image,\n", " bilateral_blur_space_kernel,\n", " bilateral_blur_range_kernel,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_range_kernel_half_width ):\n", " \n", " #\n", " # allocate blurred image to return\n", " #\n", " blurred_cpu_bilateral = numpy.zeros_like(image)\n", "\n", " #\n", " # iterate over the input image\n", " #\n", " num_pixels_y = image.shape[0]\n", " num_pixels_x = image.shape[1]\n", " \n", " for y in range(num_pixels_y):\n", " for x in range(num_pixels_x):\n", " \n", " #\n", " # compute non-normalized combined kernel for this pixel\n", " #\n", " image_value = image[y,x]\n", " bilateral_blur_combined_kernel_not_normalized = numpy.zeros_like(bilateral_blur_space_kernel)\n", " bilateral_blur_combined_kernel_not_normalized_sum = numpy.float32(0)\n", " \n", " for offset_y in range(-bilateral_blur_space_kernel_half_width, bilateral_blur_space_kernel_half_width + 1):\n", " for offset_x in range(-bilateral_blur_space_kernel_half_width, bilateral_blur_space_kernel_half_width + 1):\n", " \n", " image_offset_index_y = y + offset_y\n", " image_offset_index_x = x + offset_x\n", " image_offset_index_y_clamped = min(num_pixels_y - 1, max(0, image_offset_index_y))\n", " image_offset_index_x_clamped = min(num_pixels_x - 1, max(0, image_offset_index_x))\n", " \n", " image_offset_value = image[image_offset_index_y_clamped,image_offset_index_x_clamped]\n", " \n", " bilateral_blur_space_kernel_index_y = offset_y + bilateral_blur_space_kernel_half_width\n", " bilateral_blur_space_kernel_index_x = offset_x + bilateral_blur_space_kernel_half_width\n", " bilateral_blur_space_kernel_value = \\\n", " bilateral_blur_space_kernel[bilateral_blur_space_kernel_index_y, bilateral_blur_space_kernel_index_x]\n", " \n", " bilateral_blur_range_kernel_index = \\\n", " abs(numpy.int32(image_value) - numpy.int32(image_offset_value)) + bilateral_blur_range_kernel_half_width\n", " bilateral_blur_range_kernel_value = bilateral_blur_range_kernel[bilateral_blur_range_kernel_index]\n", " \n", " bilateral_blur_combined_kernel_not_normalized_value = \\\n", " bilateral_blur_space_kernel_value * bilateral_blur_range_kernel_value\n", " \n", " bilateral_blur_combined_kernel_not_normalized[bilateral_blur_space_kernel_index_y,bilateral_blur_space_kernel_index_x] = \\\n", " bilateral_blur_combined_kernel_not_normalized_value\n", " \n", " bilateral_blur_combined_kernel_not_normalized_sum = \\\n", " bilateral_blur_combined_kernel_not_normalized_sum + bilateral_blur_combined_kernel_not_normalized_value\n", "\n", " #\n", " # compute normalization constant for the current combined kernel\n", " #\n", " normalization_constant = numpy.float32(1) / bilateral_blur_combined_kernel_not_normalized_sum\n", "\n", " #\n", " # convolve the current pixel with the current combined kernel and normalize\n", " #\n", " result_value = 0\n", "\n", " for offset_y in range(-bilateral_blur_space_kernel_half_width, bilateral_blur_space_kernel_half_width + 1):\n", " for offset_x in range(-bilateral_blur_space_kernel_half_width, bilateral_blur_space_kernel_half_width + 1):\n", " \n", " image_offset_index_y = y + offset_y\n", " image_offset_index_x = x + offset_x\n", " image_offset_index_y_clamped = min(num_pixels_y - 1, max(0, image_offset_index_y))\n", " image_offset_index_x_clamped = min(num_pixels_x - 1, max(0, image_offset_index_x))\n", " \n", " image_offset_value = image[image_offset_index_y_clamped,image_offset_index_x_clamped]\n", "\n", " bilateral_blur_combined_kernel_index_y = offset_y + bilateral_blur_space_kernel_half_width\n", " bilateral_blur_combined_kernel_index_x = offset_x + bilateral_blur_space_kernel_half_width\n", " \n", " bilateral_blur_combined_kernel_not_normalized_value = \\\n", " bilateral_blur_combined_kernel_not_normalized[bilateral_blur_combined_kernel_index_y, bilateral_blur_combined_kernel_index_x]\n", " \n", " result_value = \\\n", " result_value + (image_offset_value * bilateral_blur_combined_kernel_not_normalized_value * normalization_constant)\n", "\n", " #\n", " # store the result\n", " #\n", " blurred_cpu_bilateral[y,x] = numpy.uint8(result_value)\n", "\n", " return blurred_cpu_bilateral\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## call CPU bilateral filter " ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_time_seconds = 0\n", "\n", "r_blurred_cpu_bilateral = numpy.zeros_like(r)\n", "g_blurred_cpu_bilateral = numpy.zeros_like(g)\n", "b_blurred_cpu_bilateral = numpy.zeros_like(b)\n", "\n", "for i in range(num_timing_iterations):\n", " \n", " r_blurred_cpu_gaussian = numpy.zeros_like(r)\n", " g_blurred_cpu_gaussian = numpy.zeros_like(g)\n", " b_blurred_cpu_gaussian = numpy.zeros_like(b)\n", "\n", " start_time_seconds = system_timer_function()\n", "\n", " r_blurred_cpu_bilateral = \\\n", " bilateral_filter_cpu(\n", " r,\n", " bilateral_blur_space_kernel,\n", " bilateral_blur_range_kernel,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_range_kernel_half_width )\n", " \n", " g_blurred_cpu_bilateral = \\\n", " bilateral_filter_cpu(\n", " g,\n", " bilateral_blur_space_kernel,\n", " bilateral_blur_range_kernel,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_range_kernel_half_width )\n", " \n", " b_blurred_cpu_bilateral = \\\n", " bilateral_filter_cpu(\n", " b,\n", " bilateral_blur_space_kernel,\n", " bilateral_blur_range_kernel,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_range_kernel_half_width )\n", " \n", " end_time_seconds = system_timer_function()\n", " elapsed_time_seconds = (end_time_seconds - start_time_seconds)\n", " total_time_seconds = total_time_seconds + elapsed_time_seconds\n", "\n", "rgba_blurred_cpu_bilateral = numpy.dstack((r_blurred_cpu_bilateral,g_blurred_cpu_bilateral,b_blurred_cpu_bilateral,a)).copy()\n", "average_time_seconds_cpu_bilateral = total_time_seconds / num_timing_iterations\n", "\n", "\n", "\n", "print \"Using system timer for benchmarking (see above)...\"\n", "print \"Average time elapsed performing a bilateral filter operation on the CPU over %d runs: %f s\" % \\\n", " (num_timing_iterations,average_time_seconds_cpu_bilateral)\n", "\n", "print\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_cpu_bilateral);\n", "matplotlib.pyplot.title(\"rgba_blurred_cpu_bilateral\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using system timer for benchmarking (see above)...\n", "Average time elapsed performing a bilateral filter operation on the CPU over 1 runs: 28113.759890 s\n", "\n" ] }, { "output_type": "display_data", "png": 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4h3WCkoCZQtQyPjxAy5IksZQoNrO4wjEe5qhz+OEYSQwkBtPp4FVBDWZ6Dl0u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\nAiz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37p7z1Wq1ePXq1XzixAk+ePAgb9u2jR999FF++eWXeyIx/eDr448/ZiLi7du389TU\nFE9NTfHp06cHul534umDDz4Y+Fr9FhpIbcKQhjSkpUe/SwBxSEMa0kIaCoMhDWlIAIbCYEhDGpLS\nUBgMaUhDAjAUBkMa0pCUhsJgSEMaEgDg/wAPdtc/5XAn6gAAAABJRU5ErkJggg==\n" } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## allocate GPU memory" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pycuda.autoinit\n", "import pycuda.driver\n", "import pycuda.compiler\n", "\n", "num_pixels_y = numpy.int32(r.shape[0])\n", "num_pixels_x = numpy.int32(r.shape[1])\n", "\n", "r_blurred_gpu_naive_bilateral = numpy.zeros_like(r)\n", "g_blurred_gpu_naive_bilateral = numpy.zeros_like(g)\n", "b_blurred_gpu_naive_bilateral = numpy.zeros_like(b)\n", "\n", "r_blurred_gpu_shared_memory_bilateral = numpy.zeros_like(r)\n", "g_blurred_gpu_shared_memory_bilateral = numpy.zeros_like(g)\n", "b_blurred_gpu_shared_memory_bilateral = numpy.zeros_like(b)\n", "\n", "bilateral_blur_combined_kernel = \\\n", " numpy.zeros((bilateral_blur_space_kernel_width,bilateral_blur_space_kernel_width,num_pixels_y,num_pixels_x), dtype=numpy.float32)\n", "\n", "r_device = pycuda.driver.mem_alloc(r.nbytes)\n", "g_device = pycuda.driver.mem_alloc(g.nbytes)\n", "b_device = pycuda.driver.mem_alloc(b.nbytes)\n", "\n", "r_blurred_device = pycuda.driver.mem_alloc(r_blurred_gpu_naive_bilateral.nbytes)\n", "g_blurred_device = pycuda.driver.mem_alloc(g_blurred_gpu_naive_bilateral.nbytes)\n", "b_blurred_device = pycuda.driver.mem_alloc(b_blurred_gpu_naive_bilateral.nbytes)\n", "\n", "blur_space_kernel_device = pycuda.driver.mem_alloc(bilateral_blur_space_kernel.nbytes)\n", "blur_range_kernel_device = pycuda.driver.mem_alloc(bilateral_blur_range_kernel.nbytes)\n", "blur_combined_kernel_device = pycuda.driver.mem_alloc(bilateral_blur_combined_kernel.nbytes)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## define GPU naive bilateral filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pycuda.autoinit\n", "import pycuda.driver\n", "import pycuda.compiler\n", "\n", "source_module = pycuda.compiler.SourceModule \\\n", "(\n", "\"\"\"\n", "__global__ void naive_bilateral_filter(\n", " unsigned char* d_blurred,\n", " unsigned char* d_original,\n", " float* d_blur_space_kernel,\n", " float* d_blur_range_kernel,\n", " float* d_blur_combined_kernel,\n", " int num_pixels_y,\n", " int num_pixels_x,\n", " int blur_space_kernel_half_width,\n", " int blur_space_kernel_width,\n", " int blur_range_kernel_half_width,\n", " int blur_range_kernel_width\n", ")\n", "{\n", " int knx = blur_space_kernel_width;\n", " int ny = num_pixels_y;\n", " int nx = num_pixels_x;\n", " int2 image_index_2d = make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int image_index_1d = ( nx * image_index_2d.y ) + image_index_2d.x;\n", "\n", " if ( image_index_2d.x < nx && image_index_2d.y < ny )\n", " {\n", " //\n", " // compute non-normalized combined kernel for this pixel\n", " //\n", " unsigned char image_value = d_original[ image_index_1d ];\n", " float blur_combined_kernel_not_normalized_sum = 0;\n", "\n", " for ( int y = -blur_space_kernel_half_width; y <= blur_space_kernel_half_width; y++ )\n", " {\n", " for ( int x = -blur_space_kernel_half_width; x <= blur_space_kernel_half_width; x++ )\n", " {\n", " int2 image_offset_index_2d = make_int2( image_index_2d.x + x, image_index_2d.y + y );\n", " int2 image_offset_index_2d_clamped =\n", " make_int2( min( nx - 1, max( 0, image_offset_index_2d.x ) ), min( ny - 1, max( 0, image_offset_index_2d.y ) ) );\n", " int image_offset_index_1d_clamped = ( nx * image_offset_index_2d_clamped.y ) + image_offset_index_2d_clamped.x;\n", " \n", " unsigned char image_offset_value = d_original[ image_offset_index_1d_clamped ];\n", "\n", " int2 blur_space_kernel_index_2d = make_int2( x + blur_space_kernel_half_width, y + blur_space_kernel_half_width );\n", " int blur_space_kernel_index_1d = ( knx * blur_space_kernel_index_2d.y ) + blur_space_kernel_index_2d.x;\n", " int blur_range_kernel_index_1d = abs( (int)image_value - (int)image_offset_value ) + blur_range_kernel_half_width;\n", "\n", " float blur_space_kernel_value = d_blur_space_kernel[ blur_space_kernel_index_1d ];\n", " float blur_range_kernel_value = d_blur_range_kernel[ blur_range_kernel_index_1d ];\n", "\n", " float blur_combined_kernel_not_normalized_value = blur_space_kernel_value * blur_range_kernel_value;\n", "\n", " int blur_combined_kernel_index_1d =\n", " ( knx * ny * nx * blur_space_kernel_index_2d.y ) +\n", " ( ny * nx * blur_space_kernel_index_2d.x ) +\n", " ( nx * image_index_2d.y ) +\n", " ( 1 * image_index_2d.x );\n", "\n", " d_blur_combined_kernel[ blur_combined_kernel_index_1d ] = blur_combined_kernel_not_normalized_value;\n", "\n", " blur_combined_kernel_not_normalized_sum += blur_combined_kernel_not_normalized_value;\n", " }\n", " }\n", "\n", " //\n", " // compute normalization constant for the current combined kernel\n", " //\n", " float normalization_constant = 1.0f / blur_combined_kernel_not_normalized_sum;\n", " \n", " //\n", " // convolve the current pixel with the current combined kernel and normalize\n", " //\n", " float result = 0;\n", " \n", " for ( int y = -blur_space_kernel_half_width; y <= blur_space_kernel_half_width; y++ )\n", " {\n", " for ( int x = -blur_space_kernel_half_width; x <= blur_space_kernel_half_width; x++ )\n", " {\n", " int2 image_offset_index_2d = make_int2( image_index_2d.x + x, image_index_2d.y + y );\n", " int2 image_offset_index_2d_clamped =\n", " make_int2( min( nx - 1, max( 0, image_offset_index_2d.x ) ), min( ny - 1, max( 0, image_offset_index_2d.y ) ) );\n", " int image_offset_index_1d_clamped = ( nx * image_offset_index_2d_clamped.y ) + image_offset_index_2d_clamped.x;\n", " \n", " unsigned char image_offset_value = d_original[ image_offset_index_1d_clamped ];\n", "\n", " int2 blur_space_kernel_index_2d = make_int2( x + blur_space_kernel_half_width, y + blur_space_kernel_half_width );\n", "\n", " int blur_combined_kernel_index_1d =\n", " ( knx * ny * nx * blur_space_kernel_index_2d.y ) +\n", " ( ny * nx * blur_space_kernel_index_2d.x ) +\n", " ( nx * image_index_2d.y ) +\n", " ( 1 * image_index_2d.x );\n", "\n", " float blur_combined_kernel_not_normalized_value = d_blur_combined_kernel[ blur_combined_kernel_index_1d ];\n", "\n", " result += normalization_constant * blur_combined_kernel_not_normalized_value * image_offset_value;\n", " }\n", " }\n", "\n", " d_blurred[ image_index_1d ] = (unsigned char)result;\n", " }\n", "}\n", "\"\"\"\n", ")\n", "\n", "naive_bilateral_filter_function = source_module.get_function(\"naive_bilateral_filter\")\n", "\n", "bilateral_blur_space_kernel_width = numpy.int32(bilateral_blur_space_kernel.shape[0])\n", "bilateral_blur_range_kernel_width = numpy.int32(bilateral_blur_range_kernel.shape[0])\n", " \n", "naive_bilateral_filter_function_block = (16,16,1)\n", "\n", "num_blocks_y = int(ceil(float(num_pixels_y) / float(naive_bilateral_filter_function_block[1])))\n", "num_blocks_x = int(ceil(float(num_pixels_x) / float(naive_bilateral_filter_function_block[0])))\n", "naive_bilateral_filter_function_grid = (num_blocks_x, num_blocks_y)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## call GPU naive bilateral filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_time_seconds = 0\n", "\n", "r_blurred_gpu_naive_bilateral = numpy.zeros_like(r)\n", "g_blurred_gpu_naive_bilateral = numpy.zeros_like(g)\n", "b_blurred_gpu_naive_bilateral = numpy.zeros_like(b)\n", "\n", "pycuda.driver.memcpy_htod(r_device, r)\n", "pycuda.driver.memcpy_htod(g_device, g)\n", "pycuda.driver.memcpy_htod(b_device, b)\n", "\n", "pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_naive_bilateral)\n", "pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_naive_bilateral)\n", "pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_naive_bilateral)\n", "\n", "pycuda.driver.memcpy_htod(blur_space_kernel_device, bilateral_blur_space_kernel)\n", "pycuda.driver.memcpy_htod(blur_range_kernel_device, bilateral_blur_range_kernel)\n", "pycuda.driver.memcpy_htod(blur_combined_kernel_device, bilateral_blur_combined_kernel)\n", "\n", "for i in range(num_timing_iterations):\n", " \n", " pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_naive_bilateral)\n", " pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_naive_bilateral)\n", " pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_naive_bilateral)\n", "\n", " pycuda.driver.Context.synchronize()\n", "\n", " start_time_seconds = system_timer_function()\n", "\n", " naive_bilateral_filter_function(\n", " r_blurred_device,\n", " r_device,\n", " blur_space_kernel_device,\n", " blur_range_kernel_device,\n", " blur_combined_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_space_kernel_width,\n", " bilateral_blur_range_kernel_half_width,\n", " bilateral_blur_range_kernel_width,\n", " block=naive_bilateral_filter_function_block,\n", " grid=naive_bilateral_filter_function_grid)\n", "\n", " naive_bilateral_filter_function(\n", " g_blurred_device,\n", " g_device,\n", " blur_space_kernel_device,\n", " blur_range_kernel_device,\n", " blur_combined_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_space_kernel_width,\n", " bilateral_blur_range_kernel_half_width,\n", " bilateral_blur_range_kernel_width,\n", " block=naive_bilateral_filter_function_block,\n", " grid=naive_bilateral_filter_function_grid)\n", "\n", " naive_bilateral_filter_function(\n", " b_blurred_device,\n", " b_device,\n", " blur_space_kernel_device,\n", " blur_range_kernel_device,\n", " blur_combined_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_space_kernel_width,\n", " bilateral_blur_range_kernel_half_width,\n", " bilateral_blur_range_kernel_width,\n", " block=naive_bilateral_filter_function_block,\n", " grid=naive_bilateral_filter_function_grid)\n", " \n", " pycuda.driver.Context.synchronize()\n", " \n", " end_time_seconds = system_timer_function()\n", " elapsed_time_seconds = (end_time_seconds - start_time_seconds)\n", " total_time_seconds = total_time_seconds + elapsed_time_seconds\n", "\n", "pycuda.driver.memcpy_dtoh(r_blurred_gpu_naive_bilateral, r_blurred_device)\n", "pycuda.driver.memcpy_dtoh(g_blurred_gpu_naive_bilateral, g_blurred_device)\n", "pycuda.driver.memcpy_dtoh(b_blurred_gpu_naive_bilateral, b_blurred_device)\n", "\n", "rgba_blurred_gpu_naive_bilateral = \\\n", " numpy.dstack((r_blurred_gpu_naive_bilateral,g_blurred_gpu_naive_bilateral,b_blurred_gpu_naive_bilateral,a)).copy()\n", " \n", "average_time_seconds_gpu_naive_bilateral = total_time_seconds / num_timing_iterations\n", "\n", "\n", "\n", "print \"Using system timer for benchmarking (see above)...