{ "cells": [ { "cell_type": "code", "execution_count": 119, "id": "2eb81291-1ac8-43cc-a3e8-615a1a9b1ce9", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "from skimage import color, transform\n", "import matplotlib.pyplot as plt \n", "from imutils.perspective import four_point_transform\n", "from imutils import contours\n", "import imutils\n", "\n", "DIGITS_LOOKUP = {\n", " (1, 1, 1, 0, 1, 1, 1): 0,\n", " (0, 0, 1, 0, 0, 1, 0): 1,\n", " (1, 0, 1, 1, 1, 1, 0): 2,\n", " (1, 0, 1, 1, 0, 1, 1): 3,\n", " (0, 1, 1, 1, 0, 1, 0): 4,\n", " (1, 1, 0, 1, 0, 1, 1): 5,\n", " (1, 1, 0, 1, 1, 1, 1): 6,\n", " (1, 0, 1, 0, 0, 1, 0): 7,\n", " (1, 1, 1, 1, 1, 1, 1): 8,\n", " (1, 1, 1, 1, 0, 1, 1): 9\n", "}" ] }, { "cell_type": "code", "execution_count": 153, "id": "8a5a5a0b-4866-4c0f-a090-3cbd633f8000", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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L67kRs3r59criiRGZRueX1517jqm5SSyMhMftEZ52S3xudxOfau7gKxZv4gPVWyNGxZiU0qQz1aKMzEN7dwc6ZlRE+MbmAf4P7/l5/Pfbb8NFewuLh5Q3WWNGQRkV3egQ1IQdIJuhyKP5hBIQdjKO+oVo7WzOyY8+mX9s3nGRZZ4MDnz9GDhZATGB+iibgD6OFznTQKSUf2fbLMgfcnyMw2dOQE7+HdhnQktwkBjECfBexqf3IANEJROaJgyrHU8EBA8O+nep25huWOx33eiUIChr8RzNgh4yIAfkOWx4huKYouTrAyXNNoCJ8rzSXDM1Bz1v3rL27eP+cQfKl1Qk+z3f8z34nu/5ni/6fIoJ1EHEjERATEjHDTZ3GF9x7QESOzyOK3xqdwf/789+CNt/cwPVOeFicYzTBvjUgsHLiHDc4d0vP8ZHbn8GK9dinWpc9A3+xVuv4/TxEVwdUdcRaetRb4cBLJXQHwV7IkzAmD1hAnwvx8Ra/gnLwkPnKBgOABkQlGCDbVzNoYTLQA0VnxfXLD/OrEoan5e/4/yRPqiea3SmHjMyPTFllmiwCwstmipkLQ0lGtiVThgNAyp+wwg83MuYKfaE7kgHFxegZScmIQM+YcsI6yimoTZKv+kTHHeoYwJ7l8EGMYv+RBkLiimL8NiLeaU7DvodZ7u46wJ4oaYlZlDPcF0E7aJoWSL2wAlNB3cJTsrBbp/PTAbEDPS6/ezU3AFhWsw0lCoV4TYOceHQL5zsaOuBtYq1gOYpjT3Ut7g1Q/RG/cC08BlJO/oKsW7wqDnCW6sE1Am+iVgsW1xfbXC92WbTUOP7rPEYL+4HdohvoxjAmIIK+9wAxJS5OQRChnPSwLIWx03vYYzK3jW0cQ/dA5DznrZLbGKFh90xPlW/jPc1Dw4ClbIcYlL2jiNCArAgwrcuP43HH/gn+Evtt6L9pWuonwiLMe0HJUgZFdbji2IbD3bK6gV1YAB0vBZdfNLPmMQktLu9AG4vsjnIRR1XbVRAJIte3oiouQR9GsSbtkgzg6ICmBJQWBvGNACM8tFSEmDjACQTeQ2sC/e93iPpNeSePL2Wc6AQFHQ4oO/luoCAGO/kp13L7uNI2DPvgaZGOlmCfLU/P/AwVxmooBJMTJ/XCpFM3WbWdzC74NCe1o5R5k4w6wbF5WuMQJV9NgUn2ibU93jR8iUFKL/eIjvdNDQ8M/pj0Z+8q3mCX1i/Bz937wO4f/8Gwps1mscE1wNhY4um7DxTqPDJDwYsQ4en2yUePD1G7DzwsEG1JXR3gK7yoK0Xez0wWvzzwtqj2PUDIM56DkrCGFAEumNCagAOPF4QDIhMQA97zL+psq/NzenTiWSOdTE20cCHgQweFiWKqikpAAlPr1XMxfv2Wx6BmFK3wyTPxgQgATFroQfzkHlFifmBpS6tDMDS1ps8wIHQnRC6azYohWoOWwEuwrIIM+LbJOahVnZmJjgb7Rq6iHDRC5uiDInrWd6Jk8UdBMSFoNFUOemXTsCLI4LfMDilESCZ28UcXJZL8HJgx0IsJioDPsQMqGnIFROV2O090iKAa4dYOcSl6ghWhLhANnslfcbR+z5AoYkwGUAvTEt1pqwOCQhqmwXuNSf4wlJMQ4tVi+PlDtcXW5xUWxxXOyx9h4rSrJh1brE/ZJ4pmZEpK3KQgVHbhR1vrMh8PdJBU9AUeIw0NJdoXQAV5JIc6QjoksfD3XE2/XyifgUfXNzDe6uHeMXvsCLKLMpUIHtIjROZxUxYHLciwu88/jdYf2WNv9z+56B/vUJ9OtmozJXJeKZUsCC99DnTRh2kXqn4juS8+iIhnMes5YMKZGPtgBqghRs0G7Z5sLnK5i/1xtvTlRhbkCALsJlXzBQyXdBjscZYeyhLyvZ92w3sTpwwpn0Pts9K0693Am6YAecHtsaRACFOQIq6wRNww0HE8/wi4CTJJkw8BTGADZsHshmLR/NIfkY9X9oggboeaLsMyCh4kPcDK2SmspgEpBwEJ/Gdw6D8uksvHaQUGe5uBZy8cooTt8Xfuff1ePpP7+LmmwIEYoOxQZZ18dX3s4sBD56cIL65RLgg1KcyUffHHm1qEM5dNuGMAIra7cG2s0cetaX5J2zlYxE1cq6Ljs2xSYbV9NETEnhkMsqgomAtRmVmIhgBn8l9RvSMflaCEhG5KmNANOgZTNtg6/pkssmXnMzLUn85wbyBSgFZvr6XxS0uhjY2piWLbzsR4lEPVDt5KGOwTIvRHwH9ikBM6oIMUC8aGL9jVGtzdY7ZNERx8Nrx57s88EPbw++isBKNh3lOpWBAlDOzkneN233wMWVQyt/32BXgUnAydw25EI9/xiQTmYtw2xYgQmWgpdSzNA6xIcTKzEOiZxmJcOdKATwBZEbRG2iBsCwpBPRVg8fNMd46SqBlj3rZ4Wi5w4kKcFehxcJ3aFxE44YdlzETzzPBlECjLPsAZCrqLTnuwyal6f0TC7iZMjSHXJvnSjfHuDBhFwN28Rhn/QJf2N3AJ5qneH/zQMW0G5w4GgEUr4PwMpACIAOVBOCWA/7XJ/8Kz75qib/V/megX25Qn6LYuFhfOnDRYoNjYwwkeqgUCCZUJfCIrQWGeYMSUJ8nrD63hnt6oRekQRxb+fHiWtRrqgWZYwpSkPAEBk4AZI0H+wOuKlYHHotoy3tQX43AQSncp160cWDTuFGur20qrAuON0gToFsF8LISc/SIEYFuSCBgydgivSe8H8CJAQPvpIeUc0ih8R7pT/oooKLtRAukZjJOAQhBlkLnBmH0FDzteS7x/ru5pLyjAQrFWKzaDDiHi5c9PnznHiIcHjy8hlufYaweROxuOOw8jUWrWvolEJY9uujRtx4uEnwrjEdcAG7rgK1D2NDe4ms7R9NM5OsXkJ5JRKKu1fgTCpTK11T+7iKyRsPUr1zx+HingyPRAFLKXW5x0RH4KTbjWTnPw8KfF/2tLN6un1ROn0fAA2VAZiat5JHFbmbaGYl+i7YzatjvBoYEGABKqoFYDedl1qK4jgAX0jYTrYTrOZuJXKcCPWW1uC4aAoCL0s5+6+DbkAGP341Bi2tjBizU7YSlDg7Be0DjmPRLdXsOsuODga/cJcaLVNaglJPsge+G9n/+QicXKCaCvFuaP47aHtT2cBeEoOJf9hp7pvHoFx5x4RBrQr90I8CSY7MQRkxLXnSm1Y8KWLYEnBP4qQO7gNg0eFYd48kygZsEtxgEuKu6w7VGWBYDLY7SiDEpSwYp2nHnzCoOIuBNBVMymH0OC12nOpO5v58nlD3MzOyXknURoBJw2jcKVO7i3fVDfKB+gNf8GieOUI3iE9jzD8UTZYAyvg9wxzP+tzf/Kbqv9fgfu4/A/XKFsN4HJ6N3StBFDXmT4TtZEFMY4vdkD5O5tcm6Z8+on/Xwj87A5+vhexXDvlDU8DIy6eh3gi/MEmYWymLZuaJryr45pRhXJStCOu6Tsod2fHnJAkilUnTLjFKSRcV9cugB7+YFtwqOzKwl2rcIBJmbjMlBSvvPY7+XauqSQY56ral+Z9pOU+Zp5ntKPLTZC5Z3OEAZkB7FhHSyxOYu8JXH9/GZ3W3gUYP6nMXDIwkiMAbEBpTrGe11QqgiHl2sgPNK43LI4tn7YUeQhbEFnUgR4p0SdXdpE7Ub0AE7ZA8WEypmQGEbtmLBdS3B7wQkGFNxaGCz4+wtA8ywGCU4gPxNQGYtMmOSxBRSXQBhLTFJXC8HJ3UFLuNskDIqcApKomga7NIgZP95Lu6d602A0S4GhkqAElX1b+8hKRCydxArgCsg1XKNqDyvvCvSZ2H5uWZ0K0JfDYup1cFAVapI9KysgKcDfOfgujAIcDcJbpcQNhFu2+XdEe060MaBYo3UeNGzkAhzXReHgG/T1zdhTQCMdjL2OU2BxouWOdblOYCHUpKYMwB4F+HWQKDBa8mAWFx4xAVpXBbKrFVshLUaeQ1hGG/yR3G/XljmQYArlLEIcIHTCnhaMz7fCNNSLRS0NC2OqxYn9Rar0GbQYmUKTqxkcEAKUgyo2Er7nDIHSqbfD7/Pszzz542PLd2S8zH6LH3yeNotM1D51fouPtDcx3vrh3jFX+CGk6Bvg/lnENEmXA5S7vqEP3TrH+P06xb4me5rcPKJgKBY4aBsBsgLZymCtT6QN0IYrpP7Q/G5bxnhvAO6HiP3/SSm3DyNGHNhZhY9ZuRmrvoNAIPWo3Bz5zmX9GmbzIUPOHQP1Yk4Y0kMoExEs2Si2blChJHnEDO4CsDRAqme9wbK7EluB2SwwE7AiQSelJhOCH7sYl0yUqVuxR7XkZimUAlALNto+izT3wvpRT7P2Y7mxco7GqCMkCwz+hsL7O72eKk6w//j/tdg8cAhrHuAZCIdI9Rhp20BgzbrBm5DCGuSQcnDAMtxT8r7J+SYH3JR6E5/QMM2GMNWju0X8n0+vvhpgMfozrARGy7UpEF5tzrupQSZ4MGyYNu994ZXAU4G9z7K4KQ+BapzltgFeuFyQS/1Kfl7bX7X8fBBrSyHA9hOnIxJ21FJFFjkzk095/ZkPwDAYK7dOmn4itAvkQdbjnegzIuZeOozeaawYcQFjYSg4jWkz7wdgJCd2y8IvJIHlT7g4Tu5Vtg26uKs7s5thOsT/EU36pfZjjspB13xyp3MF1MmY2Ikui11LIcmlrn6QCP7dhF+08GfyTkWUI69UyGuQ2wcuiOXPTcMaI60LAaercplVRLE1bUj+NxEBJCYhlLFOG+O8Exdnd1Rh3rRY7XY4dpih9uLC5xUO4QCRFTaoUoNinispjHb8hz8t2++GbMlBlyex6A8D8TY58/TrJiY9ryv8VZ7gl+pXsWr9VO8t34Lb4SnuON6LMxFmSeePgfeeQLwmo/4o3d+Dhdf3+Bj/Vfi5JMeYTNmUUbF5j1AxJWQhS3p2MwbSSrnnfE05iJQnSe4863s9i8pL5x/bc+8cAkAnZojVOx6eRHx+wgwTTx/AIzBFobjhZVQVsN7eS7zLnIEOA86Wo43mGV9GVnEmn/aZshYiolp5yA4mRSyOcJ7MX/FCArFAlrOM+W/kpEqGJVxULsX32i9swEKMJpwN3dq3HztKRbU4dce3cLykbAn4m6J7Nprc0IKBO8Y7Bmx94hbj6oj+I3s6PsF5V37CBPoBLu3WzD9SXkoibnGb8U0kupiop4wHaaxSF7o0XI3SpFAfiwKleeXH34LhAsg1YTuGIiNhDIuha0lECrpWgMn9ZnqJyY6HddpzBKdVAbmYVh8jI2ym+TnU/A3et7S7OGhQEPej9sRwgYDOIK0Gal3z2CGErdtixo50sQ45B19dyxtY+eW4KQ6BxYPGc1pFAanT4ATMV7JDkQFPOwEtPTLYTdDGgU37MwsxIP4thO9B3UEojTYiCfl0CQx9/043PVzBv3cZ8875zl1ImZdhHg/qq6CllR7Dd3v0R/57DUUGwF+EgkX+67OPPmZ7wnR//QA7wi4gGqhHFIVECvO5qFPX+uwOt6hDj3qEHHS7HCzWeMotIXHkLIJ7DJQKb145oonVjAzBiElyLHzB4ZlHoi8CJB5XoA4c8cWpsXhtFvgtFvgze11fLK6gzcWj/Gh5h7eG57glotYkHuuNmW4N/D+0OK/feUfoP1Gj4/3H8LJpxz8bn7BzqRUCTpVPwZM5psSnJRzUMeoznsJymbeMCWQTg4jI/c0QGIJPpgBLoSYb4d5/CKC/Y0Ak8ZqEZCRMLgyC+CZ8+7B9HxEwAVQ8OC6ytqboY4KiAqTDvUJZRwmMzGRgSADGkOl58e4mneyaL8wx5Qamj1926FrTbQ+e67PzynvbIDCuuthBnuHzW2HD956iAiHdlfhWM0U4pVAmRGxXXuqgKBuw/G8AvqCPUk4rD4nHZR2LV1czQwxjWli+opUyz+UIEOvVQIgSgKMumMFNDQM7Kn4FkBmeZpnnPPgmBnJt5Q9gWLNmUEgA0UdUJ8B9SkPbaX3c72wKX4rQE+U+brI1E70CCCYh5rVQ9wLhUURF0G52d5zGmOEoc0kSNsAOgBxyUYNDfAmQkiLl0AaJDZ5gNXDij3Qr0yMLFFWw4YzWKMEhDWwup+wfNDB74aFlhjwa+SYIqlyWegneYBIY4tIO3AA+kDoj6R/CYAaBLhmHvKbKKahNoobZBoAy54GZbq+XTZnvh025AWOeTtgCSh2WoU4z3cRbk0IDmgMtDRBzULq5rzUdixC9pemt/zzsseIgI+qZwEAeKSHHm3TYOeBVDHuLxP8SYfFssWy7nBUiwh34TssfI/KRQQAaQRaxjd2CkxGGpZCbCtmImVT9NTLgM5QhC6bmowS02yI/eEs0sBz4xQBiQmbWGGXruFpt8Lndzfx7kaAynvCE9xwCRXRC3UrAPhgtcX3vPoP8X/5+gU+2b4bR58l+JbHZjsU81fxd/LD5iGbdEqtyuSneMYReLWQ+CKmeciiUQEslq+NmdX0YIyEt0YoAO8EQI8asWA3DnzHZhqaZNwdmZZwgNFxtjvT6+UosYU+5VBR9gRNDV5UmfUYrxEq5Nf0HBmc2Pel2NZ0H3ld2gcnoxgn5d/AGIRMgdJBkDO+3ui7/2QAiuZBoZiQVgtsXiK8sXyCz7c3EddBRJ6tRBs1jQMXu36JICo7bOqcmHcuZGGRBd3AAWFvd1dqGSxBXgCS58yu5EM1vL2INYd9gIlIAQAkwcicikYSAVxjMHMkGrEKZWHHiA2hPZZJISo4oUTIHjI9QGG866BECFsBJ2GbchRXM6X4llFdJISLXuKGdBGIDK4c4lEFIOhgozwOMrgpNFVm4slCOQKQhFkKG9XaFOxTCgBbjBQgpwSIan6JiyEWjVMTUKaPNVEZmT2OUdhp9bhenrl5IqAhvwsAYIaLDCjL7LaUJ7EMWGoFLQpcogWTqzRXTk0a+l8nll7cnMOGswDX7yQ5InXCtKBPutvBoO4vzd1vY1DvCWynPy8pU8+CXGZWs3Hky/2JSrwSkghw161oWSw2SxMQGxXfLpy0WxAwmTRBYqyHd38ZYCknbr8RwCLHDixLWy+wrRmPFgxeRPiFxGY5Xuxw0uxwFFqsQovgIipjOKCRZhnw5EYMjIGKqP0ssc+alpwfp2BKXDkh5IoDXjvycF6axAc7ELAONAtk7O9dCri/O8Fpv8Cb7XW8q3mCN6pHeCU8wx23w5G7HKiYpfE31mf44+/+B/jR9nfhYXcXR1+Q+QwAsobNxpnONcaejDYkM6CkdAlmT2hvBMTmmqTFSBLzxGIWWYRoUpAy8t6cFlsENe5Jjt0R0/5x079LIBTjsNjmBi6YgNG5tvtxA7tjn03AUJ7Xpvc35sU7UFODVwtwU8n4GjGnyPFeMAlfAGCI6WLFxqe91CkjOzc/lACnvM4hDRsN8+QInEzNPP9JARQgP3C8vsD21Yjb1QV+7uEHsfx0hcWTDq6L8LuE+myI7ZAqILZAncSssX7ZgTphT6oL0UC0K5ko2evOW+245UCcCv+m5hf73u/k79hgiC1BEHWg9Q31R08T0ayVRPsMRN5peqA7ZvEO0r/BAHoWt7oiMmQeR6yi2HOJCyIAifJzUVLR2qaH3/Y5cim6HqgCYIt1EH1GikBPJJFjRzv6/YUlbzTVXBO2nPU5cSGLo9wf2T3cSUiASaA2fbRi3vGdDMRYSZu6nnJqAgN3YtLiDE4ADBFkNZOxtJFMnHCqnncEigmuLRZkB8mPo22R6gG0xGYQF8cG6Bfy4BQZrvPwXaVsi0bA3YppiPokKRxMkR8nE0dZppQrTVyULwMnLyq+nczrs2DpstUuM0Oaa6hPcJsO3trWa5A3zS7dLyQKbndEOUQ6u8LN2QPwk37F49/tK7L4RBsZLGKe9BKVuFngrQXjvkbANa+h68stjusdatfDESO4hKDxWbyKV11xc1uvHXHWu5SlcnFWtDuN15LYwYEyQwJIQk1MXP4cMfoi0NyIRcliEDlvEyu8ma7jUXeET/o7uF1d4P3NA7y/fpBjqdiUMy0WbfY/ax7hj7/vH+LH22/HJt7G8h7DlTIRHjYlEptoyFg82tjNghRtFw+0Rw60cqM5yDKWy/i0e/FwjbIUbJ5FpnYxIcc8YYzGwRRklHFCoCCoZDrzPaYLd/m5/p6DwuUXUyzOCoIIyIyQVEB/hgBe1EhNJQlNrf1yPfV8NcdM60GqOckeSjNeMwdDEqQCtEwB3fTYcmMyx0SVdfoiwAnwTgcoxQvf3aqxfPUcK7/DJ958GS/9WkL9eJvFsNVadzPqGpsCiWZgHdEeVwgXElwqbDgLLW2hz7qF4h2UA3QQkhYzox3XEtxOFym7JiDgZFqIRVRqcVQIQqXoeDF2o6TB5TwgNYzUIE8ErpcvEzEoK83LwHGyUIe1DMxY08DOsE42uotx6xa02Qntqp3fA0iNpFf3OyA2Tid/QiwEwmV9qWhLdgCrRoS9gIgUhn9SeaHwTevhegE/5tKc/5GATg4SVj8HtwNyDBfTPYDlmevzcWbiHNjJ8t4Y1WliMk9g70F+EMLZ8zhHo2i0spiqWUgX1liZOWMI2x8X0hgyCbvs4jy4Og+gxe36sXloSq8eoltz35oAmS+yzLlE27uSBp/8Xd53+nuCgjCADEU79RoqWBZry1QT+oVDtxzrWUZm1UmZmh9I+7ZvAd6oGS9orqHQ4Dwc4dkqgVcRvomo6h7LRkDLiZqG6onHECCeNY4Yu+QzAwMM5iEBOnGUJLFPPpuWgIFNMeCSclwXYVVK81CFODIjTSPjjj9PaFPA4xTwtFvhQXeCT9cv5ei0d3yLlb6b8qks2mwFwn+x/Cy2X/EP8d/Hb8O2v4HlA9u4DW07bLbGf+dN3fOKzWv6vpggaSoCkGMmMQs7Wpbi3ZbvWwDIfHwTivt9OWdwzmwqxkDIgE8JvOx6dq79rqBouB/nTQeAERBgYBTDxLRcCC4zmhlQWBZiA1MOeQMqzA32I7yaSWfCngyVK1iOEkTMMSZ63AsBEzu2LM7h7XgBvLMBCiAvuAq4uOvxlXce4Fm/Aj9osHgs9DlXTjqV5sDxkXUgEMLaqAXAr8W843pxSU2aFtxceLMmQkWzri8XxmFnN3WrtMUmNoTU8BiY2K95UA4n5x2IfVy4Ldv1eXqdoqTAGjsAIDcMKgsfL2YHYUnM9JKtTUkFvWoSoosNsGvlVl0H9D3IOdCNpQhCdxG+EdfQWBOQTUzjumVwos8Ra40Ls4TmKZLjrR371QAwLDgbqf6ENASOAAJkF1djkKwp/U6u2S81tH4vbsd+W0SOZGgfSZklomL3wBrYiDRgVGnDJQdw5Yew973VwcFp6HyjVlMQloUDITYqHDXRaEDWZcgkQaA0gJZqXSOsh8i3FrJfPLzGYGvW3a/8u/yZ381zJhqMd13ZFDQtRiPvnfyc+5XnRAZFYe58+Z0TN+e0DDk2y1SAWwb4K7OFEzAsoJMFyPUQryFIP+MnHqnySDWjr4BnNePJUtycQ9Njsehw1LRYVR0a36N2EbXvEfThVRY1YlsSOXTssmZleGz53YS6YrZxI+ZkLukiANRuMCElTpmdKb2NpkAqgfC4XeGsE9PP55rbeE/9EO+tHuKOb7GYYVQiGEfk8G2rT+LiK38e/9f2t2H7L4+xfDjs4LNXHtG4fTHMK9b29i7G/Wk4fo6dHsBJUTEeXxsYgFCZtHC4N42+Ew/Dom3888YADUCrBCPTV2Mgp2iHMvKtPe8QxZaLqLjDMdkkNAUnBnL0edgD2WDnAMCPx9ccMHlR9nSuHJhD9sxB5e2sbZnB/ykBFIoJvFpgfZfwgeOH+PcXL2N536E63Wa6EcAenedYcjp0J5WyKWJqANQObjZUW2Q9JOaIInmKyDoUmQyLsPXFQHMdYCHcs+mlYD6AAvVj/Ln8PoM+LvuKix2Mk4WOAZhAzepuGYUteaGdS0lMXOyFFQEA7Fqwuaoxg2PKA9O16loLwPVeAqZFBkcaJpCyXcrfHcSkRQBVjNQjpxLgwIiaJ8Z1gKulYSROzDCxZwo4UmZKJDEZ53goZmJhJ+7KYcuD6yOgwYjsn7InxU5iiEOS5LnKV+QcaNcPwMXMFpUXelaflZhBbYIngB0hBIdaw3cnY1YCZROWARcDLe0xw/UuvzuvpiHXMvw2Iqx7uF2fTULTeAYvNBGV7McLmHUuBSkYg5CDzMvknLl7WF4QcITfdfAXDkEZLa6cMi2iDZKQ6NJm/WIQ4fJkAzEqk4WO2ITt4tEnHXRIjripgfNlAtcM1Alh0eP4aIvryy0WQcS3tQIXRwkxo/JhN29siJmOKm2EMlOzgJaZppqhixwxgjIwiR16dpmRycfkVVWi1j7rlvi3/av4/O4GPtncwXvqh3hXeIJXNOibAZWkjXREDr/r6N/i/Dcu8FPtfwH3r5Zongzic/NO3NtczbT3Hhh5zu+DiWbyrtLQrw72x8mxs2wOH/i8rDMwnrsnz7F3/KSuZiZGsrVCNyNu2FeUeq4X1p3ROISGfSY3LTYsl21cch2LqNdTpDqdU/Lma4ZNsfV27t7pBeYiLe94gAJmxJMG27sRr9bP8LEH78PioWautQ6rKBVAbkTXyQ46LmSwVxciXkyeBvNOUTKit46cdwz6ZYmYi3N8K5+b4NbQCE87ul0HwJRpmN4/H+TGoCgzIHODZgKGcnj+SbF4BByA9thhd7tBeHwMPD3NF6C6Ah8twZ5En9JFgGoBg5Nrz01QefIC8qLI6m1neXdiPYTUTxpXJQUWINICxKQgq3j+pIuQLki0k4Wc1eWYWN2xN2lgHKxOKWVR3AjMTujOUThqIgz8qhxDJOYecg5Oc2fYdwZeUnAgTuBeAB4ANSFRbjMJpa8uz/UAWFIF9GZb1n7tW4+wrUSEu00Sl6VLg8CwG3sN7T3XXifAQcDwdst00XjeIjI9d/iD8juQ9wBQ7MEdwa07hGKXyEFByyJkb7NuRUOCxCLXEJWAHhjGNPYXLNdpGHkC+KmHmSpjU+FstcDTVQIaSY5YNx2OFi2O6harSgS4AljkmayL7Thk0a2F3y9ZFjv+sgi1c7mLTHR7yBvIANIuebzVHuNpt8Jnwy28Up/i9frRKOhbedcbzuG/vvYLOPuaBf6H3TfD/WKN5tkwb2VzN+/PY2NTG88Ckr1HKVmTyc/SJGN9ZZqTarQhxOT65ed6rMVTmiuS7JBGm45RvfJxKDY3+mHiybNyHr8le7KX5mLkmTNcd/iQsMealt/NlSnIKI93PJrS9o6bY2IMpBwS0U5Rdpg3u82Vdz5AIcLuVoPq7gYVRdx/fA13n6WcjRZADrHLhNxR3C4CLAshJRYthgo1U40xUgZ0AVTvkUzZYy9i5qhqkeA68QhKDfbs5MSA3xBcK949ccF7k+Ue3QnA7LE8GXzD98Nx5bVEw8LSYSaC3nLw+614t/TNAmdveHC4heNfcaD1VtpxtcDu7jEAoHqyAZhlQTUtQLnbmHmeUbtaNfXvsAaap+Iu3R0T4hJAUlOaDo64kF0HaUoA9nKMMSixtvQC8nm0eDadBL/zuzFVnAd+LBT/5W7hkKDMzECT73PAJecyYAFpREbnQBa6uhy4buL6R1DhqIiXM2BRpqWMz9IvCf3KAIvLIK90E/fbCN+JOc5t+yHjKzDvtTMBKYfydlxWpovG9O/nlfKcfPyB88xjCIAkSNz28Kck7uKVxWUJOaNzrIVdiY2KmauxWWj+JtjbGVsfDGtxH5V4Poy+XuBxw3i4TEATUS16NGoaMq+hoIAlpTKmif5emoGIRyAkB5djQpiIckc5gOaxyaxgt2OHs36BTaxxr72GT1Uv4z2NmH7eCKc4cfLwHoS7PuCP3PzH2HxDhb/TfgQ3/nVAdc6juXKqkQN0c1Ti+RFgsbYdkv/tfV++itK0YpsTY2PL/lXUCcAQ2bb4bApkcsTstH9MzuZ8oG3HddSfOeL55FrlZqd8rhkX6EuI9MNApPxubj6bY1nKY9Pk+DmQMj0P2GdPpvd6G+UdD1BEfxLw3pfexP3uGvDmAs2TTkRERrED2rmkSAjyJG6ONWWPFXaSVC5m/cnkZqaD4GK3kAfFsFMAisGoICg2PHgEQcHJmtA8EdCT42jYOw7FfWzhLygS1huphm4CNvY7LAOil0ABqvSfPZPdNy49wrrH8mGHflljfdvDve86qvMjNVc5pMahftJKEqmjhYhk/WRSKKtSApPisBHbpwtA2CRNNuaEZu9EF+SUmYk1oT9ijXEy7FRS0vspxSxMC3I+EEsfYKxFZktSGhbbKThB8flc7IQ5Uwqz9D/LYmqAxVgAZVhQABn2k58EyUbaOziCgJlzARLJm5uzU08hXWwXwrT0K2STnmhZIFFwW6DaJIS1iW/j4L00iUgpz1k8/1QEOyklkHgRanq0iFzC2FxmJiqvYdT4vstloWc530nbBpcj4MbGIy4HLYvFZsn5pXSMl+zAlLbP9VNPFuwIWEudBLQEpKrGtgLWC8b9o4hw1KFuOjRVj6bqsQg9lqHDwncILgFUCF4ZMPNQoDTyGip1LdPw+NlUdMlqOk2m2CtQuegb3G+v4VP1HXyguV/k+xGJ2euhwXe/9PM4/0iDj3Zfh+u/7IZos7lxMBrv4wjWGM13mUFRsEHlNTABJBjm5lKQOwUpc8dfqh3BUNfBU3MMLuZMN+NnNp3IMC+N7ml1VXAy7kviJVhq4/bM/5gc/3YWfGM7rJiuMWmlXAGmynPKn+XvI7PNTD2m86Qd/9wIvUN5ZwMUZvCyxvoVwtcfP8G/O7uL1Rcc6qc7UEpZjJOFiqQvVeNOpJMaqVJNQ8/oVk60CqY/AUZo2QSmtgiCgOQH998RSCl2C3FR7MzyLowQNpKHxoKqLR4TqnPOoj/XybndCYvZCVSIbHm4ltWznCwnh802nwZ14+y2p/EIjiWvTP20xY1f6dEfV0ie0C8DXKu5aJ7u4C52QPCIRzVSQ0Nk0HJisPW77KvTihjtHQjtdcD1ThM10miQWoRfGLOC4bpMxTvTd5UDxinYcz0QdiyuhzZBWcCjMmfG3KAvdxMlmNlr1MlnRGMABAg4AQpw4rK3EHmXvYWE7dLFtBjsTtkWSUzoBq+hSsS3pZZFwIvGFVkA3bEDRdGyeO33xrS4nbhe+22hZclgZTK5lWLE0asc/r4sGeK4bec/lvsOxxxKtjj3mQXA2ztGo246rZMnZVnULJQaj9h4bUvaZ1pK1vQyrV+52HYAtubibO75AV21xK5ipIbBdYJb9VgsWyzqDkd1h1XVYuH7LKAdcgYpeFHgIvqTtC+ILVyYyzIFJcB+YLkIQtfXOO9v4632BJ9pXsIHm/t4b/UQr4cN7niP94UFvvflf4DNb6rwsf434uRXh2izlgk9zyukuan6cm4qFjoexO9zppPR56N2Hga9iE4pz4tjd3vM/55vMHxnbs17bG9+p+PNysgxYgJMpnXYM7GWVTDAYhscV7ggz1V5biM1OoDGY3A6ZqemHNN65fry/GZNrz06pvzMipl+MiB5G2BKyzseoPTXFtjeTbjbnOKf33sDy7cYtJX8Oxwc4jKgO5GV0+0kCBdtZfKKjVAKlnvGcriYHoRBA6o37xcz73gMWhWdK6bCMNfJdyKQ5fydXdPCscPp4nnBqE8NLBCoZ6RaB1zCEAgtUhbp2trPQN7pjcVlZXsVdXTKRDRAVewuRP9AaE88KNVoHm3RfOFcI6s6TY7Xijg5eKTrK7TXKvSNLqLWR8sJvNxFFT9ldzpUMFWM7pqAMtcTLE6KuUa7DmBHWfC6V3RNJ5bcRK7joY0hQNS3ChaKSfHSgQiMwYn9m1KWeSGfVIwZo3gIua6kCkRNJliYMEY5PYgkB4ZzMtl4GiaeAqCYCbMyrYuyLhYJt1+KliUFTexXD27O1r/EHBQQdrWG61dNy7bPweQAm+DS/m7reeXtalteXOw/Ki/kbQTI+08JiAB1BLftwUSoHEZMS6q8mIaWXqInawqKPQFuUd9Du17L/+S3aqZ1Q5LEVFfoGgko93iVQIuIsOiwWHRY1R0WoUfje1Q+5hgtgICVRARXBJOzkjDEbBk8gcbmokMJDK1Yvp8H7Qk+Wb+M9zcP8KH6Pl7zG7wn1PiBV38Gf/qbK/xC/AqcfBISfLFjifGjwDdHPp20y9Trce990WROyycOx8o8Ui6EB9p/+lmxudEGApMBpWG+LgOQZYCSwcs8CDoYo2Rah8Jzx+airI8rwiWMz8GwoTo0ntScnwHOnP6snO9mEyMyRpo8nffy3HTZhs5KnBxzQJx7qLyjAQoxY3e9Ar28RUURTx8f4d1PIihGxJMFNq8tcfZ6wMW7JLbEya8BR/eFIOVKqF3iQZRp7sU8dQU2alIT+eWEcoGHSbRsd1JBXSs7JtOWmLqdgZGphzpkzYVEsFWhrhNTBnsUgcosUy/l8OCknK/ls0mBB48FmvQNZX1QqUlgAfjSlTcN4KU9cQA3qM69ZO/tokwKTS1umKsK7fUK3bHPcVSYpA6yGA4MU54MrFkn4CQ3txNQxp4lw20AklOAp9qb5EX4OlrA7BkxLAIURZ/BQd6hRBbmQTUPDIDjUMTEuYFrCb7Kvw99Ny1z36UpkhwRTplpgXeSQdQNSnv2Ei8hAxVHFt0L7EiiqjpCda5gxRdsS2UMATK47Y6B9prYNVyv2aA3FcJWAIuE8h9is1An4uLLwMqsxgV4YS3LtMyxNHPf7X0/d5+58yMkOZrGw/FECAYIJ7mG4oLQN2YeEpZlNi7LsLEf0/5mzogyDnlDg2koBKS6xqYCzjU5IqoEv+yxXLZZz7IMHQLFHFSu1JiUSQez8HYU3O2w+LYsiR0et0c46xf4wu4Gfrl+Fe9pHuI31G/iPaHFD7zr/4kf/eaAfxPfj+u/ggGctIywjXA7cYUfMQRSKeSYIOU7M5BYAISRroQxmEOKMus1NFemws0RI0IZNMx9dtDExwWYKjc85Zgv++ectx2PPQyRdOyXYMDa6xJ2g+H0mHmdXA4cV9ZrZuM1lzuHkuWEo/1rFHWY3Zi9zfKOBihMhN0Nhzs3z3AeG/iHNZrHG9CuQ//aNTz+DQGbD2/w1W+8icebFd5yd9E8c6gBxEVAryYEYhMaQoJ9GcthmpNCLGW2aA68j24ZeWXxGwkE1x1TFt2WHdvtJFkdJY0wq0HEjIUQPYx8J3FLSCi/IPl1/AagSoCL3wyDJta6AHkBH8II8RBK3nQoLAkJ+6W48VoEXXYaz8PLZNteDwLk+lqCDUXOXiYyOaupIbeLhPSPC+TMynvzX6mnwXQXJexQWIvrtwlk+5Vcr/R6Gp2nLIAtAObdk9S923eys7NgbzIODYQUdXseOAFkwjg0+KYA5LJBWk4I08/LEnViTGkc3VF3SOydpHG3VOq6wFlQOXISn8W1CRb8CigYljAwLpKF2A0eQ+rm7CIVkTw1yvBWYrNIjiELcpfGu7uxr2rRTpPfnzeXTUw9peD2snKpeel5Qt1iUbAdsYTt1zYuXMrjIqA/CuhXKsC11Ac1FHDLJoRKNnF6O1t4be7pAGwob0wAEeGmusJ2scTFKuH+KqJadqjqHsEnrJoW15stjqvd0HQF02JRaHNY/skkNhdvxUS6iR265PE4rvC0W+Jz25v4RHMXX7X8Ar6m+Ty+743/F/7Pv+l349PdGzj5lEPYMlwl+b1c6wXYmtdKLHbmM+9l8HKkIgopBCwEAwxONUY8C1ppMo6nDHcWqZbv25jyQ4t/2a+pcMlVVtMpY1pGpTXAtSeKLUPSHxCR5thL002UHVtcL7tcO5LzpqCjqKtkPp6AeaescirOK4GRG5uaDzIhLyCAf9HyjgYoqCts7jh81bUneHN7HYtHBP9sC7QdwEB7jfH+Vx/im258Br/W3Mabq5flPBYhaAokCfKCiGNzYj6GeOwYc2LvIZslDiB1m3x42MFHDZdvokUz0YSNLMAWOTVsgOpMIrrahJ1qWOJYDYWvn2twMzBAu4H5sCy/NskNAecEfPXHY1BlmYQthkjYJHgTlmoU1L4B+oWHUaqmwbEAaSX9ykHuKWBiAER7O2UFIqBJ7JhEmhtJWCKnzyaMFAkonHofZSXx8LkBy5xtOQlgCdukuXo4Lzpk3iwvSjtmYecMSDnEqsyV6QRgnx26n+06Z5T1pl+Bd+LCp95DOaupmucQNKx8pLyjN9Bi77AOlAPKZRGuMS1qzoiNeA3t2PRCQbI5t2OPIWolfxNpDqcRmNC8WNJWlzfVSKCrY+OQePYQYJmaDg4dOw7mNRnkkx0m9ba7SQhtD3/u0JjZzTt1cRazUNazWARcTYEwN5/kLl1+ZhbEKBuUsAb4qUcKahoKwM4DZ4uEe8c9mqMWy6bDqggot/Bdvl6fXOHCPHgNzSVKNA1LDsev5531DS76l3B/dw2fXr6EDy8/i9/9yi/iL3/tCc7jTSzeIk2YKSYfii7Ppxa/aE9ACuRQ+Xk8R1vcta3se2sXPgBUefg50o64Ihv5KI2E1qs0neh9BgYFAyBg7I9ZVmanZB50nEtetThoQUoQMef5MmJNCtAwzeSMAZxkBiaV7TltlwNj5JDXTjnXJIxBis09c9d9m+acufKOBijxqMb6LuNdi6f42IP3YXmf4dZbAED1bIujzzf45BdeQhc9PvfWTRx/2qF5soPrk+aQEdbAFlX2Zgck7YhAqS/JovrpImlFJxUDC6w6FcA6M0b6k34JmDmoecKo1ozddQMxgIW5z0XP5SBAxnXIcR0sdL2LDL8zilVNNxHgQCIhMDc7FZNxEHaCoqCvapPEFNJjyM6sdt4chr94VlhzVQLyDJwkZaJk9yeNl7FI2WcVnFhQNb+hPIkFZYZEK4EhzsmoTWiYiLS4TvUnunMlxjBJpgEsZo+VPg47issG1HTBMkBymclnutCVx04p1TlQU153DtCMzEtO8nAYWHEuU9kliOGq0LQEN7LBIxF8mzSCK2XGJVqSRGUH+oVoWjiM3ZxFe+CHHEObArB0GpclptFu8lKWY0aYO7QN9sDKZeW5Yt2ZcilgKevBLItPNwxZD6AyHUtpFlLQJ1qWQc+S2cZyQZlipOIXikDoAWyHg5L3KvStcVYznmlyxLDsc0bnVdWh8lGj4PZZgDvHnlgk3KmHkDy2iHaftEuc9e/CF3Y3cC1s8MFbD/EL710BaNA8GShP8uU8SCPgYDqzzMQak5w3jJe9I20qxh7QGw4qQtQX181zKg11GY4Z6jC9pqTGKBd1A11lQLlJDCADP3HoS3JOmjUn5flpjtGxuWACmvYbpwBAE7MWT7V1duky1IJ9bz+JkFMNGIto9ZnWbVrPL6K8owFKe3OB/m6LxvW4/+A63v2gl3wxJIK365/q0B0v8ZknNRb3PW5+okP98EIiUDrK+XTEtXC4bikkBTD47ufBg/