\"\n", "print \"Average time elapsed performing a bilateral filter operation on the GPU over %d runs: %f s\" % \\\n", " (num_timing_iterations,average_time_seconds_gpu_naive_bilateral)\n", "\n", "print\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_naive_bilateral);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_naive_bilateral\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using system timer for benchmarking (see above)...\n", "Average time elapsed performing a bilateral filter operation on the GPU over 1 runs: 1.760913 s\n", "\n" ] }, { "output_type": "display_data", "png": 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FbQZJigOyqUmu+9RX+LnnnowvYc/u3YzyAc6XeO/x6lFi28X8qlb/FPVaH9flaY2X9tDR\ndjmW+1v1R+CWbzzA2c/eVPcVNPQRVBH1iHqMlhgd0DUFb/7lUxkVSjJxNN0z3op0j0bEImLqvk/s\nacQyeFW89+z/9t08+sWPwOhBVBdZs26SVS9+CXb2FIydBbEYMSS9xg26VJ5UMKh8/bfeeiubNm3i\n3//939myZcuy9xal4j14rw1TiP0xSPWbjvWlQ4ugqgyGJSKWYQndNKEc5ajLmexOoap4DIJp9eHY\n6WugCUOZKnkRVANoYQS8ouJbnd3X+VUUr4qIxo4nqFesgjEaU9ZQYBPLjYRfJQEM6kOTe+fp79lP\nnueM+n2KfsGuh/aw/Xu72bXYp/QOSZSJCcvqdWuYWTNDURS44Yj+YD/7982zbu161q9dy0LukbJE\nSsOx6zMw3VZZK8ZmwLQaQgTReGwCVoAgRuLAkbHmac6WGiRbg8YEIEQMamysdxMSIIBeeDbUgRHB\nA9YIagxqAqBiBVHoTvTIuh36g0VGgxznygjSoY4DqMXTOjvx/docC01303bWD2pVq0BU6/do65rG\nPNR5WYo0UYxUQOxBPLghoh7EtjIu8e0Swa0BMzeaR90CKTmYAsohzG9DOzNothGRFPX5wQry5KsJ\nf/Znf8Yll1xCURS85S1vYe3atcvfKIrzHlUNyAdQF7U+bRqtPm/hw1KQkHDRWKHXsZROsIVjtNBn\nsHsnXetZNdWtQVpMYzLRyBCqgVn/iyAhAMbUjYppdST1aDVrS2QWrY7gUXCKia+wRrEejCoGRRIw\nxuJKx2A+5/FHB8wvjBiVju3f3cmnP76VvYt9+kVJ6X2YoGOnsgK2UGySIUzyyPbH2f7g/biioCgK\nvHqybIY1azMGhUFLQyKWkXbxXjB1UVsMoJqFtDmvAcvEc7HNYwf07areqrNWQ5nWNWtDhdRAHNuj\nLBFRrBW8Ch4JgwVBTfwXz02WYpMEawxplrKwZx7nXdNO2hqQxIprURqJbEF8NYgbnqMtqD9w+Fad\nsQUc2n5DlUaVttYThbSygxhUAzAaaxAZIZpDsRe0BG9DvVQDQwHRsfJR9in23AtuD9aM6KSGNLP4\nxx5B9+1HJucgSSA/eNTokw4GL37xi5/Q4habCF58awYYB4JxUKg6ZXVB6jo5kKaF/matgCjGD3n8\nkQfZu/Mx1qzqsWbDTHxeUAwaVZIXnno8ikHEU7OCet4zKOMsICRtwwyEBBagFUMILEJjo4WUAlA4\nrzgXQNC7kuGiY81R06Q9Zds3d/H1bbvYOz9kNCoZliXGOe7auRgZhsFrGBhWIJUqL46s18PbjB17\n9rB3f0GWWhAoyhynCaopzgvqBYdBrOBxcXA29SdimgFTM7Y2Y4KzTz8WEVlmgFTSUg+WY3WRHdTq\nQi1xZLkABs57jLGISlC/RGI7+IhHgrGCOM9PnHoiHTfAez1g5DaDuc39tR6jos1s3h741Tx84Nuq\n3I7PTmP3Khy/brZ5Q4vgNnN7lUrQzBBIEh+AYPFemFwPZlVkcAa0AL8I7hHwj0O5D4oCv3M35vFv\nYIqHwcDUunWQdfD9HBkMcf39mNRENrqyHLZtzzIrZNYE0FMd7xNRlgOHBgRoXV0yq6lgLKgokzOT\nHP/0pzA712NiYpLu9BRqEnzsjNUbXnDqUyBSr/Cbo9HTwyDRqApIze2VCjRCJzVxNvFh5vKeonDM\nLxQMhp6i9OTOY0RJU+GxXSOKQlm7S1k1V3D7/ft4fP+QUV4GsBDhmA2zFM5T1vquglc6xmCMMDmR\nMT2dsPa4tZRWWBgu4AUcYUiWzuMxUS0T8IbUWvbOL7LWrA+zjixxKrUbYwwIIhicdmx4+4prZ2TJ\n33aLVpdMi3G07436tARbi6IY8ZG5gZg4uxqCuiGQWMsLTz2Ju79+d2yWFTq9Nim1+1M7BwH+G+g4\nkBXEa/UEteScRlE4fv1M/EHHnm3eHcsSz8QIhgLx87DndrC7IZkEk0W70gJQgObgCyhLGDnEFZh0\nARghYhnML1AyoLdqmu6qOez0WqQzBclyyNzI4QODzJBm4yu8KqnVL6gnC4nHTZ+R8Ls2VJ6op6qE\n62KDLpaahDXHbA6gYwyYwAi8aPStxk6nvk5UKiBo6ZZBnYnzQW1DCDYK0TDzCx5Vg6jiKbln217m\nF5WdiyXD0uMl2g0EnCqDPOc7u4Z0uwNKp+Ri0URwzuFUKDQAgasma0yYNQEvsPHoNTzzlM3YxDIY\njCiKvFJMYjUZjDHkucN7xYjBq6HQQMEbmq5LBietim8ft4C3tncsFTnwuP2sqRhU08ZBX46zrIb6\nSa2h1GAeCI9qqD8r0ZwTDLaJtVhj6WQJ1Uy70iQoVT22CEQwImvd7zRO81K1tozfH/KsjbZRd87x\nIjU10OIlqoxxqqhSigl2pSSbDAxg8Djs6sPEKuitg2wVyhqw3QAQkgEWpgR6i5T3K6XZTyIFexcH\n9KammDjuOJINJ2EmT8AkMytXSpTDBgZJIhhjIjJW2NiStuEw6qtLOFwEhDYQVDNzxHixSEzD2E6j\n5rWQOsw5gXo6BBPn1HZupJ2RFkoJpmY1KhLpZqMyCIb7HxvQL2HkhdIrThWvHmsN4CnLMB4ne13y\nhRGeQBmdp9aXS5XoLQkFsCJ4gUKVnXv20x+M6E30cD4+h6IG1AewEpsyKgoQ8C74PHrdbkNu6lIu\nV8ftum/R+jZQjLVbVXXLXBRpqjbad4LBzEZsiDqwcyRWcD6wrcq7EdpUw8gUj9cSIxYjATy8d1TA\nzRK8GSvOMlIBQs3q2yC4dKC3gaBV7JWkggKJFa7asIHQ+z0TNkXE4PIh5WCB7vRqmFoPq38MOs8C\nuxZkKtaDJdhsFNQjSY6s6eMf3EXud1L4RSa7EyQzxyATRyHZDEgHOUR84WEDA2NM013qftVqyHja\n3FQNsNgPK522cn3V1mgbO2w8F4nWcdMAQY0XFb1XRB1CGele6JRV5VW6XTNTSJ23cWpZ3xGYhVgW\nCmV+VIJJcAo+9tCQjqHwJeJhNNKaykdHAj6Ojcg3YjqClwCCapT9A8fCQslwtEhvoofJUmRk63GG\nsRiTUpQe9RKt7EKapihtFWElCtmi/HW5K0BY0la0rrWfX+7VlY1CQZ1vnnMOyQsMJWIFp+GaaAAB\nMYJaUPHYRDHGY5OgwuVFHr0cTfusPEpb6kBFjJDahlR3xXrSib+NuScr5Ggwc7nqq/p2bTyMx+Eh\nj9bsxzDs55jONLrmx+GY88EcA6YT2knNWBqVgROTQmc93kzh/H5URtgsg2w1YqcQkyHYg1UGcFjB\noKL5Lf1spZmmdaJIQ/ViPw6NaEADYqJVgELlqlJ8WSBJCpHWq3Nh5sTj8xHGQpJYVAWjoUOYmHbT\ngC2pZjapQEJiw1d3BQtwXpYUrqxZjI/Dupq1XKTEiwsDglciuiMxKI4qWgE0zlbR+GkMNkkQa7n/\ngZ1sWD/L9PQMImmYNYxg1eO8J0uyaIBuBoqp1yJEoKyreIUePVbuVmMdQOmW3N8Gg/pv9awGqoKH\ncojkObp3P+zfS2YrFy2UKjFeA5zxeONRq6hVxHqM8YAL7KednjLmtq7ofGVzUpWxPqexttvu0gPU\n2Kov+Mpt3J4wDqyqZn5rOET7ONxosAh4oTQZWWcDsvo0sMc0xsPK6Nqu2cgUMRIMhibFazRXpxkk\nNrpwK+a8tJ3G5TCqCcmYW2qpUblG9aUzT2tIqlOCd1AQX3UCJQR2gPMlrgBflCAedAi+xLsCnEOB\nfM9uXFkwuXEjdqKLmBj7EANEpKV41Byh3amXgm09i4WnnHfBs6AuUP34rFeNnspQSFe6uiOqRkKp\n0WgZcadO0wSgs2mGIiwMSnr7R2zcqFhJQKOXQ8Fai7WG4WgQg2oCTc06WZxFWwU4AAjkEMfStNNy\nIktHBo2KUIFpWQSqmw/RwSKm6JMmJTOzXfJhTp6XAcgVjEmxicHZCAgmuB+1HCLZFHlRtCBb4tw/\nnrmaD0TgViI7keZaze9aJLD1XxOkhC4Bg4bZ1hPEWHVoKz8R5iVMbrn3YDLUTkIyBd1jqALPmnpr\n6r7JM2HS8yC+UjsSEpNgkiz0R4kq4MGJweEDA2nNok2VLT1n5QJo1XQa3YEexER3n1L2hxT7FsB0\nw2As+vjhIn4wj9fgUpM0xXY62BTynQ9TJhaTWbJeRpKmqG1nRiuKMD4zStNOdePXLjMT4gKqABgJ\nUZJVu7j4s0o1+JdEyMUE2h28VlkkOIrEWvqlY3GU48oSY4Ssk5AYT2oN3W6P3mTC7j07gq3CGLxC\n4coQ/YisDAIHTHfSFHjpM23QbkfjjbECod2hATAGUYN2JpCsi5laRbrWofkAOxyS7psnWRzinFKo\nUBqLZhm5xOAjUcQ78A5fhohSqep5SQbrQV5PNDI2qCoaHy7FX1o2g7qN4llgB/XZ0gTHqia8Rutj\nGXtKQ0CVD20RolCTVp1JZKCtKam6Fgtqq5S0MWxjY0RrFcx1CGpw+L6oFANDqkpv+kyciWuK3lRy\nTd48qLpItT1iDMYC1oAO8aOc/KGdjPYtYGwHxeF9HlmEIibozT4fIepQYwJ45CMEj00sNk1Iuxnd\nqUnSyS4msYiVGmkrCtqMi4Y/hMMY4YiB6BoL0BVJoxJm5ipmwlrwMey5BQANIDS1UNWS81D4UF+D\n3DHKC9ZvWIWRGSZ6CZ1Oh26nR7fbZTQaBjYS0yt9VEWi6tDEth2KDbSOl2VGrYOKBYydU80ETZ0J\nIBbRYFQNz3SxNsF0OyRlic8droSiNAwKwZXB9erVo74ELel2DPtrqkl71IxNpY2a0CRfWWSq55qo\nF11SxsAGfAwgUm3YQd1pK4axQvRsPY4J4GKIFL6ORhIwaTBKtxnBUiCt1FQRSpOE+BEsXg0uqcDE\nLqmPleWwgYEvXSRyEd2BChQqQKiQNOh5EgDEKb4o605sjMGmNgw8SfAux+3bQ7F/L1YF9cPaqo4H\nVxSYNEHSBJumFPmIohhi0gRjU8piiJSKliOKxQGD3XuRVOitmmZ6w7oQx79UjdFmTUV1ELRcDW5M\nNzY9AiG8tvY+YEjTDF86fJlHsK9roX409K0AIB7FJAkOSMSwWDhGw5KZ6Yzp6Q5JCq4sWewvkHU6\n9Pt58E744AXpZCnq4gDxtDrcUlbQyncr7qLuzcvKSkCwpB5awFEPSCGqQQ7JEhQbgpA6AcAlh3xP\nEayj1VoW9fgyx3uPVgFJkXG1Q3kbQFiiAkBwDdfZia7icaVhvFqUGgjagUVVy0GVlNRJVlUmY+AR\nLkxaWzOAEINRnberbCmytEa4OsIKjgAuNgF8f2U8X0YOHxhUn5GSxqDSAEG1kCNWrPdQ5mhRgJig\nD5kkdBLvsE5QEjATiFpG+/poWZIklhLFZhZXOEaDHHUOPxghiYHEYDodvCqowUzOoPMluStJjcGr\nQ32JKAweGzIoBmRTk/Smpul2JiBS9RCm316U07AEKybGPlQNG92pUsWDhZiAyakZ+gsL5KM8soU2\n4oyLEjwNeVmSZSlqDA5l77BgWIyYX1xkIlOGoxGzq2bBJAwLjyPEHGASnJfgbfAm2g9X6intmej7\naeklQDDGClq/R6ZV1aMYG9WAEFzljcdioiuyBAHnPGISyrLEFDm+bDJYqVyHKlPNwSpSEAE3tJGM\nqRW182AZVlDHI1AxjsrQ3Rglq+K25v86F5XK2KhZ4xPBIWu5DvMO6mwwOftWTxxPcTk5jN6EMD+K\nVv2jUg8qV58PQUCuBJdDmYfQVJtirIIbATlaDtECJJtEJcX3C4YLw6CLpiFKTozgVSmLsIBFDLgy\nWJ7FhgAe50YwLKOfP3gfEgNO4/cPLSzOzzO/uEC2bx+r161jcmo2AILYMUOvVJ1fFScuNhQ0jWFq\n+5kSOr6vvQhE1amZkQKdlDizhGsigV14FC8Gaw2P7lukl0HWL5lMFPUOk/RYvRZKbwIYYPDGoqkN\nA8636DFSG9LG+82Sc13muDUBNwcrDPw2A6nPa2sIYNDKwIwAFoPHY5GkJOtmLIwGlKXHWAcUjPK9\nLPaHoV5awWNV/R2UxSw9rfSHg6FfC2kaZtAClloriSrhmL0pHrQG/tArtVu8znBTqWPdp13XY/Xv\nYzVWLmT+Xu/AAAAgAElEQVQbecIy5VxGDhsYpFlCCDmtcFNj7LTHqgugUBaIG6FlgekGvR1rEXX4\n0T501MeYBEk6kFk8JcXCAvloRNbLcA5KBzaxFK4gnZxg1O+j4vESjIjG1NwNV+Y45xAJ7r/c+5A/\nYyidI18YoqoMFwb09+7jqOOPZWJuLWkSvkNoTNTPiJbsKrpMguuzWooKYcCLKoUGb4F3LoA6pjYA\nSQvXg67aLA2u3qOE0GMU5ocli6MSXw6wWpKo0h95Nh59NKOiDAF+QOlKsHFpr9fglm2xs7E5ZExt\naNsuYm+vOnWr5MvLMkCwFBCqP2IQb6POHDOdSGQPiliLwVK6Mqxo9DmLwxI1IaCrMfIxPp516Wha\nRqrRXJVLx28fczVWKoI2gFC7E6OqMa4fLFclFcsgBsg1v/93JHirNLAoFdzQBTezVkFOh5bD6E2I\nM596jFQr+AIbEC0xvkTcEGJ8gKiH0iMWEIfoCEk9kiiSGpQRbjBk744dCB43LPAeCjX4/iIqhhIF\nm6KSE1aHKiYVvHOxQRxaxQEAqJIXBRAiB10ZBzchXHjng99jVTFkam49SdKDJFj5McHSjIQwWYPB\n2AzX6qEixA9jBNYixgR1RaKuS9N3xyzYFYVFMNagBO8AXvF50JfVJwFMvaOnlkXvGHlPqSHEV4wN\nbsv4L9gMGubRprUHlVbQTVMyjbq8tgY9Y1iwTG/ggNFSq1emhRMmtH3Uq71TnC8xicU7H9lZM3qX\nEpjmXFq/t1WL9t1LhqM2N6guZRytNKO6UxWnCXFusYU2oMQ6mkgMvizRasXlExm9db6Vsgz7btTM\nFgVy6k0oqAKeVpbD500QE1UDj4lBJRaPwSGaI74EXyJeIQ+zdSAOJZIophsMhpJmqAm6pPYH+NEC\nOEvpk7jBSRrddz5Gcioms6g3qPH4GAcQFrv5GNIaDJMmscFl5Xz4Vwb1BRVsKmhRsPDYo+ioz9Tq\no0gn5hCTVpNb3TGC7mmpl55K07fqqMLqizlikHqZUZDl2lBRxCZ1T/OEBVpV3AJqwSsLI1hwUJgU\nJ4YCT9rLUElRtdEzE3ts9ECNjc1lZjStWUHMnQ+dTb2Ly3CjJfzARl/muM0SqsRaIFKtsVYIM4EN\n9FcDaBprcA7y3OPKKhY06vLa1PN4/ltlqzTqMdrfcufGcV7N3vVttYLfhCY3DVYhgC4p19grYz0G\nZS+rjLNeqD3RYz3g4OggPobVm+BezbIO5AV0CzBxY56DvuGwBh2ZAAS1Q0TDsZaIy6EooFQoDZQu\nzLRGkI6BNNBEjIkuxiFqMsp8gCsGiHZwXim8IZidDN4XgMd2Q7RXd2YCp548L6I7D6wEo5UYS5p1\nAkh4T16O0NKDi5S/DO7MzBq0KFl4fBdSOCbWQWd6LSH60JDnOVWzey2paHbVKL6ZWlojXuuO0r53\nTD1UqMIvVTWui6g6bKSchIjM4bDkuw/upj9UJElxriBNwqByDpxTsEGvFC+NNf8AiSMhpqdFQb44\n5OF7v8fjjz5GWQ556tPWc/Spz46TXZX7g3TisQFEa+BUhZbowIgDRUKEqQ8bUNVqlLEW7/NWVOAy\n722DW3Wptg80NaxVBbc8BU3ocPP7WJu1/y5jglju73g9KH3nItiZlqt6SVXpkgTaVYUDKTFGQ5Sr\nG6HFCPVFmFjDMt7lUq/l8K1aNIq4Ems8VgwWgsHQj6BYhMJBkSA+iW3gEWuQDpBF70GZ14NBrUVR\nvAsxBYoG0BXFqyDeBeTMBdvtYLF4DTsJlYXDWBs8FHHPAesMqOBdRGtlzLvhC4/tdEAEV3rmd+5B\nNYQzZ9NrgsW+DFDkvEelxGOoNkiTqqNXaoIENlKFz7Y7j0CtvDSWgup/iTNXteaBppOIoSyVR7+3\nm9GwBBIQjxiLi7YCHwFgzKtVufrrAdS81JWOvY/tYe9Du3lw2/foDwaoL7Di2H6fZ+6Y9UxsOBpj\nk2Z8L5WDYoQ0hRbGMxaXiA8WRhR5cE2jQmJDHzHWQOGaeqn+tIDgALPBmMGu/ZcW/lUHS66PFegQ\n0taApDqtFjFDNzHB0+VjtKyUzXsrHWPMZsPYdaMhLNsSy5gPQB24AZhJVJMQpXsQOWxgoK5AfI41\nYRWeEWIk2RAt5kNduAQ0RZ0PNL8zgaZJoO6jUYi7TroxPDRhtFCAguBBi7AZkYZOYyKNFWdIbRbu\nkcAMnCfQeE0RycA7RiOPL0t8SaDcjjiVh/0IfOkZLA7oTaYAFEXJ/N59OGOZlITOVIpTYSpJmc+H\neMLy5bBrmMRIybBRiRGDEQsa3GXQ0FaNx3WwUvVbdb7Uqq0a11yETue8MhyO8C5uzlIBAcFLF8oe\nDE/B6SHNhk4Qe23oRN55FveOeODenezZsYfh0FM6De/Wkp079/HI3d/maes2EBzd33fvCGnW/nZb\nz5qIkI9CnEFl+zVxXwNbGeBiHbfL0EyqMg4K8SepB72HKmxYQnsT97KoIwqWYwdLpD2517GDFa7F\nBBvMU7o2GI4D7XGgZQPCAlRxENWCKWoCE/7Lc1IDPQGsIfEO9j0cxpN9BJGZwG4PIofPgKglVhQr\nLrgZvUOKRXSwD4ZD1AsGD75EnSK9LkxmqCToMKfoQzLZA5kOBpR+yWjPCIuNFdQYTvAxzFQ9Rgxu\nkGMspL0uzgnOJ3i6lC5DSVC1GMDlnjL3qCubePTYoAbAK8XIkWQWY6DISxb3DxmNdjO1NqMztQob\n9wzUOHDDatwYLx7RXoylLF3YGBYaN2PMfs1Q27RWo3vRVxFD4Xff7pwajJSOOENLWPzkBUwSQMH7\nyhNOFSzZGlDUvU5VWdxf8Nj3+gxGgkqGNzkeh1KG5d8KndUbEBvWTLRZzKF03iW9o0VTIhCYpL7k\nvacsC4hG10rNK72vJ/DadNLaJasBhwOMIDULqZelR1Awvgoh1xZdCy/Tdh1V2YYxdlcxQKD2nDX3\nVWAgTHQsvswp3SiwPD8idJ62F6mFYm0i4xWTL9Cznilr6GYZqQHddR+6ZxtYi0pa52slOWxgMNtN\nSdMMEYcUIxjNQx6i/8Rk4GK8eZFD0oW0i2qKX4R8AZzvoUxi+gY1htG+PsVCSSIJDoeHsNWYmlZF\nKjhFRx7JDE49LhecpHifopISVjxaxHvyocONwkIZY6qNNMLgMSbEMLiRByeRehtG+xxe+uzfuwtM\nH6NCIkKpbfIadrR1LtgkTOU9qJZjU80mLc9GuKGmtRq9G5XdIfysdY+vlmqrglcfV2DGYKe4AbKH\nsLWYWERjUJ+hWfTlQUTpD0t279jHYO+QnQ/vZDQc4pyLy6gNpTN4D1PTE8yuXdMsA45lavpghaYc\nWKZKxvqraQFCfC4VVMNGLcR0vA+2D+dC+ULS1b6UtdOvSXJpQtKMrYZCVKHRESHrZxq9ow4Nk8rD\n03qlLAGCeudviTtnS5xUAjNeGJWImPDWskT9iGrvRqn3PIzlqVCoogZlgXW76CWOXldIUsEkirrI\nhr0DE+0GB5HDBgarp6YwLoGiREc54lyIMFQN2UozKD1+1A9xBLaDFinFQsFw1EHSKdxihlGwxuP3\nFUCC1zJqzz52FsGIRb3D44IbsShJRo584BEXN5yMS6or8FCFInfkI4crS1CHMZ5OoqSdYMWGQJHD\noQFv8V4Yec+ovwDkGO9JEYY+Dp72FNWimmmSkssw1s64obHuZVp3hwAmZRndbO1XafOGyp6ize/W\nmAA+LnSuYDuIABcBpYp58oRwn/7Q8dCDuxjs24+WnuFoFMBAifQ1BF51pmbprV4VUo/5adxqSwb9\n2HnN4WmmTVr7JEKlMwtENgMmDnzvXTQeji8Ubvv4Q1abUX8AIFTPtYFrLE9L7q0ZgcTUZHzGFxn7\nVwcISlW06EoXwVZ7ZasPIequhHInmh4NWq1cDNNblbXaJuY9uriXpHyYTlqEgDw0shxAbHDPmgiq\nB5HDBgbd3iw6GuL2L2IpMV5DwVFIMkgy3PwuNBdMIui+ElfOk+skkk5SjLqIJJCP0FEfNyrwhEAV\nL2Vc113pxj52WouPrsxi5OiXDiNhKW8IE3cBDEyMzpO46ENDpJ6VsP2YiCVJE8oiB4IRThHUSdyc\nJLj5chdsGGlV6JY1uHIlVrS2KEviZBfuaDGJhi9Q/wYaVinaGGJcR7u0YKRZghfKTZihECicwzmP\nMQmVVzNsFxTeHfZeUAo8w6Ik63WY3+PpTU9z9DNP5IFvP8DC7j0hXkIs2IyJ6TVI1glDo8Vm20sC\nWhPrGNNpbWzZKmVr9BBCul0eAqUatFSKvKwNfeNMqh3W3fq5VYvtw3rGpRX52c6LtFujynt8f7W+\nZgkQmEolhGahXAQHK5YEj6iETZDTFKzBuSG+fATjNxGMvh3CgiNfZ1R9iZZ9dP47+Ie+TMpO0mnB\nxqjSsIOcEHxnHYQsbIJyEDlsYOCGnvnH99IhJ+sInoRqf34/cqhbQIvoUx5ZPFB4Q2kzSm8prcXY\nBDHCqNyPeoNPevg8D1Z7Cfv9iQnbZnnvgr/VKyWgThDCx0oEE9bLS9g9yJg48+IpiWEbsfG8eLBp\nXFWmWFMtmzZYSbBYjErd0Z1XqpB5bfU6jdsYVRGQxthx9bM1KdWyhF5XuxZpDRzjqkjorzE2Xn00\nVgpJnKacV2xc8KUa1iqIBLWi8GGdQ16U5P2SxcEinekpTBbiOtZuOppBf0gxDJRayIAuOx/aR5Io\nk9Mpnclu8CpU9DcCQMAtGQeEpVIxHoF681SRQH0r1w4AhiS1eAatnaFiFcV02ixrvKbGflxy2FDy\ncWNjyEe1kKnxWkqNF20gCDtZSySfEtsjPJcYJREQr6xebeudK30+wD/2DZjZibHrUSaC6uYyKPZD\nuQ8tFtAiR0cjKHJsR0AnoaprD9BDTQaSge3Gb1SsLIcNDEZ7hgz2jTC94Cd2ZUnS7SA2CavVSodP\nSgyWIldKB04NQ6cMXU6STpB2OxSDPrsXF5juJkg2gSt82DxUFRXbzA4SWIE3QQ93KvUar2ZqCM6/\nymAYfO4BZRHBG8AkjNSQekPamaaazi3BldjtTjCzajV7dvUxTukPc4pyMG71F+ootEqvzNKM/hL3\nVdMHdclx7N7qQU2tElQ6tFS7OEtrJ3QIXhsIcQbGUrrQEU3kUGFTTs/Ovbvo9/fRX1xEHYikSGJI\nuxmJTVnYt5+idPXmsmI6CIYHH9/Fo7t2ktiCdXMZTz9xPXObNwe1JBrgqg1kmwm/TRWi1EDYVhNC\nKVxe1EZSbQGJaX0Do365tt7XJhMwDgYtGffOtA+W8DMJAFAHC0p7f6TgIUpiuLsxBiOEr2rFICNB\nyYxnIoEsSejNJhQjR6czh/qS4v6HsZ0d2CxFJEFsimqKmCroSqjXMiQJkkwEkuIF9Tb+zXDO4X2B\nak5Y2biyHDYwWJwf4gqFrqUoDdgOhTeIJHin4AxlLviiwJUepyH0trAlI1UW5udx+/YjrqQoYbE/\nYiIxlA6GLsTddzEYk4R99BCKSDW9Kk5CTBOqJEnU/+N9KgaThnUQTgTSFPVCKUqv00HSlFIS0qyH\nFY9zOd3pCeY2rmFi1WqG/YK5zeshzbjllrsYxqjGoMPTcGYNqxrRsBuTNEaB2uhZL2ReQq9Fq51y\nWteDUkQFHtX8Z+JMlFpAyxh/EjYHqXwRQZUi7sxkGAwKhv0Rw8Wc3sQEvalZVIXSl+TDksX5fgh9\nNRZrw36KOZ7COcSVmP2wYXHIrBfUyvgoNLQ2j2WcDkl70AXW0abpZR4Xm0WjnfNKmtiwaYvXBiBa\nxsP635i9oA0IOoYO4d7mtwPUhfq4Wdk4bjOQujzGJvR6PSYnJimLAb4ckeCwOHreYq0yM9kl682w\nv69kWUaaTOGcoEODLxOSTgcxHcgmQSyqKXgLzuPLAnVDysLhXRHUB+fCvpJuGNdqhPzKDysz2Lt/\nHounX+QkxuILRRKDJKHqXVFC6VFjMBMZxaCkLD3e53iTkHsXFt/kBUUxYkFLdntHCsErIEJB2GE4\nNRmdpMPe0SIQ3IBePSXK0JUcu34d6XSXwcKA0jvSNCWb7LFwXx8/NNEeoGRZSndmlum5GbIsIbWW\nmXWzpBMp4LFpAip0p4IKkzvHYjEKX/ipjDdxQBsJwUheHSbpxGvSMAZt7GdWwl6JgZJKy67mEQ0f\nx6jcX1VXNfG7A6lAhicRR0cdM5nQcUUE2YyiWGTU7zMcDOlOTDG9ajVzM+vYuWMfC/O7QWFxYYhK\nxtT0LPkobEWWZj1Kl1D4YVCb4sYkQor3SjIzxVEnngQmiYFNgqngKSKQEMhNWMtQDbRqY8vW5rb1\nrtfgi1CBRgKzA6V0LuxfGR5cedpnnB2wLAsY/225rfxbuy8wztpi+vGPi6CdO8V6z8zsaiZTS+JG\n+HzAhtU9JqemSbsZNpW4boYQl6vURr+CFEYggwG+9HivYcKs4xA0BqTGhWeqhLW4BlUCmCz3fYwl\nctjAoLduionprB78SQyBrWikjW43m2VhQ5H9Q8o9A9QZOhMdkm7GXLeHtSn7d+zi29sfRD2kJnyo\nUiVE+BfqmcSycWKWXaMhTpWU4GEotQxsoZvSWzODmcpIM0tRxI+YJKA2ROCIzSiNsGt+P3sW9pII\nTPe6TMymTMytRon2CQVJbHi/d+wbBg+BxijDasW+kcBS1AdFpZNYFuO3AAyEiGaVOqKs6sQC8QOu\ntAxRABpVAk+iSoYHn5NJyYSBjvF0xTBpExIfXaYdePyRXex85GGGiwPSXpfTXvRCVBKGQyXvO5LU\nBM8eQpokeOeZmO5gbIeFwc6wrBgbTQA27mZsEdvB2G6wQ4SWrb8aVBv5qzVItZYQAKFexlwBAgEQ\nQiXYCKSRZVWxFqok1pBXOy3XDGF8ho+NMcYKxsZ77ZqNqmbrt3FpXIssgYOahWgIIiuKHOkDrqQv\ninU5qycyVm1cz5q16zAmxBg4lwMuuH1LR1mGHbvFjALLwATbkrHYuBlKHSpd6YRVwFmtG1V595UF\nc0U5fGsTZicw0wlefcvD1KzOk2h4UULYbGfDDNm6GbwmSJKhJkFtRpJOsD8v2eG2owpdY7Hxy7W5\nenJVvCSs6U4xr4+BBsBIRFh0I1IETQyqJf35eYbzAwaDIVjLcDDEJDaGNYP68EETEY8XpdOxZB3i\nF38gbMFmm4GvzXznNX4DIPJijboj6hHxuKLAAqlJAg12AfE1jgHxkTDXhrUwG1hRUgmqgfElqeZM\ni2G1CNOJYSLN6GRCp2uYmOkiWcaevX384ohSBrj5gnwhxztlNBjhEObnByzsXyQsdpLwVSgWmVm1\njum5dZQuxB44whejm70fNX5R2yKSQlyOXVvZqllbIjii1c4wkRWFv/VaBCpWQHgXIDasYtGKXmgI\n1XaeeifglT45HnpWWx9orQZdAghNhGGzEGn5t1Z63RJIqFy6GvbDcK5kNBpgjdJLDbqQ86Wtt7N2\ntsvGNVPMzkwyOTuHTVLUJtHWkMbva8TtAWsvhcHY+MGY+FvV5xpmEoDQl2EDYGMzqpD1leTw7XSU\nJZSBL0f6WBUGKqW5idQLFMckJm4j5UFC5Bvi8YmlUBPcZVZIorEwzL6GXATf6QUAUcWTUEr45qA1\nAjZjZnqGYX8Aecm6jauZWzXHXd/8Djsf31t/iCV8ENeBCp6SdcespTczRWisZlv28GGPsJ+Bj1Sx\n+tJdXJmAxJnc4bEidNOUvgRgMXjifu1h4xX1YIIPOhHCdxNMmI07RsgkAMXayQk2rNrA7PQsU50e\nc6tWM7VxLaZjwh4OvmDh0QfYtfM/yffuZ+cDj+AUugJ9r5Sjkru+died3iTDnXsQUUaReoJlYX6A\n88FFlZeBzqpUg7faR0DiwKl2qBifmcdMHz7UR70VvQRbAmrq+lwSyhO2p4vus7YtILWmtns0FkOt\n0z3gGweq47/HC80TkRnEEX3Amr/IZCrbRwMV0VoTB2dle6iOVWFUOPLS0TWeDM9xayeYne2BlMFd\nTuMlcl4DIMQFdNWArxal4aPWZSSurg2b6RgbJkQxQcUtijzGxqws3zcYbN68mZmZGay1pGnK1q1b\nmZ+f5/Wvfz133HEHp59+Oh/60IeYmppa9nkvINY0bloaIKj2+QvW/PFdXkwccx6HMRYrGnYr0mij\nFYO1KXFRAVDiUezEZDBOqgtxfa4kE6FjhI4B8Z6ZmWlWz0zR7XVRETq9DhhL84FVqDY5FRK6s6sw\nSRZ0OI1BMDT59bS37q4WK4fj8FV3xYqQoEg+pKslmThSSkSCMWhSlDSBTITUJjhr6HuLy1KGGNLU\nMj2RsX//Iscfv5ZnnXYqaW8KLUvyQc7uHY8xv+txfLGIuAFzk4apxJOoY93RqxkOPY/t2MViPsCI\nYWH7I8xLHITVNvQG8sUBj92/Hdudoje3hqQ7Gcdd5YuoxkdQB7yGMNomCrBSFqgm0qgyhAi7Kto3\nMN4KREw9uDVSYdNNg2s4MogKDLyOG/HaYdkVndfWFK81G9AlQNE6boHJoUXqOgivbWwHbbbuvYIB\nQwV2lm5viiTrhToKdC+sVTHhw7IhliR4gExr0vFKdFH7yEByvCviTssGm3YwNsWoxQ2LaEhfWb5v\nMBARbrnlFlavXl3/9td//dds2rSJG264gbe97W38zd/8Db/927+9/POB89Lwq0r7ahq0iaJqWEJ1\n0UiFluGLzhq3S1MfZtrgL3eBTqNM9Lp0bfjKcoLDao7zA3oCUyzStVPYVDFJB5uEwKNuJ6vpWb2r\nD3GRkQdXhPgCJGxKKgild3XHc3GZrYyBXSy/KkaVxApTlEy7PqkfYMnpGc+E8fS6lu6EYfX6CWY3\nrCKbXYP25lAzwXfvuZ/7tu/AJAnDPKfTyXh8524G/88tLC7Mk/iCzOckrkR9gadkopux6Sd+jEE+\nSTE/YmZ2lqmOY9+OvWRqKKs4j4rG10E7QV2wSYek26N0HjfKgy3FGNS7OuBHaH/rNy7w0ab8YwNL\n43cvNCoBeYmIR3rx4x8q4Cv2EXZylrQTQ6mlegUAeeHD9nJV/dZptbX6toowfn6gWqAt8FgBDlZC\niUoVauWj2Zm6AjBhWA7x1pB0DbbbCbtdmSSUHcFaWweVSezvYcu8OOl4xUv4tqd3YfJL0iyAa/zu\npwmfJKc0EiJpDyL/IzVhqW62detW3vnOd9LpdHjTm97EVVddtfKz9VeQD9S5BOqGlRiw0caNsFgo\nVKoRgdLHDaEdVgus6wc9WhRrHDPW0dnzIEfpEOeHpBQkkmM7jqmJDpOd8Dmv1Hi8H2GlF6z4pmnQ\nKuEwsMPHPnc+vJt8YQ/dXgeb2qByICRZlyQT5ne6oN60IgGDShF0fRFHhrI6TVg/5ZhcM03W65Gl\nGTOz03RmpkimpsEK3g3JiwHF/D7y4eMMFnfTyZShKyi0ZHE4YL5fssuPSBiRktPDM2kMmRGsEbx1\nDOf3IOUIn4/IF+bpdaZx1TZrdfkIs0vdGlVv6dCdWc1oWJCPClQsShHUhHrrtBD7kEgSApmWLKyp\n+EGg0QaNS6i9E8rhCHxJtzONaIJULrTa5WjwPqwGrWZFr2GJerW1V03Na2lgYRwgmsHfGA1bgNBi\nDeFuPaC/j3doDgCAdhyCEvKrcU/XZtNSQ9KdwCQpYkzYsIYw8dkkjUBg68/Ghb4fQujV+Rg/ENiB\naAi0s4kNaoJJwrcTKDG2wLsfIDM455xzeMpTnsKb3vQmfv7nf57bbruNk08+GYCTTz6ZrVu3rvy8\nUluVK4o4Fl9C0wdqkJCGCqoAxmAx2FHJ6iQswJm2jp72KfwIr45JlBnbpbt3O0dPKNgpptasYnLN\nDEnXYHpZ2JfAWIo9u0LFiSJWSNOkZeBq8lXlqNvrsLB/H3t27MG5nE5isZICXfplykN7+qQkqLjI\n7EJBLYr1jo4ox/Uyznrhc+hNdbFGsVmKeosbeYbzfRYfegRXDPBuQJGPGBYlfQeOhM5EhhZKiVA4\nT557SkkxJgMrTE7PMtObZnpmmrm1c9hU6WSe/o67cFpQrc7zTZHq+vYaFunUNiljgYR85MIsTfzI\nKZUaUGNdoPM27FvltWqs0GdNbFT1UORFAMao35bOYpOwvkMciLiAyATQCKCThGXT2oxj1RDRaWv2\n2Jq0qwHc8PdWL6yHeX2urXua3Y8rwGjsFC1tYmnPHnv70l+r93v1eMKOWb3JTrCDiMFYG8aEsdik\ng1SqQVRXKxUhhBwXWJPgNHyVKrEJNkkwSYqJgUjYBJERSVHSxJ0vL983GHzxi1/kqKOO4u677+bn\nfu7nOOOMMw6OnEvkL//pSyRWAM8Lnn0cL3j2sTWyVwO++R5gCxQiBVJxCAUUe1ifLfJU02e+WGTW\nGCaThIksY7I7he8ZOtM9pp5xMnTWIOk0mC5aKloOoVwEt4D29+PdCJv2EBNCo5O0Q/3Jd5G6w1fd\nYmbVHKtPPA4jwiPfvZ+JiSkmV63CqyEvPNkDu9l+5x4iucPXOwAHQ+CaLGE2Syjn94LJ2PnQQyzu\nX2A4zP8/5t4lxpYtvev8fWutiNh7Z+Y55577rqcLt11V3RYtV3dR7hYIyUwYITFBQioh4VkNwI0M\nM0ZMUHkIEq9BTRrJEqO2EAMkIzX0iLLBCEu+fle5ynXf55WZe++IWI+vB99aEZHnnnuNYXAd0jmZ\nuTP33rEj1voe/+///T/EBbwfcC4QOkGdVT1mhG7XoVnwAlIKvnOE3FlJE4VSeO31z/CVr/wU919+\nxUbJxQniiORbtPSM6Yi6noxQuoCEYPl7DeldK82Jo4ggLqClMJ1HXD8sFTuVmrfW8MnARGdz/+hJ\ndUMJltrFnInTzPUHT3j8zruUktlfXnJ5/x6h6wFhdzMTfEfoe9O/7Nq/YLqPArGYTkW26bJ13Hzr\niagl3OaVV1e92cmfEOPr1hA8FwHr9rkvfo0tF/EjxkG3UYoSnOE+zhl+5pxDvGlmOj8sfTIigaal\nZz6R6n0AACAASURBVDqJqaYTjuDM+6MF1/f40CGhh3DgP/za7/Iffu0tmyuR5o/bjsD/gDF48803\nAfjqV7/KX/krf4V//a//NV//+td56623+Omf/mneeustvv71r3/s8/+vv/Z/0neCiCnc2mLZbHxZ\n2XUtNIcaTbT2VDHacL/z/MRXP4vKQBgu6e89pHvwCrLbQShAQjmTTk/Ij39EOUfS9Znjh4+hFC5e\nfUi42uFCj+Ip2cp20ga4tpy3pSmUpcKQi03/VRHCvkO8VUd2/cDVq3sL77KVT52ylEx753jz4ctw\nOvIbv/477GUmMAIm8Lm/uMfh6j4aejsF7yhOCAWmpLWX37gY4jy+g8450EycJm5PT3j3nd/jvR+8\nxXxzQzzdIGXmi597A9973G7HTVEenyeOImjX2Wcsperp1Q0hgviA311Cv6/dknlJ85Ybtmw2w1Cy\n9KRivR85zcQ0k9NEPJvataqyO+w53t7w4LVXuP/aq6QE59MI/Q78wJyUrhuQLJyf3HI+H8klWm5d\nihmyTbqQa439TlLwiQbAHmufdU0itmnEqh/40b950bEkls89KssaRqndpKUC8P2SBrSmM+eMgiw1\nIhAXqOQTWnQgmiur0OHcHtWM6wbEDxAG8D1/8f/4Kf7i//6T5PEaLYlv/9//38fuyf8uY3A6ncg5\nc3V1xQcffMC//bf/lr/zd/4OT5484Tvf+Q6/+Iu/yHe+8x1+5md+5mNfowuKk1ZnN+Das3Z4tT4U\nt+AKYGSWgIQd+D3qO/CecD+z+8yMhB1KB8kTz5mb779Puf4Rwoj3I6fH73C6fmIjv9WYay70DBc/\nRnfvM+CsFpvzDMUUk9tCb/V9OxMb7CGdI+eZ8+kpH7z/Nl2nHC4uiNVbTVOshs1i7UY6soYhzyuv\nvcn5vfd5dL5h8B7xO8RD2B2QiwfE/tI6MEvm4cP7+H3P9aMbnjy6RQh1Qp1jmhNzUlKZKDkbbHd9\n4vb6dzmIcuGMixC8lamyC+Rwya0M3Mxn9HBB6PdGcsmZN3/iy/jQc7o9E1NmysoUE/hAUSt1qjUt\n3M3joAE+FHU8u565vj7iPKQ0cTj0HC4uGbqAF+X60Yccz7cwDLjhgOuFkiFc3aMLHXGM9PfuWajc\nD5THnsdv/4jzzamuXmMdig+LuhOALmVOvbOBV6/cwM6VZ7D19uvjZd3yi1hOe53tc9sH3x6y+bKN\nDlbiWUERb6P8WmRgmFIFzJ1J8dnsxSoGuzFSov6OHLtKj/M90u3B9/b3quACGvYvMFF3j/8uY/De\ne+/xV//qXwXg5Zdf5hd+4Rf4/Oc/z7e+9S2++c1v8uUvf5mvfe1rfPvb3/7Y1/BlIniPSLTOP6ge\nyZD8lndKsDCJfjCNA/cS4naoDHbT8ozOT5ifvMvtO39EOY7E45l5mhmnEUkF5+DB/QekaSROgrCz\nPLX3DFeX9K++QX//IXE8mwYdgnjrMHNOTDQDWTa2IPjg+e23vk8XUm3BFp4+eowWYbh4mblEbp5G\ngnRonQDUvJADBud49uETnGZeffll7l129J3j4esv0z18lRIGnr33AbdP32c8nXjv7cd475lzoXOB\nlK3r8BwLYyrMVV9AtQ1XcXQuMDshaWLnlBwn3pCO0h3QIXJGmFyHO3Q4ceg8ks4T97/wY8xzpHsI\nD+6/zO3xzO//wffMG+VsjVyprGtctv7YrtOzp4/4tV+74fKl+3zxS5/l/uU9OufoQzCFa7X+EYex\n7RRHysUmSyuknEklVVxDkaHjpc+9QXcYePRrjzmfToTKORh8YAERRLenQ8v3X+T57aHnUoBlv7c8\nSBfjsnxP+7v1uWs88BHLuHloEx20a+VkafhqbaPGDzCsQKoWwUon1pqbeZzV5yumY81RhAHxvSlD\nLWQv8L6/c74vOv67jMGXvvQl/st/+S8fefzq6opf/uVf/m96DTk/w7kdLjibLeA7637zFt5IN9hF\n0Ah5BArMI+iHUGzIRikKGjm+/Ye899u/w3Q8EmrppVRufvHQ7Xb0D3YIlwz+AuevCPsH7O5dEHYe\nglLySM5GsBHnrM+AhlI3UhHUhAFRz9XFfVxQLvedTX3Swnn2PD0+4/2nZx49O1uH4MLMW/NxR+Hp\ns8e88dIlX/2zX0b2nunmmjFljo/eI00TN9e3TDEhPhBTIWZQ58nFcvlcMqeYibVNugFqjaojqkSE\nztnMiIS3NnCE7E2vIU0JFQj9UI1cT7fbk/Gcj5N1fvoO8JVmnQz/KBmo4ira3lEXrGeezjhf+Mmv\n/K/cu7pPLoXTeMY5R6jPt3p4xDQrqRtBNhtPKTkh3hNjNNadc+z2O8bziOZCjIV5tgE03oHL1Z9r\na/FeiUNLvq/rZl4ziI2xqOPsLbJom19XAwF84sb641wwgrbPXGns4txCvlpL6LbZF0NgENvyO3Em\nAiyWU9fXqZHCMqqsArjetEM/6fjUGIiHV76ADAPiraYsaM2LBJkTjKbuKmRIJzTbMJMaFy4XqcQz\n8fp9Yp7I3uPDJX73kOHea+zvP6S/SPjB0V0NLET/7EkjTDdHbh+dECm4YANVfOeqWrFfnE2Ti5KG\nH1Rr/fpnX0coXF3usCaRjA+enApTeofb2yOQjR1X72UbkK0oCeXRzQ2/+V9/h9ApcTrbQhTAOUI3\nQOjq+5m3b+IpKsKYC6eYa3nNTrY0ABAjYqXaiu2dw253IGvGdR2+G0i3ZxBHP1h5VGOq7MaAhAIu\n0PWCCz1QIQFnMw7ZkFjuemOWTT30uzrGrdD7UBe2IoR63xM5jSZRX1O3rrehNTFHco5IrIK2qiYo\no4XgrRSaSiamSCqG1Vj+z2YDlwUMLG2E+rLR2+ZneXxrKJYBBvX528rCYkS22cD2kLs/3P1xjaJc\nndZt/TRaDWJbJWtNXWpkqVKWCk+ThBBR2Ezsan/bDgVjIv5plUp3l28gZKQcYbpB4hnNc91wleXX\nasvziOt6cI2T7muN2+H297n84heRBw+4ePkNpLsP7opCT0lK0RHySL5+zPjkQ24fP+V0mokxUXIm\nl8xw2HHvjVfYP7iisK/kECMwIeutbKIVdgih86QYcV6Y55kUJy66S5xTXn5p4ObW8+hG8aGKeqoS\nxJFzxotw76VXcHnmg+sndL4QnLLb7+j7nlQKUYEsNs+Btk4tPZhzYc6FvBgC6tfSTo+sSqr9KQXD\nKYqCDV6FlBVcZ6Fq6HHFBFoUwQVHSjYUpcwR3/lFr1HVQ8JA1BqaN8h+zdshp1Ll542I5L3d09Iy\n51q69F0HYmCl81XkVBO52D+y1rJiIedE0YIPns45Xn5wxWlM/PC9p5UJatfgeQNQyvrY88rTbM65\nUYa1tf7WMt7WKCxPbl8/zhLI89+vj7VftVJr+6UB1W59aD07GnBIq/Sg3JFDE3MDq3BMUwJlyVg+\n6fj0lI7e+11EMk5KtWylpdUsHYDSgTc023TcOhNHlc7SCPEoidANHLqB8/UN83RDjkIcC8dnZ9J5\nImti6D2u99yOjjk5ivaIg27w+KsL3O4SlR4qSywvasVbywwNfgp9WBaT1JunmEAIBXb7nldfPvD2\no2u8d0ttXARC7b2///BVbp58wKxCH3bglLkIcU6GItebnzVXy27ShaXAGDNjTLbQdZP/btZMW2el\n/rDtF0jFPp8PNv2o7/dMcaJorOmXsDvsqv6DTZpqpSwaKPqRBdaguXojpeW01mVovRWC4MHZDAaL\nvNZsO8aI956cE6gNyLVhNmqDbcQMtKuYzv0He/oJvv/u47qR7276NginqSivY9TX4/mK+JJWFF36\nHdY+hSW5WD7zneMOPvB8RNAebwAmxivY/pVINUAFkWiG1vlKvmp6BLp0JzbuyvJ4+9cWgBpIT5OK\n+4Tj02tUOr1Lt7eZB3iPhCqPJQHpLgzZdx2kCHsPoa/clXpTzye0FMbba979wx8wjbdM40xMChoQ\nNxBCz6SZ4hw5GNI6OWESj3gx5diux1/eww+H6j0tdCulNeisg0226WK7zd776vXapayTorxjtw+G\nJ+CZY1XvRckoHuH6+hnTZBOj8Q41dVeTCqsev3HRl/WZlTEVrsfEKeYayZoHhLou1Jp+7CGDrLwz\npL4t5BhnpJFaggG2PnSklCzaqSlbaa8txo/PrQtxYR1+NA8tdaaBa2kBxjEYp8kARAFUmGMklTqX\noG62EAJxjsznkThP7Hd7cML5dGa3v8T5Dh86yAUv9jnxG9bhZuO23v5SqkEoG2OxPWGFO664vUZp\nmMOKI3zkkOe+wkcMwFIha1hO/fxN0JV6z5a312LpsWbjhkNNIVoq81xlY2mrdfa9SG34qgNlanrT\nFLA+7vj0hqh0B3LYmUx3cFUEdbCSoXSGCZSMaobphI43lJLMUoux1HKCJ+8/5dGja5CAkyvjYBOI\nBaSEehEdWQMvP3jI0+M7NbAq4DHCTm9qSKEyvFSMD56yDWKVOuDEDrs5JsvddBg9OaZKm5YqQZ4I\nfeDzn73i2dPI7bEQqR4qKz445jiR1OJ4F3pCV126c2hKdpZNvrwaqlIyczLBDKPl6rKOlpxWPrpu\nzbjUeU6aiTFy2F2YQEyKOOcoKdIPOxPVVEhzIvhQhVM9DeCzBe1qi/a25Xh5+/qeTX7NKLXO+dqv\noeQYOZ9viTEaPpMLWiBNkRQTOSZytDmXIoWUMikm+mEwwZp+IOZIch3jPFHEbcbar2BmM5QlmzR9\nC/8X49E+03OCrMucjOcMwR/jXD/xsEqLtretZ2lYk7qONkRFfKiVhWzsbqTyEKzStTmxajhkNRJa\nQ8c2o9K6xtbnfMLx6ekZvPTjiHcgBS0RLTM6RxsekUu1bAaOzNO0hLkmTqqo65Bhx/71HTybSHMi\nxkzRKooRPAWhNXn5znQWFSUET9cF+iHgg01UFjrLrmofvbRRZ8uiYVnwWvNv1JNSArUmGudC5eI7\nfNjRieNwyBxvb3FEvDhC9WaCcv/hfW6eJGM+Vh1IX+vN6jytG60UI9TYPTfgcMy5Lv419G1+f9EK\nldbNZx8jeBNdTSkhCCEEwwVCVXMqBRe6umkMv9A6VNWmLDXD0/Jg2fy8QRAroQZarZ/KELToQrVw\nHs9cP/6QmFIdYiRoNqVg7xxJTcaLymnIOVWClSPVTpQiwjvv33BzfaZQCUi0RiC7ZltD0CIEO2dd\nztmCnJan1zB9CbnX46Nb6fkk/KNJebsyS4GAJSvCI+sGXFIQljRBJVuVoLbNt/NVBcr6leejBnGb\nz1i/tqrIJxyfmjGIx2sjyGgbG23/TN/OFmfX73HdBdM5rkCUmDR3qcNOonOoH8hOwFuvgoWy5s2S\nproRdgiJEARRGHYdw9Ax9J0ZnWVUklRRHbvAFkHWKTub87cFZ4wxaz01vKFgGzl0e1y356B7ruY9\n0/yMdHtEc1UpdtbbcLpxZpA0L1WgdR26zc5WplSI2aTaihp4uObAa5qwLuWWi5sHCc5GxKNC13Ur\nUFZk0cdrzMoWkVgUaqG2q3yQ9WilwLuPQbWh1aC2GSBa9Q9QQVNiOt2ScmKeb+36KqSU6ftA6QdS\nSpWpJzUyNi9YVJiKkrIwzZmbMVLEgSvVaWydYU0T8gY72IBwUp2M1N6Gds9b2t1u9gu30ScAcls4\nZWsQnLBUPbyoMQ5Vls5PV4fc4HTRe7DwoJK8liE06wkuE6CWaVAbQ9aioCWd+PjjUzMG4/UH1swi\n3th8TjDNuyr1rHZ6nQSmpPS9bf6CoOpMHCwbJ6DbBWKcCL1xDzw2Oky8ECTQdQHvHDklDoeBEDx9\npd8qus4daLXcGsNlNe9h17YKsFTP4SQgLpBiQulQAilnBulQjaSiODcw7AZefe2S1z/zRWJMvPfu\nD3n8wQdWUgoO3/f0usd5TwieNI4VbbejYQdSCSTXcyQ2IKyi57pdrdswtC4aEdbxctXLH/o91zfP\noNi4tXk819Vapyx5zzSOXF7eo9D4F+092KgROxY9/210gFhqsaRVBoLmbC3m3TCswDg2Pl6LdYN6\n5xn6gRSTCcYC/dDVFEcQ35GLGYqUtaZluvThmAFfjVLDVZshaMIoooq2DclGE2H5LPXVthHicjwH\n+tWHXhQrtHvRCoZeatoH9KHK9NUxeQ33q97GzqCU6hfcYqiWzb39gAuY2FK2LbBcljF0H3d8etUE\n8WQrWqM4KG7pEGwsLadCQchFSMUqDFntpmUt+GDU2H4/MJ1PNt2oD/jQ27+uq0MszFJ6Z+UtL2vt\n3VfCxwLQNHUYrbhAteMLRl43Jy6grmfKMyodWb3Jr2frrY9zohs6EMc4jaZvDxzuHbh88OP40DEe\nT4gXht2BkqJVMKiLtIaxDRNIOZPU6LFpYwTW0H29bmCy6L56ohYtpFIs6imJx4+fGqEII33F6UQq\nmd3FHtfUjKtoaxMbMQHXpmZaF2ZduC3o3m6HhrUs5kEq974UQthxefUKzz78keFGrEpAFko7gg8I\n1n7dCfSdZxqjNStFWdqXFyETwSKPuqmWFLriBi1dWULtmvq179fz36aG9s1H7IE8/00rF65t4Fu2\nthfq/RC8GMDaO6EP1ZtvQNSm/gzt+3YdV4/fCFXr0a7d83oSiyVccZKPOT69uQnaWbis5ukRV2f8\nNetce9VrVSTWUdtaa+ZFPKqejOPypc+wv/eG5Yv1YmpFjp0I28m2mk0NZgHDneA8lbm1epRS8nq/\nt2FXjdSKAD6goSfjKHiQjnlOjNOEd54QOnJK5PnMdDxye3PN+XyyPvXQkVUZb2/putYxuGrdbXZX\nXfS2uGNuC3t7c3X5v9qzysKz3zphyeFb2Bkn424YIUiYxyNzTjxwrxBCxzjO1R64Ne/fgG6WhraK\nC8sAnLuRQa0mqF3XnLONd0MYb0bG44hp/nSLEwhBljkLXfAEp3gvdN4a17xXUopmmKjDse3GsZT+\nVG1ewBZcbYaznmKTaJOWCj5n0HR7A9r38oLN1IzIGhzcNQTCImDrnRDEOlaDMyZqjKmFMhUT2Th7\nLTV9dZvz2BqC9uHWe600K2jWS0uuXY75Ty8D0XCPOsikotJrycX+RisYmE3kjdDvyA5r2Qw7xPc2\nKi0rSq75aaHEGXHWXRfHm/pihkkE75aFULEW8/4bCqiqhcFtBFq5w7QzU5VTZIoRVRuNlmJmHkeS\nE7zvln+n2yPHJ084PXtGmkc0T0wlo1XiJ8cIqf29CYIY+n7Xu2VV5lI4VQ2AZS1s7dRm7WqB7JRB\nrEuyq5WIFE1AJM0TnTgbKqOFPM/EUipQKUvO7V0HdRKx0zY6DrtWdVPVt9wYz3o+mxHpTgQfwgJi\niijH07VNC5YZ74WAhf3O2zyJkmqpFxj6gKB0wTgaWW1YDlvcpO0JXS+G6prCrIbg7nmu579Kl63D\nXtaQ+24atDoOWA3CHSMga0QQBDpROgeds+GrORcc67WT9URYtD+3JKIXghd1zS6fsN0X6+wsaYYS\nUd04t485PjVjkOrn8lgqIEilU0udZ4jRYvGoC9AN+N0BTYmUMzka+NQQ45wSOc42tblOjnG+ThdW\nreQOyOrN7quSk4F2ITR1mSqkQTuPgm4YXi2UtfuSuH78Id7DHDLjzVPSfOb+Sw8XjnjRwtPHjzk+\ne0Y8H0lxJJfJkPGK2JdcSN7TH65gqCU4moVfRTFjVuZUlsW82AF9bkW3bzY5qqNqLlLQkuq1SuAi\n6q2sN+eMOs88tVKfkjM1RSmUvEqU5VyHwrSWWn1BriyCqg2nU5TzNHI47HDOwLLQCw0wLvmI8zaA\n1An0oUrIOTHasRjWYENJsw19rT0kpQGEzTPWNGCxlg3g3BjNdqkaCtTES7dHjXfWJ21SBvt8dz7s\nYg2kbuR15oWlOMFBJ9ChdNLMzmrtS851bcn2BO6+0YsCk83vl5ha1Qas5Jk8j6imKg780edvj081\nMnCsQ0otMmisrXrWrqte2sRGbh4/Nr56SYhQ6aoZreKnarO5jQBUWYEudKYVV7KRVdqhVm4SQHY7\nFl052BhgqaKl9SmwqDN5lHS+JQuUnaf3hWk+8vTRhOv2vPTq65yOR64ffUCOZ2I81a7I2eSnavpT\ncsF5JbkRF3qcq2PctKVKthmnrEzZ2p8LusLly+dpJ9e8o52oQwmAbzhEipAiZZ5APBqE7CCrgO84\nnjOlWOrQgNWcbGhHlg2TrRns6p0Xg9DQLzHNPdP1c3TONp35aYfvdyCeXCLWlwKuKJ5EcDsEsTmE\ndV2UlJA2LUoMtFwMqq73apsavOhYbIJuHO7mseZllw+0vNbdqGB5VFakQRY+iKUETqBz0FdDEMSG\n9zotCAVfMq7mwaWRheo6VrfiJyssIct9vWMztCpMt0hNLZrVUiglIdjPW43IFx2fHoCo2NDPVldX\nQ3Xb3AFqSQmxikPwPWHfodMZjWNN8jIhWGgNWHml4gwoONebclEpSIpmsb1Ha81aoXrdTOd2NC5D\nK8FYPNBy83WR1+CNm2fPEE2M14/oOxNm9QL37u0pKfL0g3dwkqEL7LjA+8B8PpE0kuqEZlNeFnAB\n53q7aaW+Ly13FM4xWS+B/Wo5hGYTdA0xqUw3TH1ZaBqR2kaSkFOhuIRKqI1PHicDx+PE9c3R5LRq\n3p1zIeVGzVbABDgXL7w96jm4akRysZkGLgRj3BVbuNNxQoqlApoMlDSA0fT+pFRRT6ne0xVySSbw\niQFwc1RSaiKsud0tlnp6vYDNudw505ZGrAH63VSnfta7z1mWQH2JNUpwdSqUdSPb8JveC3tvhmCt\nImjFsFJdr5lGmTZFZGVz41eDvzUILa7Z/H5b+l6wHK3uQKtE3ScXEz5FY5AxRp6DRvkN4kBbG6bY\nQhUD5vA9IVR0u1gDjet6my+nxuKyXM8RxBR2mpKqI6G+iYoIxZlB2F1csdsf8KHWv5eQS+7y0mVd\nFk4NsDqOZzrv6L2w2/UUKYSu56XX3uTi6iWePPmQlBK+69nt9lxe3mM8TTx+512O+Zl5gObJnQPX\nk3Ku5BdXI0gllsKUio2Wqx5Aao7cQsLNWa815uo8egc9Nl8hFpNcd5XWYXXspi9oxKl5mvmD3/se\nu4s9l/eueJATc0pGVNJaphRjRmrTN2zAHW2t1hJZLrz9ve/TdwPiHIerCw4Xl5yeHXn3977H7c1E\nH4TzydaAYQO71aB4W/giSui8zZmoqlGGr9jwl7IAxrpsglXchK15WI47cABsDMZd0bK7sYNsDMH6\ntQnwGFBYKx9O2AnsaoRABYiN4pxQ8tKroVWo1NqlBWQjzrImhJtz2YCliwZCSw9S/V3VYKhTyBdq\n8iccn54xKBU1rmImXdhViU2biKSi1Y8FkyNzNad3DvGdCWeqGuCmxTxDSzMkYA0y5mlSbcgBK9n4\nymUX5yvX190JoczRFjSWbfRt2Ewr+WBS1r4XDpd7us5zPJ5sWi6O8+2Z6TQh6kipcMoncswMfs9Z\nby0vrzMcxAcKVj50lTTl6g2fYybmsllMtjCeNwSrj2u/NyBJFDpvKLY6C19z9RzSSm7Y71LKqM7M\nSTnHyJQLL71yYs4zMcVqbA3V34KqSzjbLl51XloKP/r+D9jvLhEJhC6AwrP33iGebkmzDQh953t/\nxHQcubzY0wXPxYN7dENHmSOdPECccPrgQ+5/5k1KUtIYmXMixZZvm2fNVZ2qpXgfPdZQX1706+39\nv/PN+uztNys2IHhXKwQChyB1zoUQnNg1bn0RJSOVFq6q7IbB0JdaTVDFPHhrMGoo9+b8m71vEfWy\nSNs9KYU2savVRRRZ5nh+3PGpGYPzbWQEQtdxcWUdiDmX6qGpzD4DiFJOlSYbwRlRB6069K5uEJdY\nKhJLX7ergpIC6pdcUyqy/bzO/pqIWaqRcw3j2eSUlGUlxZKR7Pjw8TN2feDi8oKu621O3hTRbOYt\nx8j59pqSlUN/get7chyNcuycjYurCrhZFYfYV2kAWWWVaSsNsoaPNNO09RstRbDf7TrHITiOY6br\nqqyXlrp+1CQeSqqdyBU8HBM38zXf93+Erws35WgcAR+glu+a+Es7B4twLYIZDhf81P/2DXbDgQ8/\nvCYEoSPx+I9+SJpGu84p8uF7HzDdPuP11x5wcbHD65HoHSVl4s1TSoY0F24fH3lyKsxj4uZsGgZz\nbCnf3dTguRtr3wronRKo3PmD1fe+wAq0Fu1NamCzPGrFwAk7L/Te9C13nV+Ym0vuvikBNpp4GLrV\n99drGsTG0jVhFVk+ky5/1+jFK2jYRvJVwHTTZNXe9E9tZHD79ETwDpgYbyf2lwd8F+iGntB3dE2g\nU1l70etG9FXzzhBlb7XitY1/+a+VAZ2EqihSqwyuseNq2Oakvlb9aiEA56mywjbn3cJLu94KzvPy\nG69Tsk0mduGC4/WNAV7OkHx/6Dg8vECc5+UHLzP9TuF2PFq3JjVtKUqezNiJc3TedPT70JHyZDeb\nxvdracB6k9sidvXx3sFOlEuBoRQGFXwHocZbWvkKxqwEFwbUhSpBFgAb0PHsgyd0nQ2NSSWaNr/z\naI61fr3W7u0GrEZBOke/N72EsPf03qPTTIyjGR+opKGC9D2f+8mfoBsGdldXiAjj9TW7q/uUOXP9\n6CmHi3twSrxz/Z7R0zctyeYpm1GoG2ex4g2Urii+bIxAC3fWLy8+pGEErWJg3jzUiGDwmDEINlov\n1xSzlFriyxmbml3DtYaLbfQWaOMEq+6DXchibdv1ImtdhKV5/5paSMXYlupCixpa/vbfcHx61YSU\nDRATsbbc40gqmWHoeOm1l/D3rihlwOvKztpmdlLrXJY/5w2q21CeJhzBkoeXisCXUuj7zkqPLf9C\nTARVVswiad6AmXbeLTcz4TLh8OAlHr7+OUQceU7Mc+Z0ezRFHoGX33iJw6HHOaqRO9Dte4sOmsBB\njQAQwyockF3B4bh3/4r8NHOa58o/aMM32JyTRRMihlh3quxK4j7KLimvXey4vNxznpVAR5yygCer\nJQAAIABJREFUGdOUwGdzbaUaxiKAgYNa1EZ2eauLu5rHp9QUjku71HePmiOjGc0ZxXQTd/sdx6N5\nP1MytsWdUmKaR8bjY9A9u6t7IIGkDul2uKCU44mrN15jFwu//UePIdVcueFLrGt+sUt1z69DS6n3\nsp30Wgps9/jFBkE2qYFFAYIZgc4bh2AXnBGjHKbc3Dokq5KzgTS28ZtKtqKcRmvCaxOXpNG8qwJS\nK982fGl1jpZy5BTxvommtjWxpkPL9fhjUgT4VAHEZHr84khJ680SYoxcP72h6wOH/R4Jgel0Y1ZV\nqthnzoTQEbqOubIJ7UqsBJNmNILz5Hm22Yz1hpaSyEnYX1xScmaeRoOvHKyKuEZffv4aNi+oCt55\n0qyczzPzOHPYmabjeDoazyBZiLg77Li5uSEXZdhf0O0DbhhoMnhaKxurzqKx7IIThtBz6Adu5GhE\nFWpKiUUyzds4Ch2FfSncC/ByED5zv+f+VU9/tUfuPeS+3zM/uWYczxbKl0KZTqgPlJTQGCvo1NW6\nZ6GMas1C3tu06hAoTmo+yxK+NiTFrn69ztoAP7VQPyuu6wjDnng+0qY4gZBT4e33PuSNN9/gsoa3\nJq1m1/visDeOwRyJU6xcA6psWLszW4fQvmtev2JOUtWa2l/INoLcJAlbI1dtgXNN78J4A70ThgC7\nYDhUi05sAGqpoXotben6OoptblGl630dJLsBj1vg0kKQRfegTZAqVs3RKg/vCmhrKa+rt17DbTfr\nHxcifIoAYlluRKlc7NbBdT6eGW8H8uUldB6NE3lSU79xdbpsCMhSXG0eag39lsCwkfNLru9Tt9IC\n0GjVB6wRAFUAFarElyKyCcjXNWfo+2lCo01ePo8z53IyYFKFNE+cbs/82E9+if29+wQf6PqOz//Y\nZ3n3nWfU8bmoFpyu56Ql2885IWlk7+GiIutN09By1WKzIkXZiXLwwsOh4/7eM+w93YWH4KED0oly\nPvLuO494dn1tFOWc63pVyAVNEVh7BFpZTsGYol2P9hb2Lx2J7VpIK8VWDkl1y7HeMz84MrlOlFaQ\nUkHi6gj6gTd/7EscLu+hjcbsQvWwmdubI/3hXm1JbrMdobE1623fGIJ6SCtZWpJVOyvuRg9I7WGp\nxuA5zMGeX1mUtJKhMASLDLogpLxpN8+tqrEN0deIrkWsxqo1LcgQuuU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FkYr1JLgQ8KGj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1ZshfXmVOd8Eg97q6MwlEXQMJlKA0vLlmGSKsgObKg/oyk/M0vln+Z0BPHXmHe91grpb1GU6FXO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\nBWt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} ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## define GPU shared memory bilateral filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pycuda.autoinit\n", "import pycuda.driver\n", "import pycuda.compiler\n", "\n", "source_module = pycuda.compiler.SourceModule \\\n", "(\n", "\"\"\"\n", "#define BLOCK_SIZE_Y 16\n", "#define BLOCK_SIZE_X 16\n", "#define BLUR_KERNEL_HALF_WIDTH 12\n", "#define SHARED_MEMORY_SIZE_Y BLOCK_SIZE_Y + ( 2 * BLUR_KERNEL_HALF_WIDTH )\n", "#define SHARED_MEMORY_SIZE_X BLOCK_SIZE_X + ( 2 * BLUR_KERNEL_HALF_WIDTH ) + 1\n", "#define SHARED_MEMORY_OFFSET_Y BLUR_KERNEL_HALF_WIDTH\n", "#define SHARED_MEMORY_OFFSET_X BLUR_KERNEL_HALF_WIDTH\n", "\n", "__global__ void shared_memory_bilateral_filter(\n", " unsigned char* d_blurred,\n", " unsigned char* d_original,\n", " float* d_blur_space_kernel,\n", " float* d_blur_range_kernel,\n", " float* d_blur_combined_kernel,\n", " int num_pixels_y,\n", " int num_pixels_x,\n", " int blur_space_kernel_half_width,\n", " int blur_space_kernel_width,\n", " int blur_range_kernel_half_width,\n", " int blur_range_kernel_width\n", ")\n", "{\n", " __shared__ unsigned char s_original[ SHARED_MEMORY_SIZE_Y ][ SHARED_MEMORY_SIZE_X ];\n", "\n", " int ny = num_pixels_y;\n", " int nx = num_pixels_x;\n", " int knx = blur_space_kernel_width;\n", " int2 image_index_2d_global = make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int2 image_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_index_2d_global.x ) ), min( ny - 1, max( 0, image_index_2d_global.y ) ) );\n", " int image_index_1d_global_clamped = ( nx * image_index_2d_global_clamped.y ) + image_index_2d_global_clamped.x;\n", " int2 image_index_2d_shared_memory = make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y );\n", "\n", " //\n", " // load center of shared memory\n", " //\n", " s_original[ image_index_2d_shared_memory.y ][ image_index_2d_shared_memory.x ] =\n", " d_original[ image_index_1d_global_clamped ];\n", " \n", " //\n", " // load y+1 halo into shared memory\n", " //\n", " if ( threadIdx.y < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( ( blockIdx.y + 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y + BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load y-1 halo into shared memory\n", " //\n", " if ( threadIdx.y >= BLOCK_SIZE_Y - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( blockIdx.x * blockDim.x ) + threadIdx.x, ( ( blockIdx.y - 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y - BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x+1 halo into shared memory\n", " //\n", " if ( threadIdx.x < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x + 1 ) * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X + BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x-1 halo into shared memory\n", " //\n", " if ( threadIdx.x >= BLOCK_SIZE_X - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x - 1 ) * blockDim.x ) + threadIdx.x, ( blockIdx.y * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X - BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x+1,y+1 halo into shared memory\n", " //\n", " if ( threadIdx.x < BLUR_KERNEL_HALF_WIDTH && threadIdx.y < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x + 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y + 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X + BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y + BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x+1,y-1 halo into shared memory\n", " //\n", " if ( threadIdx.x < BLUR_KERNEL_HALF_WIDTH && threadIdx.y >= BLOCK_SIZE_Y - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x + 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y - 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X + BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y - BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x-1,y+1 halo into shared memory\n", " //\n", " if ( threadIdx.x >= BLOCK_SIZE_X - BLUR_KERNEL_HALF_WIDTH && threadIdx.y < BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x - 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y + 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X - BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y + BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // load x-1,y-1 halo into shared memory\n", " //\n", " if ( threadIdx.x >= BLOCK_SIZE_X - BLUR_KERNEL_HALF_WIDTH && threadIdx.y >= BLOCK_SIZE_Y - BLUR_KERNEL_HALF_WIDTH )\n", " {\n", " int2 image_halo_index_2d_global =\n", " make_int2( ( ( blockIdx.x - 1 ) * blockDim.x ) + threadIdx.x, ( ( blockIdx.y - 1 ) * blockDim.y ) + threadIdx.y );\n", " int2 image_halo_index_2d_global_clamped =\n", " make_int2( min( nx - 1, max( 0, image_halo_index_2d_global.x ) ), min( ny - 1, max( 0, image_halo_index_2d_global.y ) ) );\n", " int image_halo_index_1d_global_clamped =\n", " ( nx * image_halo_index_2d_global_clamped.y ) + image_halo_index_2d_global_clamped.x;\n", " int2 image_halo_index_2d_shared_memory =\n", " make_int2( threadIdx.x + SHARED_MEMORY_OFFSET_X - BLOCK_SIZE_X, threadIdx.y + SHARED_MEMORY_OFFSET_Y - BLOCK_SIZE_Y );\n", "\n", " s_original[ image_halo_index_2d_shared_memory.y ][ image_halo_index_2d_shared_memory.x ] =\n", " d_original[ image_halo_index_1d_global_clamped ];\n", " }\n", "\n", " //\n", " // wait until all threads in the thread block are finished loading the image chunk into shared memory\n", " //\n", " __syncthreads();\n", "\n", " //\n", " // perform bilateral filter by reading image from shared memory\n", " //\n", " if ( image_index_2d_global.x < nx && image_index_2d_global.y < ny )\n", " {\n", " //\n", " // compute non-normalized combined kernel for this pixel\n", " //\n", " unsigned char image_value =\n", " s_original[ image_index_2d_shared_memory.y ][ image_index_2d_shared_memory.x ];\n", " float blur_combined_kernel_not_normalized_sum = 0;\n", "\n", " for ( int y = -blur_space_kernel_half_width; y <= blur_space_kernel_half_width; y++ )\n", " {\n", " for ( int x = -blur_space_kernel_half_width; x <= blur_space_kernel_half_width; x++ )\n", " {\n", " int2 image_offset_index_2d =\n", " make_int2( image_index_2d_shared_memory.x + x, image_index_2d_shared_memory.y + y );\n", "\n", " unsigned char image_offset_value = s_original[ image_offset_index_2d.y ][ image_offset_index_2d.x ];\n", "\n", " int2 blur_space_kernel_index_2d =\n", " make_int2( x + blur_space_kernel_half_width, y + blur_space_kernel_half_width );\n", " int blur_space_kernel_index_1d =\n", " ( knx * blur_space_kernel_index_2d.y ) + blur_space_kernel_index_2d.x;\n", " int blur_range_kernel_index_1d =\n", " abs( (int)image_value - (int)image_offset_value ) + blur_range_kernel_half_width;\n", "\n", " float blur_space_kernel_value = d_blur_space_kernel[ blur_space_kernel_index_1d ];\n", " float blur_range_kernel_value = d_blur_range_kernel[ blur_range_kernel_index_1d ];\n", "\n", " float blur_combined_kernel_not_normalized_value = blur_space_kernel_value * blur_range_kernel_value;\n", "\n", " int blur_combined_kernel_index_1d =\n", " ( knx * ny * nx * blur_space_kernel_index_2d.y ) +\n", " ( ny * nx * blur_space_kernel_index_2d.x ) +\n", " ( nx * image_index_2d_global.y ) +\n", " ( 1 * image_index_2d_global.x );\n", "\n", " d_blur_combined_kernel[ blur_combined_kernel_index_1d ] = blur_combined_kernel_not_normalized_value;\n", "\n", " blur_combined_kernel_not_normalized_sum += blur_combined_kernel_not_normalized_value;\n", " }\n", " }\n", "\n", " //\n", " // compute normalization constant for the current combined kernel\n", " //\n", " float normalization_constant = 1.0f / blur_combined_kernel_not_normalized_sum;\n", " \n", " //\n", " // convolve the current pixel with the current combined kernel and normalize\n", " //\n", " float result = 0;\n", "\n", " for ( int y = -blur_space_kernel_half_width; y <= blur_space_kernel_half_width; y++ )\n", " {\n", " for ( int x = -blur_space_kernel_half_width; x <= blur_space_kernel_half_width; x++ )\n", " {\n", " int2 image_offset_index_2d =\n", " make_int2( image_index_2d_shared_memory.x + x, image_index_2d_shared_memory.y + y );\n", "\n", " unsigned char image_offset_value = s_original[ image_offset_index_2d.y ][ image_offset_index_2d.x ];\n", "\n", " int2 blur_space_kernel_index_2d = make_int2( x + blur_space_kernel_half_width, y + blur_space_kernel_half_width );\n", "\n", " int blur_combined_kernel_index_1d =\n", " ( knx * ny * nx * blur_space_kernel_index_2d.y ) +\n", " ( ny * nx * blur_space_kernel_index_2d.x ) +\n", " ( nx * image_index_2d_global.y ) +\n", " ( 1 * image_index_2d_global.x );\n", "\n", " float blur_combined_kernel_not_normalized_value = d_blur_combined_kernel[ blur_combined_kernel_index_1d ];\n", "\n", " result += normalization_constant * blur_combined_kernel_not_normalized_value * image_offset_value;\n", " }\n", " }\n", "\n", " d_blurred[ image_index_1d_global_clamped ] = (unsigned char)result;\n", " }\n", "}\n", "\"\"\"\n", ")\n", "\n", "shared_memory_bilateral_filter_function = source_module.get_function(\"shared_memory_bilateral_filter\")\n", "\n", "num_pixels_y = numpy.int32(r.shape[0])\n", "num_pixels_x = numpy.int32(r.shape[1])\n", "bilateral_blur_space_kernel_width = numpy.int32(bilateral_blur_space_kernel.shape[0])\n", "bilateral_blur_range_kernel_width = numpy.int32(bilateral_blur_range_kernel.shape[0])\n", " \n", "shared_memory_bilateral_filter_function_block = (16,16,1)\n", "\n", "num_blocks_y = int(ceil(float(num_pixels_y) / float(shared_memory_bilateral_filter_function_block[1])))\n", "num_blocks_x = int(ceil(float(num_pixels_x) / float(shared_memory_bilateral_filter_function_block[0])))\n", "shared_memory_bilateral_filter_function_grid = (num_blocks_x, num_blocks_y)\n", "\n", "bilateral_blur_space_kernel_width = numpy.int32(bilateral_blur_space_kernel.shape[0])\n", "bilateral_blur_range_kernel_width = numpy.int32(bilateral_blur_range_kernel.shape[0])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## call GPU shared memory bilateral filter" ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_time_seconds = 0\n", "\n", "r_blurred_gpu_shared_memory_bilateral = numpy.zeros_like(r)\n", "g_blurred_gpu_shared_memory_bilateral = numpy.zeros_like(g)\n", "b_blurred_gpu_shared_memory_bilateral = numpy.zeros_like(b)\n", "\n", "pycuda.driver.memcpy_htod(r_device, r)\n", "pycuda.driver.memcpy_htod(g_device, g)\n", "pycuda.driver.memcpy_htod(b_device, b)\n", "\n", "pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_shared_memory_bilateral)\n", "pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_shared_memory_bilateral)\n", "pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_shared_memory_bilateral)\n", "\n", "pycuda.driver.memcpy_htod(blur_space_kernel_device, bilateral_blur_space_kernel)\n", "pycuda.driver.memcpy_htod(blur_range_kernel_device, bilateral_blur_range_kernel)\n", "pycuda.driver.memcpy_htod(blur_combined_kernel_device, bilateral_blur_combined_kernel)\n", "\n", "for i in