mJQ78XryDTknBxgP5KQFyKKcX0Eu0JSbK8pQxcdhD9CQEuAS5qIj7IIt48BuCGCKkm1Eu9sgbQjLo6uAWATRpQ65sqoDuBahMcqrV6dhSam/KZM+WsHjKpHkxkqebRznAQyOrOJdlnA3tigC6s5Qb9ikVEqCKxVPRS1nNt1pgTz7lWrml5WqiDRM1tJ7t4G9wlOJnuaKbFdi8lsJiadabsypTGnYKUy8rbPdbuz/LiR93UwIr3OZhcZlnM5q8moj1tRnCDuSGMMzpP8wzFWsx8gLqG916C6pUeQ61kGve7QssyNQ3lepfPOPn7QNmj+ctn4SGY1/Tzy/QtB+9zYPEkZkAZJNr28A6oDBg6DKahpRfTkMW5mQTmuzQ2y6guMh7cDnA7aX8J/e+RqgrbaomLpWpZmojQRDSLDk3VYVn1OKpaNEFAi2lZDJiYlmXkxlz83kaPB7tjPG5XCC7hlVee4h7fRFxUWDwk1KcM15VmQtY2ks0RkYyprJvL8wZGbNLceM+/uuI8Lv4Bw7WLkmhyPZ3ER6ag6Tyf60EKRobNE0Xe8zbiAohM62tzX3bzB7K53DZQ+V9p5irOz8x2Keq1rxl75qayTlIvDVpp36cELq63nzBwAFLm1s+2GTJ2BzjMir5N8887GqBsb3vcvH2O89jAPWhQP1nL4qERPP02oXnK2NyVRvGbBNp24BMPYpks+0Y1Ig4ZxQ+0IwaUzxCxZsBYRFsUE376rYPrVH9SMA7ltdkLSAGESWmv6S5Bkb7FYTB9BTvO4ffDGjh6EFXIKhdO6rkBKGBYDCAhVTwyX9n1BlMLEJXt6VeE7kKyOoetugUmOakEZxmYLMTlV6jrwgSjxAa7IvicTkIgHu0UqRMxp7QFi3BX3Yz7pWhpqHgnFgNm2PoM78D1mn+HkAXPLok5zZkHT0GZ5p2JLe6XgYAypPOL+vI/j+Y85P0zZ0Iq/75MiGtlel+bdJJE5C3jsuTqFvmGSp2FY5aouI5UGMs5Sze7IphcPQSSE5G06ZkExOYFgAX4h51oWST6rYCWMgpudnUuafcZkw8wD0bmQMbbih1RXOcQ2Dl0r3lGSHQYYAY2HfwZCctSSf4fA3+xkQi4ZWwW8/grYxjNmZpLJsFFAD0QdHyJ15AIcGPN2FVLbBrG40UCFqJnKXMNWWyW2kUEknw/vSYyNIBSsi/23Z3VBap3JTw4PsbZjSWatzyaJ4RwwdmMPIrIXTAmh9hp8zKcssrlc5fH26Zx7zqjd7R/LZ5c66DwtgA9TJr7zMlNSvZEWBNrfz3Vphun9wrFPGY4xFMGL64I9jYXnXmU8Tx/DmFVCzHx1CsJ7MAu5XAClFnmNJiVckMUGzPzNCLJGWbhEmAhwWfaKn8+k135UHlHA5TNLYf3XjvFve010Z+cyozJwSMtK6TaYXeD4F7ZIK6X8BsNf18pamBkijUv3qXmxDQoSScDD9GTlKJsTPp8IhmAUdmNMAlHD8gCbScD2QY9HQjEACdlREzkCmU8Vi6DH9cCntWkYskMOzmvO1E9iN3P1vQ8gHkY48rIxIbQHRNcpwu7CkvLgFWWINGASqp4BEzkAQCwDLLBjDD26jFXYtPcpErNUr3WZSnXNlMVOWsLHp6lmJAt6aC507KT61UbzTvE5kY4BCXbM+08D3xMU6c/r5Q0Z8mijK55yd9ljBa73tSsVF77Mrtw+Qz6pqjIs1QGjwORaFpI47MEN3gNWVZnIojPAMBdyhmCzfVTMjwjgxbJHjy46LYKsik5UD9kc3Y9q34hwe/UC6SLGbTIM2A8Fon2Ju9D5XnHvR0z0Nsto3wnzPm53KYb7l2YhuIiSPTbxknbNZpnSOOyWNiDPP5KZmA6p9j81ovWy8ABO4dUSUC5TV14DTUR9arD8WqLk6bFsWZ0npqEgq64xrI4MK41Wyxvdzg9WePxrSOcPVyifuRQP5PErGErpuhpyo2DbIkxI+Ux5XkzzzvXBgfvQZPv+fl1GNqZBp0gAC4YXoZ6EpbnZ8QATHPTlOJV03uk0aZocjyTJLE1bYyJZY2tdh5s7Et5KpFEz/bq9RPjINzNIKWYZyasMJv+jT3gdCOh80YZJmH009F8KP0D5R0NUHa3GXcXZ/jFR69K+u/tTihrdYONDWF3m3Hj2hrr9Qp+3cJyoQAAe7Gdxxp5lSs7pEWGzIuyL4BEQSfyMNdLsrxOFvC4wBD0reiPpZh2NAgmnwuQ4Ny5LeprfwScv4vysWEtXhWALAS+ZYQ1ozsy7cj+GJ0i+XL3EhthMQBowDND/8PIHMxgPMoam5+jLEknZDd4SFk7lALbpBogvyFUFwMAst2iawnkOHsHkSqIubhhTs6oXkRgESCH9RDaHRo9FX0aK+lfBJgAA9iI4zw8+buyzAkt58plC+KeEI8HkPI8NmBPN1PsnubuYbuxmHR3VOyUbOJxLrOUmWkJDtxpWH9nx2FgrAzglmxLIy66OZ6IB/pA4JUcRwy4zsO3AWHLIuLeiosz9YUAFxPT3QuUy0xAl3336yrl/P4cQe/INGQRcC2XU+3RLwc9iwWTS/VYy2Jz1vPMQ8ZkhB7AWkELDVFw46LGs+UKj5cJtIqoVy3qusei6nF9scX1eoPg45DfBwF9kgByy9DhqNrh9nKNJ9eXeHJ3hbNnC9B5QLgghLVDWANhzQJY+iHa9lRbNjTegUfKbAYyU3zwmadAZzochul1dN3y2D2WJe/6kDdCs6BJN27yHOP0JpSKvpHnWAUnnvYBE4pb6mZadgty7eHC+jTWLjzu39lMFGPW5OX5LY4RBWcGOoHJFWCbstaF8gKja0dmTYrN0wuUdzRAaW9HLH2Hhw9P8MaDCOp6cBXAi4BUOXRHDv2dFjGRZN3sE7gK4tVA6lJp2oxCbGlCV3HvBRCAqBmLjVaWCWAf1DhlT/qVhLcHgKy34AMdzMwiBnQKoJJjp9DwXVwgX5uSmEJcJ/Vnr27IW2hchhIZYX/LUQILFMdYcwQg2s6ADPxzntRGehO7LGFm63G4cAUkNTlRryBD68GOc3vnOkwZQjImQNgrANmLyO0IfiOpDVh3+0aJvrD3ztwxZXC1y66jO41RdecG6FSEeUCUyQWQIKL8NxlLU/6cS4VrZZp5tDRFldcx0a3ds/g+ewoFL6YhBS1cicbFJqWpGcQ5Au+EbamKKLiiYRGzUt8MGox+4dCeMCg59VRT09AmwW+iiHB3Q9yS/AzAwLIUbAunywHIFwtM9lgZ66czJNtl99hjbxIk1kwn3/lNB39Og4fWJJhcmf6gX2DwGrok19CUcSEdi+hlPkkXBJBEwM2xWRaMt456hJXkGTpe7HBUt2i8CG9r12Phe80XtMONeoN3HT/D+qUa522DdVdh01ZYrxvE0wrVM4/q1Am7shETogjbkTdyI43K3JyW23DyXAfKoe/3GCgWLeBwg/1584WnPBrWGIbMSaYVzMBhei0djyPWZlrUTZgxZElGIhhHXgp894qyJSLYHcDJdO4aNmkp/+RYvAIiidVUinJLrYqc9NwmsvKOBij1rQ0SCPSoRvNEvHfgdZJ0wPaGw8nNNU7PVnj1XgJ2LaipwST0aHckgr6s7i46nQk3KQ5CNRNrMoaBUg4SYmRxZ3esgtGyE5dAJY3PzVKKEqSgGJRFsai05uUTl4zYDNeKS4COMXgFZIi934ZTUVUe+MUuhcrxogAh7zAMMGR2RX/MmBlNy1O2HRMkS7GjbFKLi+E+sosGkOS5U8nWEAbdEIkZyO2Qxbtg0aNUa4lqmUNJpwKclANwTlvyIiDmEnNK3m2Un821zZxWpVzYy+tY4KpCwDZsWGZ2KM/bsRxaSEugkhf8gbUxipe8BvgwU1AVgELLkgNv0XhR5aRMZish53MEXBLmz7QYA0sADdsPdEcEF70yLGIOMjdyEeOK15BFwKVs9LfJ+u2DkPwcRTsd1KBcAk5G5QV3k3uC3j6BMDyTBZPjyheh+z36hc8xi7qVQ7eCmtqQ2V25IEablZKBsMUUAEIHYVmUDWNXI1U1uprxcMG4v0pAneAXEcvVDjdXm2wWqn3Ewnc4Ci3uLM4RmdAnj20MOOsWeLZd4Gy9wOlZAzoLqE4J1bmD30qQRb8TpjhH9M6NM5nHMPl7jpGhyWczG7WpgDYv7DOC24MeQ3Ol2Bi+CIA66Jk0LekAgDEWw2HwUhqF5Gfpp8acHDJbK2uy/zwCUgAoe2IbpIFhlXuxrhMvbuN5RwOU2ydrPNwdYfHQwV+0A/WsETV3t4Fbix0ufu06lvc3A8PiRHjWHZGyJ9hH44wcOTZrT3RRJUAWTAwvHk6Eh5KgjiWDbuDZgXAI+WeQMhlQhwRbNFLDFceYXqUEGgYOiutdauu1X9NwjM1ZrMfYz9lRM33uaZk8G3sWbQlDY21MAJtXkXJ14IJM8Dsxb5nJgJIkB6w2KbsX53v2SQZkWUogsbdzOCBmPfR4pdmoHNQ0f3625x66ll2H3P4uBpDGmWNMpjbg/YsP310GVCaTFhcgBX2fPyci0E7Horo5k05W2XOoZFocKZARV9NS8+y7pFmClWUJlHUY5j3ETsIEdCuSB2A1s6qGJWx4CCQXNUFiF2XXdxlIse/m2q0AKZdqVcome46YtywvoqPZM0OxAvBtzPV2ziEYMCyCycWFG2Lb6Fgx7yHTtAw3GoOV0fyoDLPfGXgjJC+bQ66A3WKBz61OwIsEaiJC02Ox6HBtscONxSaLb4+rHa7XW7y6ImyvVzh/qcG6q3G6bXC+btBvK/DWI5x6VGcO1RlQn4qIPyc6paFuubpW9/yzaPc902vxaNPNZ3nOJUzpXpm7xnOOyexJUWdSHYFtrnKZMdeOmJ+5e9PwRQ6YFyX6OvVxbPK+rOwxvtq5k8uMDVwaNkwjz8Ju/3oHyjsaoNw9OsNnTl+W/DubFhx8FsD2S4fNqz2a0GNx3yE8WecFKdVOgpgVrsXlC6UEzaaLnIbdPmcCLC+OgJfBc4U07ohlLzZbYKZcRlQEZlF7Oajs7wGE7HfEOV3IcN4AeEYDtXhkABotl+wyAA3PlD8r61eAE2OELgUpVp/y+WaeO7MzTgZjmh5TMIRO48QQ6/HqqUPRzDvi1hi2hXuxLRIpacCkNPj8z5WSNbDyvFD2uAScAPJ3mjnfDeaayy9+YHfDCTlIzXTyuGxiLb+fHmd/XyIEpkzpJnBKBasT8wQ6JEL0Q3wWi35bim+9iWrdMB7VOwKdCMErAPASTC7WTpPvWTA5DExLI6DFnYiOxUVh0aQ/JM01pNFvS4+hQ3ofKy+giS6Py2DjRc97m2UkuJ0UYgZ6XYzaHu5ih+qJCpy9B1duiM2yEFfnbkl5zuNCaD5kVMd4c+GKLmPjsgewA8I5oXEeyXuwq8AVsG0Y50cJnz+OCIseddPhaNHi1nKNG80GtYu4UW9wo97g9WNxcW6Tx1m7wGnb4GyzwOmzBfyjCs0jh+YJoz43b0N78KJ+BxvuErBysK0Ba+3pJs/GyguZeeb2Ecao2zxdhtQ31m/qqVN49uxvdoXlIvDYwycziBjAiW3WXkTTVlxj9jMuTMLJKYNfjCsiIPX75x8o72iAcqPa4F/fP8arj5KwI4s6C/e2NzyuvfYUXfRY3WPQ2RrcSxLBfunQr2g2LggguwKLwWGeOKNjdIE2F1oZuAzfSvC0/kh3+iU4wfAzu/rOret7qH3uw/06g1gBqkyGub9OQYsWF0l2Py0yhUqaadRy8cSl6FhSzaNYJCMzzvQBXmysy/m2U5mifR6+y6YLLtqLIW6yGJqWouh/2A2xYSQqrQxsdjTEXlAR6F5AokPuw1OX3y8mxwQ5lHbbzKRMWZE5FuQQtVpe28p04p3qWqYBm0pwYsXZPQ9PROQc0NRIxytw48Xk0PagXZeFdqzMCmsby4IJwHtMo9/mmCwKVLJpyDyGTDhoIrwuSayPUnxbjWOzpDB4EHUNZeEtksRl8a0Gk9smuJ3GZOnG3kIH2Y4ZtulQRNuczffA97/eMnI5nX45BZ8paRj9CGwB7xxCIb5NtQCX2Hj1FnLi5mzZnNXcPTZdT+9pFQOQIPGUAGAjySzTU3GpTlWNrmI8rhlvHd9EuNZisWwRXEJT9Thpdrheb7DwPRbLc9xdnQI3gPWdGo9eP8L9Zyd48tZKXJgfERZPLDQC53qUUWdHFAsmIGNu3iqHjs1HQgLsaVTyRk3BxR5omNuQzf09BScApvl/XuQ6o75GGMATI3vo5BgofRyCxU3mtlLnVnw4zJuX6elsM1Zuvl7EZF6UdzRA6dkhvbVA87gFmEep5zd3CW9cf4Z//+bLeP3NHtx1YqOrg0SOXWKsz9AOKF4ruhNvMAjLisIlc1IUv7UMujRe0JW+Htk7VWC7ZxfNrATGA708Zgo6is9GZqJJ3yEFMK4FwgXQPGUsnkWEdVKRYVKXYALXDt1xwO6ax+4GYXeDEJectR2kTJK4mo4H5KHJ69LPC/Bhdc1i2xLY2TmTWDR+J2G1OQwufa6D0MCskzhhiKkxp0EBxiDlecxDroxOBs/VqkxAyt51hgF96blzxXQpPHb3G00mBjqKSJYAz9+vfDYDaKyuhVUFPlmhu32E3Us1uqWEMBctiHjahPMW/nwH2uwk9US5OzsU/dZyiJCCCWNYLJAcDcCFTMdi75WKXEMKWpJ3Q2LE2mWThuTHkQUXEI8Diii0LDzEZGmj6Fn6IqBV5LfNiFyWxPCy+CpfTJTcg+DnwGJCmhzRt71wcNrGXCnLsgzoFx5x4SSCcKNtWEEYrGk253JjYawzD0Pe5leJoyPvND1ySE3Arl5i64DTWvQs7qhDs+xwvNzh+mKLk2qLVejw/pNHeOP4CZ7eWeHe+QkePjrB+gsNlg+EVak20gbCAI03M9JeGM/9PP8e5ER9JjOrpcHTaLoGUJK+mE1Kc0O5nMesv3rOaT1ymeQQmi3FnDt4F9lioMc4iOzDzIAKHKlPQNfL+JuwJ9msfMjrbwpSMgDmLNYdmJTi3MvmmpnyjgYoX1hfx+pNh+rJBqw5SOAI3Srg4vWIW80a/PklmrdOc8PFVYX2ZEjgN0WgkvcBObnXhPzQP+zg4jwN1Q6CXvtwrxppP6ZAZOY+FIWZoQR1x9WTCWLmSMheClNX3zLBm+skh0fzmHH0oEfz1lZcGEstRjGJVcFjUQd0NxdY362wvuvQXkN234XqXMq2GbEiZZlpx8yG2AfFpD+IlWm/vcsJkKUNLG9PdwSkinPof9/poMltrgvMc8HEBJwcig6L5wCTKbCYAxrTv6csx2WB4Q5oWkb1LJMM2t8TAdvoWS8J+U9VhXTrBJt3nWB7y6M7ItFb5QXJw7WM6qJGc7ZEdRpRPdvCP7kANtv9606Dz+nMT0A2BxEgi6aKbkk/z8n67CcVfcmRCGN1F1150UeI8JZyLqlSh9EeE+hIUy3oRiVn5e0YfmuRb6MwLb15PuyDicFVtAC71oYH2nYOXExFuM+LdLsXIGz05QssDsZ2AWIG3QL+nBBM3GzZnBufWRYxaVMOelnGZ5Fr7k+HI2s3C8viW0jWaF20BWAGxGaBx8tjPFwwuIkIqx7L1Q6rusNJs8Mrx2d4aXWBxy+t8NbjE1y81aB56FCfKjNs5pNyA0iTuiWAeNI+xWZJ2lvr7Scby/KZdE608P1zDDlPzhGTuqYrKV4D2UJfnlCwKXvyADu36Cc5yaXVyWI/xSjgpOsH3cneHJAE2Dxvc1SCkSkAeQH93WXlHQ1QPv/kOm68yaD1LmdyZUfY3vI4euMUbfI4+jzBP7kAcwItVmhv1Og1Psio8ygjYOHvLWjYnmhjuvgSAMfwGyfRTxvRn2RNh7PJS/FQHhj2Qu3v8c8MLKJEWa0uZNLMsUEquU9p9iirlK+RxJzjWqA+BVYPElZv7lA9upDdrbnLWqbKUl/RdnBth7qLcO0Cvmtw8bLH7iYhLnjcFgXoyo9S7KLsmBdSrRf6F/PsKUFJWZhEmiO5gzTonrkX70x/gmGHpB48I1e7F9kpHCg8HdSzD6UVz2HyLxnwpfmnvO5lE4QdkyPduuz+C2YVv8XJBJREOzJ3nZKOLYv34OvH2Lx+gou7ARykT4YNi2BVd9JxSZqjxyNc81gceSwB+BiFTbE6TqP3xsJ+bZ9TyhMglZOg/U0kz2mghSgnR7RszpINFnAxwnUJ4QIK5kk1LJaZ2+U4Imka/TYCrhePIQMtfssIF72E6jcAmJCByXOFuJPyds0+z0uMmBeqF2RhxhcZvwfqeskztO3g1F3UmC1hWgS0dCvJ6NwvNdO5egqVTMtB83a+HzJowQ4IF0PAP3Yeqa6xbZZY14wHCwYvI6pVh2bR4drJBrtFh+3tGtunFZpHHtW5Jm+dmH7sXiZMHdxwi3pgsgHjSf3LZyg2UraxGi0fkyGcmRjTD7LM7ZI5XAGG/Z7rJuaSaduVbtc5sSKg8yePA1P2qr3q4wBMbOMy+z5egC409gR4LkvyQlo7Le9ogLJ7tsDiaZSJqR4eZfOyw/tuPcYnHr+Ea5+OeeeWTo6wveXRaxCy7NlSgBOLarhnl6Sio04ZD5bgYq5jtNeH/DvZLmmHTzt1cU0CRp3djqUoOgpzeXaFAFqic2IIyhSQXZsljsGQRLB+Bpx8ocfq8xu4Z2vxtIim9tVdE2tO08mumroe/qLD8j6BYg2Qx/Y2Iaq784jNwABSBiHv+L2Vbt2jNig2JvkzV1yLJ9ewdtLdrsWosXaSSJWpACd28UsGyJyJZwpS5kw6c5419gBzbMghkGLgZORRVCzke94HM548ziEdrxCvL8AE+E0Hd76TQIYlWJle7zJwAoCXDbavHuPilYDuSNIhLB9F+G3KptV+oRFjSfpnrIDtDQ/XLrHc9qBn5/vXLtvX6mReQCV4mXtvpGYhE946jctiLs5FFmdjWXJCNl2oXJskm7gyLJJmQgPKhSHwWfKEbkngY9ltUATC1iNsazEJ9Ty4OWsmZ7fth7DgeHEQUrIgU2bmedc6dPz0nOcGpCv7v+mS3PCuqJPI3LTtAGbRs1RBAEujEXAbFTLXhG5ZmofGc9dQP6ubfQAYA2zfDXm75CDJ6Fxjt2TJNVQlIDCwith5oD9y8BtCWA9C+vJ+2RtT/5PcNxgY6XK+1zqN2o4n9bY6T8DLHmOu7LeL9r0sRqlgc3KOHzagMWD2KbNs9XdAkftHgANFFnf7lMZZ0cvCRcym54GSuT6zx57MzFfpwL0PlHc0QPGnHuEiIq0aEepFRlwEXLzGuFGv8Uuffg9e/twa3EfAecRrDXbXHFIzfrN5h12qwAs6cGS2oP1Oa7oOABpcinMnlWNKCI5xx9IAZepMNt5Z2P00AZsFqSLWuABb6YimeYkT12lWxrw+A47fjFh9bg339EJtjkUnsd2nI9lVe10YVDzFJIjbb3s0T4zSdeIO7AuQNy1mU7VAb4Wn0BzlO2VjQAa2aAR4cjva5Vtpf9MKUS8mMcnKzMhZRJnz7psdgcwFgXg84F4g187sLmAOnOS2mG55vojdygvshIkIvFpg+65jrF+ukCrAtwvU50eoziLCRQe3bkHrnSwws3WY7KaYgRCQbh5jfbdCe03qUa0Ziwc7hKdrAbuaKZnrgLgI2N2usbnl0a+A3Y2A+lmDsN4CurDNFu/BR0ukkwW4KsS36x1o2w51Mz0MIOAlmX5HQ3ab5xAwSoxoJiEL2Z+CUqmJMsOSA7qpuSHHZdHot6JngQZCk3/lQmqmobBj0Xdt45BfyBaKGIckbpN3W8ZbOQRUZl/bVOhs1y1BSXqOQHePwSrOny5ATieoYjEkMxtcMPwEJKZFyKahfunQKdOSNSyaKI89JOTAgc0bir8pSQRcbgW01N5yDUmQSmHBJVZUaoxZHTZ8U/MPGECg8VpQggsUn6MAN9N5fbKnKTUupZbFRSAam89DJvcRs6NJZckss4XZPl/eSNqe8xRiTLEFXzNwQgr2xaxEMi5ss8q8Fzn211XK/n2Z/u5AeUcDlPqJQ9hExKMK8AS36dFeD0h3d3hzfR0nn/BwTy8AABTUdloVF7DBwEVnhQ0WIBV5d9iOJ+SVMjMFUVAwe0KsdbXeW1HH982lSKk553LMZNFgB0QNNfV4gqrWk9z7nLC6L/Rzv3DY3JKBunwr4ehza/hHZ7KDLjtN8BJYK/ghiJZzMji8H4BK1wOe4D2heerQLyqxNdcsk55pYrSqeUdhD2a3nA7iKVgp22ASfSmL7SaTh9/Jz9hIu4A0Jk0c6iM/B/EfoRbgqgteTpB12e4eGO8yDpXLTDQvohmZ04XM1cWOU5aGiARIHDfY3QzCcjUC8Dadg9sFhE2N+nyJ+jSifrKDP9vKwl+Kh2eoXl422N5ZYHfDIdVAdcaoTyPCsw3ofJPrRYDk77l5An65kZQDgfSdTIFgYeYhAhYN0rUVdndW2L5UoW8ILopotTqLqM46+HUH2nWgbQtqu/3JVNPTj5rN7mVJEL3TtvIqxC0CyGkMpTm6mi23UHCyKWjcfjbnIIk6sSR0iUDXHXzn4VtZPCiK2TFsJb+Q2/Tq8m5tcrhrXMam7J1r5i47N8fx4RxJd/8GE3Ay19fsuylwmXYZoqx7IkSgBfymhXeEilTg3FSIq4AUXPbAsjxDfUPZa2ikrTOwUFannBssLkonrDYIOYpubBipkaCW4r1IGahoRff1gfo7FwzOHgNu56Txd0MFbQ9Eo3uACAk8hCZhjNjobCZSs6Ek+CwAygxoE5O3ApO8OSteS2mKMaYypbwplYivfjxnjUDGc+a+acnjCC+0wZqWdzZAeQZQTIirKr+I7U2H1fEOn/zCS3j9V3uZxIIHQgAxo3nGkluGkNX8KRTgxKk4dhoSugQn1qEAwPQOWz2vGjo3F5PbQayS9OK2Jk0XYTXdROI8AUp+IImEW585ZVKA+iLh6DMX8PeegE9WqD5wE+2Jw9G9nYCTraafLRLB8aJGWtTgRoNmEY0GECWGv2hlUWh7OJLw5IuFQ3s9oD/SfleehzKD8fxAGn03M+GMbTjFxDGZTJyKkzmIe3dqGEjKZJnEgqW9SD1WUu1lV9K7nC2XbZdhoZ5LSntEJhQPs6dXeQEB7N7fc0zMgc4ya+IowImyX9RF1M8iuqUkfWSNZRGXQGoI3bHH7rrD4lg1WqbkL8FJYcaiEJCur8Q8upR3UJ8ymsfqpVMCGyeRZLubC2xuirbDbwXMuPPtTPp2vd3REv2da9i+3GB33aO9RmqKleSPfusQNhWqDaM6j6hOO1RPNqDTC6BTu+dl7t/GsBCBCjNpGa4fU68hYFjow7BToRThOgnXP3JxVlNGrAsXZ28Aptw5A64POVy/mINkMXGd6gO6JAs7MGJS9koJSgqTDKurdm5f3WxQzKvl3rXpECB5kYVljnUsTURWdOGjrgdtWrhnWk81TXLlEZcV0kLyDfUrlwFLqiBeWX783OVcM/qp86hvIQBppzFyFsqs6IouJpGy3sU8zHkKGvYYKEHGcD/zCt330pnfr0q9ZRI0IrfUjtgzZPaZWUhp0vhPBVAUU5EC4C6NHAGYMOi1iHLUbgA5dxZZugvnlGmRYIZIxQZgbv55Ox46X4Qe6p0NUM70BTihVFPtsb5LaEKP7jPXsHxTvXdCkBgpRBJZciumg1gT4kKEcBa0bWoTHZUi2V0+lqTju5bRXSMx70zHKU+QuZXp7wU6zh87+wI57kokuTdFMeu4DqAeSI8cjgCkx0+AZ6dYNRXCrSXCow2w2YItpTYA1BW4rpAWNeJRhVT7MUhQ+zsAhMqheooRSKlPPapzj/Y6jYLV5XYp9JfTAEoZ4E0H7ByYIU0GmAUuNLqOa0VrkiqdeLys2XHJaK8RmmcOYR0HetURoGntqdL8TBbvIqUhwqyxKoCYqIq245H5I2WQkLUlo/q74bi58iK7khcZ1DQsSO58i+Xngep8ie54iBwqAmsaudczmQjvQB0SA8GjP6nRL2VirM5Ue/JsM4isgawb4aMFtreDgCMHVBdA/aQdRNllcQ6oK/R3ruH83UvNbAxU55LV2ESrtpvujgj+OqG+5rGsPRpm0bVMBbazzzI2W5VgUyLcBoxcnQuvIfYeqATYGhgn07IAcDu5vyygGk3VmwiXcjZneweyUBJ21zwo+ew55FtG2CX4jQSTo176qNtOmJbpuy9+58JDyzQ3+V06FIASQxZc5iJcubXXfntSsSjusSqHQIqVOX2XjbsI2WSuGXQu9a+dAzchmwz7o4D+yKM9csKWVsrOKWAp83VlfRuGhZ96wCfZ1FgwOpv3zUuy3HvOMSbGUozKzFw2bgM9rAA99rmBFEqcWfrsKADsszIl4CkkChY52VmfyWuUzQtJkg3CKZmsjKmOfSbWmEQqqncORD24xwBSfh3uwkNbXTLXzJR3NkA5j7AQy5QY7fUKm9ci0AUcfxri2ggIU7CssbtZYXPbjRZiowWRMM5Nod9ZJ+IwsAJ5w6+Awu2kI5gHSVnG5gvOiQmniu584SmSLk9XmpGL37MyPgE7JqzftcLJw5fAZ+fgpPFNdq2YM4Bhp1JX4KUwJ5QYYd0NcR4gyDquKtnFLD0oNgjMAlDaHn7jUa1ruE48HIYdhU6CZgZLNGKnpm0/fsDiOodk/jQevEHFyf2ScsoBZlnQNi8TKAUsHzmEiyhCxphUia8TuPYdTgxiD64SqPea0bfQ6hi7Et0Q4C2lXBm2CXqulMBlVhh7CUh53qJbhJLPx8YId7pGtd6hKqO1qrcFe9EbUZ8Qnm32zSQFe2J1YBKmqnnMWD6OaN5aS1C2aT2rgO7GArvrYgoKG2DxRExBOVpl6SlGhHT9COvXFjI2AaweJiweyrXjUmJvlEHXYiXh7el2gN8sUV3MPEPxHLl4L2yqmh8oJQkmlxicFJQa0HMOZV6j7NpchcFUBGjspcI8BA9nDJw2j2lZLBEia8j+WACWVAGsOYYoebjeq+lYFp7qQjM5m5alVwBdBpOb26EqiJLnp7wImsaBIgvgNjNt2W6Bxn8zDxqWqRnS+vBl+q0ZRrI0F5mrbfaI4l6E3Un0LFUVwMsa8bhBd1KhO/aZrUqaHiPVQ/RbzAwdSgC1AkgkZYLM+4gCYPKjlNPPoaFpGrtpmQMhU3AyOX5kAp8ex5N/ZR20f/hW+0YqPBRzX9B2Z6dAhICepO84HoOGxNKfUwI51XB1Zv4tXpy5H1s5NPd9sUBGy9sGKD/3cz+HP/tn/yw+/vGP480338Tf/bt/F9/5nd+Zv2dm/MiP/Ah+6qd+Ck+ePME3f/M34y/+xb+Ir/7qr87H7HY7/MAP/AD+5t/8m9hsNvjtv/234yd/8ifx+uuvv73KX0TAVeo+xdjcDnC3tlg/XeLOZ3sR45lQqw7YXXfYviQLuiFTC5E8R9kBGCg6Yy1srNrhKsjkIDv4aQCxefWofTe+1wiclMHJkv4rO7Et/EVnjg1w9q4A0CtoHnWISw/qWV6y7vTzYhYESblNB9p24tVTiiadg182CCcLxFWtE4hTrYZ4J7hOgzzxUE9LDe5bl4XDZftxGcOlaMgya/MwMdDwo/xdvYdoK/dIXpiw0tWOPUvMlgrY3dQcHudAtU6SBXcngkWJYSEsgJw6MCvo3WjwSjrzJGaKUebPJJN24WlSZhnOjNxlwtsvxr5LxSI6pdGh4jiIhwUBMhaAPTCDEnCNqkTiAbOUxEiLpxHhIqJ+soU73QzH2yQUGdxUYvpbSf+sTxnNox1ovR1ARJHXiJcNdi+vsLntEJeqbXnWo7l3Ji7JleygJRy+Q39cY/tShd01QnfkEFdBQNiBwszCiCwapJMl4skCqXJKhUe48xbuYiP3ihEW9TaDFSudvCNq/QBQTMdi+YU8gbsErlymzgGAdGK3blDGZRHGZWwaymCsEpalOyLsbjhhADpNitkPsVnCWgTs6KUfkrEhjkUI7geQlHfULIPN0kTAXFl5AD3ZTKRsiwChNNKwELDfb0vG5gBoyhm07XwDfCYCHR0vx1Dbgboe7nyL8KxBs6qzhiU2TgLJaVyWMh7LrBdhArxGzjbtmjHR0zVg71zg8EZy8hmZ2NkVG0wan5uDpzHGc7r+zB4808+jREKWbN4yhsfeRIO7MhvbZ6wJkTpocNZtkQFre3jvhVFh1ijsbrwRcMoehwAKQ5oNLoW2s2bpFwctbxugXFxc4Ou+7uvwR/7IH8Hv//2/f+/7H//xH8ef+3N/Dj/90z+Nr/iKr8Cf/tN/Gr/jd/wO/PIv/zJOTk4AAN/7vd+Lv/f3/h7+1t/6W7h9+za+//u/H7/7d/9ufPzjH4e/ZLKZFr+N4KrOL2F7m1DVPdynF1i8dQYA2bacal+oxYcFMnrKAtk9U4QV6zgOOQIsaafzKpAtc/bIOVT+yCptu97g4TOcMnRS2vt82rlpeg39vTsBTt8dEG57hB1j+dA8GoadPgE5giC1HdB2Khg1I6vaJfseftfCrRbixm12Te3UTv3tKZF+Z/UVl77qFEVunFLbI6awHCPBDQ0xt2vJ+CT7GeoPdS9Oaleebk/YM7oToF8xdjclnkzYePiNl3TurYiMw7qg09UljxyBgsM0zDRLI4ppSL0xbIHfAyy20Gm7w9HbSeR5eSndl0tGYuSezMNPKne2aXz8JewNHy3RvXyM7a2AsGXUT3dwpxuhgeeO96Jlch0jrIHVgx7h0cU4GKDVhwjp2hKb2wH9kfT56oJRP1NzUB+BXaciVxLWr/JIodIosJcAOp0oKQTwtSOJenu7xu66l8zfujmp1itUZyciwN2Yh9MW2LX5mUbFQKgxK73mHCJhsthyDWlCxKxhMZEgmaeKg6fCPKYMwijPUBiLRsVDcNhJSSgBj7ANqNZVpvglKnTMpjtJeiqRtgHsmfRMGMwMuD4JCwlCdssGqbwqAeRl153bGLJZyn0sXd6vjEWZgpSiX+zFT7Lv7GeMoIsNXNeD2hppWUmMmq1DpYCPg2VvJvSad226VyRGTo+RFBA6XQcOLqE2x6X9z0pmKn+VpO2ydq6YpgZXYOSYVSMAkmauZ/N/UnCyiQjrXjZUwMCY+WL9yRoj6HtVkGI/owQ1ZLhBTO2drhVq9gTA3A2NaO7CtQMdLcF1ledAiZnT5dQye2LrS4bttLxtgPId3/Ed+I7v+I7Z75gZf+Ev/AX80A/9EH7f7/t9AIC/+lf/Ku7evYu/8Tf+Br77u78bz549w1/5K38Ff+2v/TV827d9GwDgr//1v4433ngDP/uzP4vf+Tt/5wvXxW97kEugREiNx/YOwwFYvUmyw/MO0NTvsnOYVljfti0cjPExUySdOyJnAazbCWUZFxjn7AGkA6i9n+PAeOglxh1brz8CJ4ajSrRtu5fJdQxgUZQBFxtLpDeuEukkQjsJP24UN1IcL2BebZWtLhB9lScgo5bBBUiw0Wn6hgQVNzJSJxOEt/Go2WhNVBxrRgIJ/VgyWcVrGqEEw1FqN+6XCg6pOF6vYfRqdIxUM7pj8e6RfEuSATlsHMJa3LbDVjQAbidiM9mppmHyNMCZBKRQ9EMkUQUuomWJY8BiwrMpAB95+BSD+dAuY0/jMsOglGW6g/Vu/N0Mc5JLXSG+dILz1xq0J4TFE9XhmKlmWoJ4xIRNwuotoD6NaL5wDpqaYKw+dYX25gK767LTDRfC0viziVZFbHLgVYPtS7UcX0ngQb/pD+pPDJxs37iO9Z2gMVoGMwAI2N0guNYhbALCdoHmNKJ5tIN/eDavmQEOtxcgbIo+YzYLWZRrFeCSw5BzyJ7PLukJzhG819gtnhArJx5DYYiAK6auQZfTHfns4ux32odbEU9SL5sJ6lJmjhB5BJpGbT2jX5E3IOLhPD0RhrlAvcCy6z54vk/OxgSi4b4Tkw9Un7HnYccaPI4IVKk+yDGo4xwrym8IYeuxi36IHm4Po5s9KEhBpX8r45Gfb2YxPeTwMC3ZtDY1BRnoMLCi8+XYxXh83HBz+UcJ8LskgQK3PbKHl1fw5zxyVmFS0bT1s7zuCFghEtfk/NOSCwY/sC5zLJj3oOVS8nEtxT2W2l4Y+a2BGr3WiwSbnCn/QTUon/rUp3Dv3j18+7d/e/6saRr8lt/yW/Cxj30M3/3d342Pf/zj6LpudMxrr72GD3/4w/jYxz42C1B2ux12u13++/T0FABAuwhXiYttd7NGdz2Bzxq89HllBtywg+HgRl4dcgHtpdY5TFJgnZeKTqvnWUp4EIN6QtjIIh0XUBqPRkidySKcYNzR5Mt9AW0JTgoUXR6ftSpp+N7FgaKkOKBz9qTulG5QfQO6cBrlrj/rSj4z982KwSEMqNgmX1vYbMfQy84j1aTgTcBae0JwS0vQJvVzUbR35IZIka4i9Mcs4t+QHzXPBJQIXIzwLCjckrphQ8TJwAjsTYsIG1m0f5pTKC6B7po+Q0twHcHvxDPKdwy/E9DidcJ3nTJHmSYlsLmuJwbVgIU/zwyLTrCUgYrNgJx3hDn3BUEG8iGgUohy6RAoKYsdo3Udv//JpK91MrNIun6E9atLbG/Ke3c9Bp3S1FwVPNLJEu3tFWJDaB6LmYZOLwDbSQHIbo3OIa0WEhagltgUiycJ9eN2YC+KBYzrCt2tJdYvefQrOb4+T5KqwdrT+qcKd3nZoH3lBOevVuhX4o6+eCqCQBPdpiALSVxA2QoJLrYCEB6w1OUy76CpXqc4lnplVgqvub3ot1OBKwlzxz6JVsg7hC4Ba/3eCRtj5qFYu2we6hvR58RKAEu+rIlvt6zmzViwhUWeISAvclO2QT6f/O3ULGrXSSwi84nOaBTyv2iz/I4BXTgnC+F05z1tdwPX2WNlfIyLLDIAAIAfpzjJ19V5NiIH5DMNSunNUx5/mShWXJIvH5dzjIid+0LsAis4Oevgz3ZD3J/gZHKt/BDXhHQNwPAOZc1RwFKa+RyLNgVRTfec+yrVlTx6wbRT04BXC/AiSJJJZZ2dc3DBA1WQzUwfgb4H29zxNkzZ/0EByr179wAAd+/eHX1+9+5dfPrTn87H1HWNmzdv7h1j50/Lj/3Yj+FHfuRHDt6XImN7y4ObHtX9CqsvXAAxgRvNbsyMpAN5Dv7maH6KdEdHELL3jLh7yfogXjQyUUoQp/F1raOaaccowaloNn9n48tIBAMnGVUP4GQIgy/1tvxBEsit6PwO6JcO6aiBPw2gfiYwV2LAeeDlW9i8foLqvEf1yXtI5xd5h5InG6NAiJCaCt3S5bgyBqZs8yRurYxeexj1yC7BgNKprYagth1ElMGSleylJ1AJ3BIESLSQybqxRkN+eTmEdPnutE1y+Hw7hQCukHMM2YRFEaoxUtCyk7Du1domeo0YGs2Gq/ZXpa1k0g6DTd/ytpQ0uAGXUgsSo7g9v+iOo5zYS/t/OalbGoOsKSgmeL3GyIV60aC9c4TNSw5xIVqS+lQCpu0BG+/AqwV2rxzj4q50iOosSnyVEpyURV1KQUBYM+pzxtGbO4mrUpqDbAe/rLG9VaE7kb/DBaN52oE27dBHSxfpqkK6eYyLV2q018WMW59LmgfXRcmmW2v8DTOlaHj23YmDv9nAnzWy0bms3QGxwZd6ir4HM8s7dJTrRbYhcA7U0sBmlSyYd0BLIDURjZiWgtUgJwuQV+CSKs0ztBATBwg5o3MK0ASpEpeFUhAmRbUsYateQ7shq202A7HmOLK9iS56uS75byfdMLgh3o3pSkzXYoHC5uINmXj2EnPjXrvHJBFjHRRUjfuZBCoTrSJ7ESanmkY6lynbmipcCj5gX88dwzqN6yZ36m68B0CKe4+IpwPHMSnY7AR4+bOdaAcB6VMsMUwIYoYkA7R2srbRYE3QuSBC2zeBmADbZFceaVEhNQFght/2cBcaWgAYHC2CU7OlPEhaBCA4YbbaXnP+eNAWOcP5i5b/KF48050da2NdVi475gd/8Afxfd/3ffnv09NTvPHGGzk2QQoO65cJVEcsH1Ti/ugd0qpBPK5BMaFfOY1FMO44+ywFdMAVC1v5j4djXC+/z3nv5PvEMUsitCjGKL5cfO3vspMaOLGSAN/JAi+Bhjgvqq6TaxuF3S8I7fUai6cN6DyOd5mA7ILu3sL9//wmnv7GhOUXarzR3oH75bW8k5jAPg3VVaTe32gkw3ENWCAlczemKFEdKSm7ocGR4jJJsCGWY12r4sCGM3OSWSwgByaaFiaAOgE303gnQnMLEKJednmxEfPOyNylDV3wW/nzHPgpAFjw+Nqtalm2Dl51LK6THWq11mRynehZcppxA00xKRhLg+jQGAsDLjGJNsgAi0V9LFmLOWX8dPc5PaZcQE