range(num_timing_iterations):\n", " \n", " pycuda.driver.memcpy_htod(r_blurred_device, r_blurred_gpu_shared_memory_bilateral)\n", " pycuda.driver.memcpy_htod(g_blurred_device, g_blurred_gpu_shared_memory_bilateral)\n", " pycuda.driver.memcpy_htod(b_blurred_device, b_blurred_gpu_shared_memory_bilateral)\n", "\n", " pycuda.driver.Context.synchronize()\n", " \n", " start_time_seconds = system_timer_function()\n", "\n", " shared_memory_bilateral_filter_function(\n", " r_blurred_device,\n", " r_device,\n", " blur_space_kernel_device,\n", " blur_range_kernel_device,\n", " blur_combined_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_space_kernel_width,\n", " bilateral_blur_range_kernel_half_width,\n", " bilateral_blur_range_kernel_width,\n", " block=shared_memory_bilateral_filter_function_block,\n", " grid=shared_memory_bilateral_filter_function_grid)\n", "\n", " shared_memory_bilateral_filter_function(\n", " g_blurred_device,\n", " g_device,\n", " blur_space_kernel_device,\n", " blur_range_kernel_device,\n", " blur_combined_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_space_kernel_width,\n", " bilateral_blur_range_kernel_half_width,\n", " bilateral_blur_range_kernel_width,\n", " block=shared_memory_bilateral_filter_function_block,\n", " grid=shared_memory_bilateral_filter_function_grid)\n", "\n", " shared_memory_bilateral_filter_function(\n", " b_blurred_device,\n", " b_device,\n", " blur_space_kernel_device,\n", " blur_range_kernel_device,\n", " blur_combined_kernel_device,\n", " num_pixels_y,\n", " num_pixels_x,\n", " bilateral_blur_space_kernel_half_width,\n", " bilateral_blur_space_kernel_width,\n", " bilateral_blur_range_kernel_half_width,\n", " bilateral_blur_range_kernel_width,\n", " block=shared_memory_bilateral_filter_function_block,\n", " grid=shared_memory_bilateral_filter_function_grid)\n", " \n", " pycuda.driver.Context.synchronize()\n", " \n", " end_time_seconds = system_timer_function()\n", " elapsed_time_seconds = (end_time_seconds - start_time_seconds)\n", " total_time_seconds = total_time_seconds + elapsed_time_seconds\n", "\n", "pycuda.driver.memcpy_dtoh(r_blurred_gpu_shared_memory_bilateral, r_blurred_device)\n", "pycuda.driver.memcpy_dtoh(g_blurred_gpu_shared_memory_bilateral, g_blurred_device)\n", "pycuda.driver.memcpy_dtoh(b_blurred_gpu_shared_memory_bilateral, b_blurred_device)\n", "\n", "rgba_blurred_gpu_shared_memory_bilateral = \\\n", " numpy.dstack((r_blurred_gpu_shared_memory_bilateral,g_blurred_gpu_shared_memory_bilateral,b_blurred_gpu_shared_memory_bilateral,a)).copy()\n", " \n", "average_time_seconds_gpu_shared_memory_bilateral = total_time_seconds / num_timing_iterations\n", "\n", "\n", "\n", "print \"Using system timer for benchmarking (see above)...\"\n", "print \\\n", " \"Average time elapsed performing a bilateral filter operation on the GPU over %d runs: %f s\" % \\\n", " (num_timing_iterations,average_time_seconds_gpu_shared_memory_bilateral)\n", "\n", "print\n", "\n", "figsize(4,4)\n", "\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_shared_memory_bilateral);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_shared_memory_bilateral\");" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Using system timer for benchmarking (see above)...\n", "Average time elapsed performing a bilateral filter operation on the GPU over 1 runs: 1.173320 s\n", "\n" ] }, { "output_type": "display_data", "png": 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uNFgEvFCYBo3mAcjC48Ee1Dfclgbves9GCRYjwVhrUrxGV0HagMRGt34p0c8d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\nUyW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} ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## verify correctness of GPU naive" ] }, { "cell_type": "code", "collapsed": false, "input": [ "diff = \\\n", " numpy.abs(r_blurred_cpu_bilateral.astype(numpy.float32) - r_blurred_gpu_naive_bilateral.astype(numpy.float32)) + \\\n", " numpy.abs(g_blurred_cpu_bilateral.astype(numpy.float32) - g_blurred_gpu_naive_bilateral.astype(numpy.float32)) + \\\n", " numpy.abs(b_blurred_cpu_bilateral.astype(numpy.float32) - b_blurred_gpu_naive_bilateral.astype(numpy.float32))\n", "\n", "max_diff = numpy.ones_like(diff, dtype=numpy.float32) * 255 * 3\n", "\n", "\n", "\n", "print \\\n", " \"Difference between CPU and GPU naive results as a percentage of the maximum possible difference (should be less than 1%%): %0.2f%%\" % \\\n", " (100 * (numpy.linalg.norm(diff) / numpy.linalg.norm(max_diff)))\n", "\n", "print\n", "\n", "figsize(14,4)\n", "\n", "matplotlib.pyplot.subplot(131)\n", "matplotlib.pyplot.imshow(rgba_blurred_cpu_bilateral);\n", "matplotlib.pyplot.title(\"rgba_blurred_cpu_bilateral\")\n", "\n", "matplotlib.pyplot.subplot(132)\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_naive_bilateral);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_bilateral\")\n", "\n", "matplotlib.pyplot.subplot(133)\n", "matplotlib.pyplot.imshow(diff, cmap=\"gray\");\n", "matplotlib.pyplot.title(\"diff\")\n", "matplotlib.pyplot.colorbar();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Difference between CPU and GPU naive results as a percentage of the maximum possible difference (should be less than 1%): 0.00%\n", "\n" ] }, { "output_type": "display_data", "png": 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7Bm0NEYPrtslaozSnzoIp82DWi6FxDNg5IFPycbCEGH4F9UjSRWaP4x/dTNdv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\nkcRgxjHxVXpiAucfA+MrhHG1ILlVthLGHAJ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} ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## verify correctness of GPU shared memory" ] }, { "cell_type": "code", "collapsed": false, "input": [ "diff = \\\n", " numpy.abs(r_blurred_gpu_naive_bilateral.astype(numpy.float32) - r_blurred_gpu_shared_memory_bilateral.astype(numpy.float32)) + \\\n", " numpy.abs(g_blurred_gpu_naive_bilateral.astype(numpy.float32) - g_blurred_gpu_shared_memory_bilateral.astype(numpy.float32)) + \\\n", " numpy.abs(b_blurred_gpu_naive_bilateral.astype(numpy.float32) - b_blurred_gpu_shared_memory_bilateral.astype(numpy.float32))\n", "\n", "max_diff = numpy.ones_like(diff, dtype=numpy.float32) * 255 * 3\n", "\n", "\n", "\n", "print \\\n", " \"Difference between CPU and GPU naive results as a percentage of the maximum possible difference (should be less than 1%%): %0.2f%%\" % \\\n", " (100 * (numpy.linalg.norm(diff) / numpy.linalg.norm(max_diff)))\n", "\n", "print\n", "\n", "figsize(14,4)\n", "\n", "matplotlib.pyplot.subplot(131)\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_naive_bilateral);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_naive_bilateral\")\n", "\n", "matplotlib.pyplot.subplot(132)\n", "matplotlib.pyplot.imshow(rgba_blurred_gpu_shared_memory_bilateral);\n", "matplotlib.pyplot.title(\"rgba_blurred_gpu_shared_memory_bilateral\")\n", "\n", "matplotlib.pyplot.subplot(133)\n", "matplotlib.pyplot.imshow(diff, cmap=\"gray\");\n", "matplotlib.pyplot.title(\"diff\")\n", "matplotlib.pyplot.colorbar();" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Difference between CPU and GPU naive results as a percentage of the maximum possible difference (should be less than 1%): 0.00%\n", "\n" ] }, { "output_type": "display_data", "png": 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MJK/6SUuhztqw9RCKBCUlKXtM81d3a3u6Muhv8Ylmu7JxBYPPSePTxY9dUBQj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\ndVWpVttutVrxc6VWpVJzC9PjSkKcJkRJCLJ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} ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## measure GPU speedup" ] }, { "cell_type": "code", "collapsed": false, "input": [ "speedup_gpu_naive = average_time_seconds_cpu_bilateral / average_time_seconds_gpu_naive_bilateral\n", "speedup_gpu_shared_memory = average_time_seconds_cpu_bilateral / average_time_seconds_gpu_shared_memory_bilateral\n", "\n", "\n", "print \"Average CPU time: %f s\" % average_time_seconds_cpu_bilateral\n", "print \"Average GPU (naive) time: %f s\" % average_time_seconds_gpu_naive_bilateral\n", "print \"Average GPU (shared memory) time: %f s\" % average_time_seconds_gpu_shared_memory_bilateral\n", "\n", "print\n", "\n", "print \"GPU (naive) speedup: %f x\" % speedup_gpu_naive\n", "print \"GPU (shared memory) speedup: %f x\" % speedup_gpu_shared_memory" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Average CPU time: 28113.759890 s\n", "Average GPU (naive) time: 1.760913 s\n", "Average GPU (shared memory) time: 1.173320 s\n", "\n", "GPU (naive) speedup: 15965.447508 x\n", "GPU (shared memory) speedup: 23960.858629 x\n" ] } ], "prompt_number": 15 } ], "metadata": {} } ] }