0PU9Vyz107AidEhHRthe3tSrxKorj0V0+3MiFOGAWuK7R3jnDxikSZDRfiLTUrkLRYKU2FeFSBErB6GNE8bFE9XguomdbXOaRVjW7lxBS0BZZPIqrHBZiZCC55tcD2pQV2N9QctGY0T3vJQaX3yLmnqoD+xhLrVxrRegRoVNPCQ2rqfWTPsmgQbx2jP2lUe5Pg162kFti1w+5RAaqdR0SAzdVFG5GZAIMfAskp1Q5vOhdhZUQwLupynxh+FxEuhmtZqIDUqIjUhLge4IqUiSFQkjxiYTOYN32rIvK+8AxJrKknZGFT+DHuC65YFBXEyNyUJGRqn8RjZi5hp5lXyn4zZVFKcF98PkT9HS/wIgol8YBqB/vUNOxDlrgoSNkT6tIAIEbnldcpAcxMyWHqs3jaDpbwFVmKZ/fm4gZafCtxgIKCE4qSZiILmRHB8CCOeUMi3p7mXqxAIq9HaoqJPGiDgkNaBXTXVbNVE1zPqM8SmicB/kzM2pY40oTXxAIWOTjRdlYOrvIiLG+FPRTN44sL8f6DApRXXnkFgLAkr776av78wYMHmVV55ZVX0LYtnjx5MmJRHjx4gG/5lm+ZvW7TNGiaZu9zo6niMmD7kqCA5Vuir+C6QndT4jFQAtqTYbc/W0oQAmSKb/R9WVS/QBFIS1lw5cTi0AINE4a+NpuoUI8vGZK8my8Hhmo+/EZ2nmFnIjjkHVG/UE8AkmB0u5sB1ekRQqeeTUWocL5zC/e+9Rbodz7C/+aNf4v/8d99Aza/tMTRJzzQtrKLTwyGCj9DEOr/bo3uhIbkX57z764j0QdsGakWG3lcqt28keMMfMSGR3E5qIisa0zMqI3InpVAPcAL5PtSErNPWBfZn52AithQ9rDiCkjBXoq962KBTsNkN/CvOgcEMed1JcuSCK5VLcsFI2yAsE0qxC3Et72xYDJRGmAZTXKpoNxLj6E+5t9nS95VFpN7sVDkY8wkcbxC+/IRmAj1wwu4x2fCdgDAokF3c4ndNXm/1Zks7u58J+a/cgHxHul4ic3Log0BSQh8f9qOhbFlqQLiSyfYvNIg1oTlw4jwdDsGJ6WJq9gJhg3QPE1YvNWCLrYHtDAB/a0jbO4M3kTVBaN6quHy1Vstx8ZZNkjVEfqlZGYOG0bYiHt+rkehLSnvk64fYf3GEdZ3RITveiBsmpxawK97+IudhOrf7Aa35hLrlODT2Ja+z+Akp58wLUtPgIsCUnwqxKx5b5WZFucdeJcQ1MXZTEKWfC9HbdXQ/S37PMeIEFPMCX7HKr5NA+AomZYEWWGdpQ8YvxJxbdeoqQ4yOEsXaSslSLFzLZBY2V5Wiv4x2gSONqEawKwXU0YKxUZQf2YTv5p58mZ01J7D3Jwvr/NRCV5Gn9Mw35tp2ub1LD1Luo6AR8wOadPmKSgKQx7ONbfWNOhhAVJyhHJ1LZdmdVmusAdSvFY/OMSjCttbFbY3XWa6nXo3pdqBFhIY1TzrzOxo1xJToDRKIpKgmMGBvAdVATSxNlxW/oMClPe973145ZVX8NGPfhTf8A3fAABo2xb/6B/9I/yZP/NnAADf9E3fhKqq8NGPfhTf9V3fBQB488038Uu/9Ev48R//8bd/U2YJi30jgp5VWN1T8edqhfZ6wO6GDN5+RZcClLJzzx8w/t11gNPEU6MOXXTsPRHs9HojsYr2aevEWpmR5qRgSZy5G3bI6eCd7nqSD8hqeAK6I4fty0usdj3cw2fgPgqF/MptvPlf3sDx77qHH/zg38cNt8bPXvtK9IuFRCT1OjkCMoF6Ap+ssH79GBd3JVhSHohuABPGKIQdI/WCvvlUNCq7m/LMfifgKTYssVRsgiDkrLjJQ3QwNIANY2hcKzZmGRwyMP2WUJ3pYK+GegloElBEjLyDZA28xx7CdmSgVSwgxQQB6O868aTsMi0zVtuTvhOCaz3CRkBa2KpwcctDxNBeFPhUJJJjQChW58AVDxM4swSTsxw2JlTm4l+RDyUDiDLMtBXNmdNfW+D8XTVSIJwAWJxtBKB4D142EuCtkbaU+ms9Q5DIrbZI1BXa2wtsb0ocoOqc0TyLcIfAg/dIN46xfm2JzW2Xs8xSW1xzsmixujBW64SwBVYPWoSH5yL0np6j7Mnutgh72QuYb55F1atMxLreIR0vxXX5uiQKDBtGddoOuX/K48ufKmSVwGuEfil9oz0Rt2C/9QibCvVFg/ppj+rhGu7pGXjX7mt4bLVK8rLYAeh7MYf4JONV2aSSaSatR2YRVPhKqruTi0mHFZ1VGvWHqKYh0bE4RA1+Ju65Gs2XvQCvnc9JEV2rsTdaAdNZeJsSnAlcTfNUTnNeQxWoQHPk1ZaBNeRaZfOU0U4zaFRwYpvJ0rwJFACjcNHVRhtN1fZai+5qIfPLFCjlNfP84GwewOg58wYHA8BhDcFj4CT/XpxEzEPIhXLuVxOy3yU4E4ZPmaZsvkV+xxLjS451bJ5cNlFjEMEC4ODQLT3a616F65IQdPE0ojqN8LvBkSKDkzBvWpP3gIHlA7JZN+1zDQfL2wYo5+fn+MQnPpH//tSnPoV/+S//JW7duoV3v/vd+N7v/V786I/+KD70oQ/hQx/6EH70R38Uq9UKf/AP/kEAwPXr1/FH/+gfxfd///fj9u3buHXrFn7gB34AX/M1X5O9el60kA7Yi7sO7niH5nNLNA8kOFtcVehWSmc6DYRku/18fnmx4ncWVGv0vJgleFjwAFAv+hNJN459cDIBPKMBotcvzTjEGpF2J2i1TE2ez4nIJgUzEwnokoMkTgmGaKF6i1hDJ8wVFm0P9BHrD9zGvf9Vhff8l5/G/+m9fw/vCWt8bPsuPHx4gvecqdCmCih343ztGOv33sDZGx790bD4m27E6slBJul+oa6QkUV7kgDqZcGrzhnbW8KscF71kRkJkDLrEWpGGhrKdQ5hoyBBQafrCeFcdCndMdAf8Xj3Ek0Eq+3XIoO4HJ+FoZE/hyRj+R2qh9FodzYySgMcGDGI9gYMtEkWBd8Kw1ImKfNbRrUOOS6LTfSj0ONBAsgBMjlx5WERb8uEYKJ7iFnPMgItav+XCnIGDa6LCFuJvOvaYrLTf8SyELGT3fXmToW4uIlw3sFfdHAXW1DXI948wvZ2JUwFA/U5o368PegBw0dLbF85wvolyWxbnyUJEmjM3vT4ukK6tkR3rYbrGc2jFtWDs3GI/bI4Me12x7L781tg+Tiheazsz8z1BWCJ1iasFWA9W6spbmLaKdkpIrhNh+X9FhRrdEfCRmT3eW8bIy9uw47QxAjq+3lbfBmR2NxxVZMEpeJRuiZPtBwCVnx2dSaLzaKJEcv9UPbY95R3wdkkVLkcAVcSlcrn/YLAS+2bSTYI0w1SBi3GsEwMHrLhGj57bkblvTbSPlp6IE3MmTLXWnRou4+Ys6bsyIgp0c1hZpAiZ23iNDGfMS3slH2Y6tygU1axoRkqiGHjYxvPuccv5lSwMue7NLiQjzQmA0AfgRTTovTFXJFYQS0y2E2VQ3/ksb3hFdgLOFnd77F4sIY728r1q4BUB3BjG1cMbudWlAEr33VmVsghvY1QIm8boPzzf/7P8dt+22/Lf5s25A//4T+Mn/7pn8af+BN/ApvNBt/zPd+TA7X9zM/8TI6BAgB//s//eYQQ8F3f9V05UNtP//RPv60YKACAlJCCQ3sD4ERYPmC48y04ePSrgFSJS6nY18vRKT8yppii3wJIlKYHWZzERGHshbEAwASAmPYE2Bd7ltfXW/stYfEIWD4UFqQ9caLxULRp93OtTAik+pfkBYT1C8qLcSoGj27LRfx3q0Jc3sTZ6x5Pv7nF7//af4zvvPFx3HA7/Oz6/fiJf/9bcf2fLbD4wmOtWDEZXzvG5v23cPqeIHb9wttmyjZE1ZyAARcJ1Ml7yEGTtshRHKO5/lHKbWY7Br8R0IFjzrtTkLAvfseIC0K/lEZ0pknxEvck1jJALB0B0gD4fDsIk10a6mLuxzYxZyW/fl8GfZpl2qjoS6T9Lpj4tshUaiLfwsVZzELD7tR1kp/FokNyYlBQsMGmqBsmeEQGdXEwCxnTYqahcgFghnt6geNfZcBBXPLNS4sIaDvUT1rU1zy2Nym7sbrew+8CqvUC9ekRwjqiX0nenOTFjLJ4HOGfrgdzUXFPVBX6W0dYvyxh8F0nrIg/242TWFrfC17ipLy6wvamHzxQDnnWqNcePIEii7D3nLF6cwf/bDNQ4gYCnLgu724GdBaH5RxoHirAMu+IKUgpvKFos0N1r0d4UoMXEpKdKxHfxlqy9fYLh25JoJsB4XyBcL4Zt48pUB2Nf07bz0S3Vsz9NqUhjYUz5lP1B2WW8iJuzuCS6kA+yY64lw3SVASbvYWqwWPI/lm+JBnrwrCYx5CBljL6rdQbw7u28WSxVEo2cK5M+jHc2LwzZU+GNqbBfDOZf0eHqceT65A1hsBk3iaAo82xcxcZb2TK+XFgmw3oDWad0iliCGcw/BR9UNQ1yGEPnAMYpZ7I5l5jYl0GL6UZkL1DXAg46Y7k3PqUsXrQYfHmOdyziwHcLxo4bgT3NQCT24vtJHPcjPkOwGxiyUvK2wYov/W3/tax2n9SiAg//MM/jB/+4R8+eMxiscBP/MRP4Cd+4ife7u33Sn9SoT9i0OMax1+IMqksV+iPvORlsYB2ftKZSmYi70aLz6aPaJ+RDMZwIaaL7niIVphthT2hutAIsw6SkLCaDBxb2EnqWD8Drn26x/KeZIbdvrwEENCq14LtVAbdg4IlsqRkwwIsjC4N94Hky9ncIly84XH3I/fw/e/9OXyovofPdrfx00++Bj/7S1+Fl/6XCi9//Ano/mOY6zFVFfjmNWzefR1nbwR014rIqBNmITeVmXsckJhBC2QqlRLQEgEnhLjiQbujLyDZucRAcmieEnhDkmeHACSC2wndGxey+DMJOzKKiYKhfZkKIIph8nA9JFZETVlsSwou5DvoDlKunwIwEgQH3R/qRDUCugXQkhfIA65gErZlIYH1xGwn3kJ2X9FBDC7OfqvRb3uLgFuMckcykoMbPIWMOdGYLBmsWFP3Ef7J2bAguGGRpD4iPFljtQxgV6E7lt1zbMQVtzsm7K6LGQsQb5GwARaPGYu3tlnlPypE4OOlJAO8IX02nDGq0zjPthAhHS2xfWWFi7ui76guoCCM90GDNfuiRlwE+I6xeiAxTcKzzWAOsh2mCmTjskK/kOuEDWP5qBeA1e2zLfs3k3ambczP7IvYJ3y0wO6lJdLLFboFac4vPw9ADoUEn4pFU3GssitZQM1JUzYwECm3z8j5QBkH0a8MWZ25DshJEgtTFhOAjuC2lMFAql32iIm1CJcljL9qWhaE9gRDxNse2TRE/ZDJWfpyGqI5Z2+SF2RTAGlrNbWV8/fwvcyFyZIM6vdG2uaiY9XiOlmE8fG7wGhc5+9HU1ixcTAwYmBF75lNwxiuk8XE9vtwCAANebAVHVB+j4D0v8SDUFY/G/V1qZDWr+g7nsDOIzYeu+se3bF81zxjrO534zABkA2XuQ1TEC2Us2ctnh0AcoDLwgxVxtV50fKOzsUDIolCuWQsHjgs3zwDEiMtAmI9LOyxoPFHdsakjEQ7vmze1UP75KQzOzVTAAI+zPxgWglxgxV6GQSkDjnxXlkkXojUYXU/Yfm5C7izNVBXCJsaYeuHRc8GRQlwtFIUJQkWK0sBEzxlFC5xHy7eYHzgI5/BH3/3P8Ar/hQf374X/7cvfBN+7eOv413/NOHa//c+8PgpLMEirRaIL13D+vUjXNz16I/EZBFU42HmJXY8Ep3Z7yMvWWMVPNAdcxbVjtTv1kTEsARg48EvDIfX9c+YotLdOy54FCl4fH/OeU+Ikb0oXMcIG82lZCY8rXuskW2mFAFqbRIpzGj6HlNtQJFzfWfrAUuAqPcLExbO+o/FZdkKy1KtNe9GpxqAIlw/JYnvQUyj+wtgETfB7C0EIJuFCjNJGWGUdh2ae+fwmwW6kwr9ygtIsVwnCohdDzTPEurzhMUDzZp9iD25KUyIAD4Ru9aPNcz81DNo2aC7s8LFXWFbqgtGfRbFrZh5FpygrtCb+LYirB50CKfbQUtSLtS2CyWZ/KtzYPE0YXF/LZFkp8UAkZkVps9nk3MfAURQH8FNjVQLexIrQnWuC0wpHi4jAk+7SnmflMZ6sEtKjhY9BX08SZBozxIC0FQD8wIMYMXcnDWYJTmC6yL8hrIGIen3qVJXXg8xEXmLySLjxQLJuc4r8BYdi4lvh0zOcZ9RGyo9+p0rj1SpBkdnxBFIgNZFk04eKkNoAcYomFnZfDQZzodeAwNWm2lUWsZkQzwDlobPOX/vWxMpxzFLUo7duYoAgxlI9WcUxekB3iMFh+6aR3ss77F5lnD8uR2q+6dDgEUDIKU5LelmIbIk0CzqMmJwrB5Oz+dDdZ0v72iAwsFhe8sBPmL5kMVu7Eh8t6uBQgNovLsF1K6oqdx1wZtm4QUmfVDP9zvKmVZHC4vujgFZvJkGzUjOlmmdUzNO9itZ9BdPIvwz08/UkqAvQYSmfqj4tPOOqhdlsWYPUMWI2gYpEC7exXj9G76A/+b1/xl3/Bn+2eZ9+Nuf/wg+/W9exfVPE8I2Id4+Bh0vAQfEZYXueoXNrZBNTRK9UBb0FEiZIdW8aE9KAaOIurnmti46FB4/g5uvgTvXEUi9o6pTNZNpUDUBJ6IziTWJ1gND+0qU0Ml7LitCgGU9TR7gFUALaX9jVJiQY8ukSsBJv+QRSMyC28JmjY7gt0MdZBEfA6WxKax4eTw5xksKhtRwtn+PGBY19ckkbwJcSyY3MQtxEUgOGO9siizOQ9I426knYNciPGgRHooeKS3U/lyLpwZ7AvUMv+kFCFxsxvmcylIFATpLeZ6wkQR41MVBRGfCvxCQrq9w8UqdRdVhrV440xD0xaSYrh9h88oC65fEbVZMe4UmZ9QfSPL8OEJ1kQSgPNiMAVa5GJb5i0aCxAnwKZ63v7HIYfxdJ26a7nQDnmphTG8yqt7MNafP8DzdxhSUkbmUJmFbsphaAwg6l81XFrafqiDapwkgzCYiGswrkpBS9SxqGuqXDt1KTF1R5wtqKM97vnPwbVDtinhPuW2E66JEJe1iDsTHqhzNni5Bk1/mDN00CFCLQZUqp+7jttMvH6RonlT8mzb1hH0tx3CODcMKxGBrAufP9gDI9N5zdbL5JirT2x8CbNq/DZAa8DTwwvqevNP+qmuid+iPArqlAHWJRdShuvdMQPo0U/lEo8YRIBaPIdY4LEMb8TDuiLQBtT5T76NLyjsaoKQmoD8CwrnD0b0o7sWNZOBNgUYdLcc7AQbUiuFv+2maipE5aKI7kBgbjLQaBHE5MBjL8bFmOCd18OpaJossa4cDQECvbrLdkUP/8jWwd2ivV+iXbjhHf7rIA8hREZLUt8xfwaBOWBtqgH5JWL/GePnr7+N/9/o/xbvCE/zL7Xvwtz//Efzav7+LxROH7hh48sEK4fWQk2WlCkpJl+BB7bOt/OQtslDVdBvdERCLsPNlseeYDrNs5lFRabggjeAqQMLtgEAOqebBlLNSMapD9gLaAwU8vDP7OweHiwWgaZDd/0q7s7heqkdPEfAtLqCsxQBSXGdeEgKiUpA6plrqY8Aspz6wIH7THZaxXpqVOdvO1SSU+63dty9cnDclYFHFv4bqN1dnybNSjgObNHgMWngStn+zg19vh2CipVCzj/teBfkenHf0pKJKl8PMe4CvoTpbivB2vQO1HXhRY3dnJW6OatppnmnU2AOuyznpoIpvw4bhu7THEuXjmxr9zRV2t4UuXTzYITx4Bt5s58HB80oJXrxDOllie6dBe136Qn0KNE9a0MUGXFKLFhl4dKmZ+5dRnKfB9d7GjlSuRYU5BUCSZHD5vrZjdk5yIVVBsjibdgcAlbFOlG3hygOdGyKXOovK7NGdeOyuOdHK2YbDM1JF6BvA9V6Cxq0c/C7s6VeMXUHhfs/VEMF03IDI7DIIyppezqAAwzw3Cpw5KXsbRNv4HNp0zHWlOWAyxc8ZXCCzpGMh7GSRLyNUl0zHhDW0z9h7yVa/8hJKYM1YPlCzjjGIc+Jwu0451pmHaLaYtEN5X/u9/08EoOxu1OhXQP2EsPqCZFflRTPoT8rOBowXfAyfZ/2IUe4mrCw6H/RXW+RcHNP5csBA3cND0nrbhtJ27kQSWiSIfsQS6Z2/5tGeHMnAtIA+SpWKW6qAApnkx/7yqdYBaMKrKPEL2BO2d4AbX/sQf+jd/xQfau7h3+1ew9958xvwa796F/Vj1RAs5V/L43xBJWtgbZE8gBpihojyz7cC6IRRISQzldB43OXLZl1GIW6zRTwAXAHcawA8mzTM9BrlMwtvT4ly7g2uMIhircrFu3a9Bllbi20cUCZmgSE2gtYjqWlnLgAfvKWG1/egIlprk3BBat4jdCqSTXWSqJeegURAUpDSk4aXtg6GMbAyIMp6c+uzHkAlGh+sRMsioegpR9l1rddsp0C14RzPwrUafCsWYCVYTAvrysWkqGBFMjwLGCFb+Msw83PCVfM+iRHVaYvmWRBRXkNYLwnbmw5+q8LbcxHepkDYvCTuiK4D6mcsi/tU25KFlg7p+gqb2yJ2paTi2/N2cM0GhoW8Cog3Vli/usD2hkN9rvlpzP3XsvheVspJt1i4AYCVPdnecOgXFmI/Ijy+AB/StpTnGx3+nFJqT/5DlJyBO19bA8pNFqAp2Mt6FmVboF5DAADVnLAj2amvhjEtAb7kWgmQ8eIIsbI50OWNmesYrgTcGqAsLvwopoyMT8pMoXlTjYJuTspoE1u6FZdTe/H3/gJcAJaZUjIppTmHi/E+3MQ+Gtx/zcWY7BrA3jsYTrQxq314oimS+xK48bKRr4SVbZ5GNA8uQGfrg/qunJrB5gTmAQjave378p7PY/ouKe9ogLK95dGvGMt7gHtyLhPVcZ1Fb6PFFtDFdqD5bNcMgoQfsAWycBkbIWk2FkEXsQqjBVaOtcULsqPu9L5Rrp+83CMtB9aDnbjGpkoCnFUXElk1BVmQJMqj0PcS2REjOx7vSMN2C41JzOgXDmdvEJbf+Ah/+H3/BL+heROf7W7jf3r4YfzyJ19F9diLOSjXn7Uu+7FXDKxJWvKCNVARXI6QODenlu2YWR55LgaL1iQPUNYU81DasLhvI4up66XdYyMVI12Mc7oBypcaAdNSUc8B4Ei6WEuckn4p2hQTNsdG9Swq2J0yMfZsFjabnTxLr4xT/WwATmkZQU0ChZRd8jiR/OscuHPICRANhFj7J5LxnuTGAoCLd6/vRliWYjLQpiDTsrSymzXxbU4o1zGQIBR7n5RBkQmS88wNoIYKGos8Q2Y+sZD9lkSwjNFiNHFM8M82WD0IIK5lN70ckvf1RySJ+zqf2S3XiWln9aBDeHwh5qOpnRsQ9uSlZfYua54xmie9uEbOhOVPxwtsX5Y4LKkiuKcJtO2xt9M7BBJmTDIZpHgHeI9+4bNZtD5jCSx3vgHHeQZIOwX2kkEePNbec5ptk0PnZA2KpCcefW2gaM8JwtgxIJvMpseQc5LLqwqgpkZyASAHUn/XnMMKw7gmA+ml0N5DEo/qxEOsc07FcI3TOZD1WjpHFpvIrEXRPEHshnD/08SpuVmoYCrmsF7JkJTrQZ5rDoCTyZwhSfeQF/UBGOmcUJxgsVtG5l9CnkMBDFFk8wE8mDS1LRCCPlxxnCdN9SDzRaWhAdz5Fnv6rqnAumDd5E25wSHDTc6ZghVmvB0PHuAdDlB212UyXz5mMe8sanTHVRZBZqSbmYCx0nsahEfjGY0ASu77BJnId2JPjjXpDn44WdxahwUCkGvJQgjAaTobQs7IWt7f1OPCVEgFfKt5XzZRdv2EHLPABEcuJtBWAp6lQNjdDHj01YS7v+lN/OF3/2N8oH6Az3S38PcffS3+xSffjfCwgqVgL5+dFGDZTj3n/CkXdz98ljRmiekwJMsqRgwG24A+MHdmAFQu+gRwYFnAnfyevOpfWmTtCyUBb9QPn9k1c/3zAyrwWDLYk6YJoHz+6J15Me0kjyyAHtUXthMZOkh+PBpALrGwJ27VwwexN+bx7rVtKkKMThKMKWjJAEX/pkjgnjJIKeuK4r5ywwGh2W4yVQw6AizDNPUEr4BF2kHzC23FU8B1Es/Coobm53KSHyaHPWegDNvPqWBZLCaLMS0kYa6rB+fwFw0Wx7UIb1duFPkYUBZqKwLK+lmP5t4F6FwFe6WpA5BNybUltrc84kJAYX3GqJ+1Gmq+SHJJBK4CulsrrO9I0sHqQqPkXmxk0Z1O+HrenjjWQEp5fJEp2nXi4hy2wOp+L+xJO1Hj5/sYOn1xcDKwJxNQhQSMsvrNAK23YRLKglsFVvm+aQy0LOAXAZIPJnobLAASXHTZjdaqZ5v8/NPJ9/mzvIDr8U42ceQh4+GAjstAiplHk2Z93lerFp9Z7BObMwj7Y8zmQpuz7NDJ3/n8uVKuS5PzS91MnnstMJqjIjiaE+bVzLDGZJpHl4FgclINV4jQ9HwRFsv6Uj9t4c+2OJQVXK416f8GNkjf+Ytopr4Iou8dDVC6Y6A6I6zeFEEPL2v0x14W92KBKqOcjjsyBuRetq9N7pP2Jah2hGWXzx6asbQ4pifVmMiHEv6asnDU74bOzAGalwKD4DLZ4BR7ve1yjRLNqnmyTmwhnKXOmzsBD7+O8I2/+Vfw37zyP+PEbfDvdq/hf3r4YfyLX30P/L065+vJMQGK5yQ1P4wEYwWQKwPPWTGPjhzpNREQNSKiGzdjydiMTBdFu3NgRJDoN4Dsluc3Dq43tkkmP9dJW8RazGb5s1Q8Y2aHWMXTMiNwAPoje24FWV7ADlcQvcZ0Uiu6yihoW3GMtVWqgLRIqJQ5oQKgDBsVhvMJzMKUcHKyowSQWFmWqExL72Di7vyzqJdQTDz+mwSQMeRd9JU8bMeUo2WK6FaEpa5IiCheQ6JfEaZMzUKOi7VHk5TZa1XXZgEqA1jJD931cM8i6rMtau/AteoIKtUS6Dh1uwi36XKIeMwxDykBteT06RcDoHedPnNT6+I62Ob5aIHtS5p0kDUJ4qMNsN3NMyNE83S3vCCt7HAOBw9uAlxMWD6M8NuI+q0L0OlFDro3WybePDk3WSFkPWhGe14pQcoLmISmTIrVZcSaTHfHdlyZhDJSDnvOhZgW2B87JUixKKuzIAG6GHrWPGc8f4wlmSTKXkV7IKIA3yO24hC4mCl743967RcoU1PPyLtH62NB9FzlwV0C+SimYdOelOAkv6ekqI7VK9KpkNnDInL7XUI416jJ1j/nwIafjIGpF5GalfKzTIdMGoDZCwflwzscoKQlY/UEqB5dyOTTVIi1IMMhVsiwgO7trCcdkjJC1h5Lxfc6WJx6fCTVO4xYAjZamhC2yN4hgMQHMHOFCUvZyY43LxIaBh2AuuRZQDaJuQGtmnhpjF90ez3g6QcCLr5+g//qN/4ivvPGv8CCOvyzzfvxf7/3tfjEr76C+q0A6sUt2IBZ7or63DnOimpLTBBrkQlN42G5PPI/baNsOtM/2K49AYC5zYsdC4MAJ2YeKjeBnrMph5KwEuzVm0aj7qZKBLRhS/AbqXuqxKW5X9IANoglroOZXzSWSgY2kGul0m5dgl2a+WlmKutf+t77BQO1MSesa51ciEezJWVQwi7qZoXzMSkRYuVGYCWzLQVggbrx5XbN/ZvHdVZgZGMiBQItGF0qAMvOaYh7L/EXWnN1tERy0g9dnyQMv+0iA0DshWGJGpK/8BYaTFmykNGmhb+QXWDp5jwNOHe5ycXGjyxIu2sO7Jaobjao1j3cpofbdqDI6G4tsbtm4lvG8mEH9+xC0sg/r0zrYHW1gFjBgVeSBbo78QjrhOrhGvT07HAW1xdhTey+UxbjENDQXD80qWsGGFOgcaBMdTCzIKV4jpEball9omx+5jJ8ABX/RjdSEGLzBAEEAUR5zjoAYEYmd0I2lY/M9ijOnXw2Ak6z9Rqfx5gc+yJr79yxNs9MwAk7QgIDlSR1jAkog6CRybKyOVVpKB1fxoBZ6gHOkYYlmKHfqOu+Za6fFuZBe0Kqc5wyiRiAfRnmfvZa5c8XKO9sgBIklgKtt+LWd1RJHBBGFjCyos+pNiG7ixqtZ7vtopSdjx2DogZfM4DhMbwIssmdcih38RYRl9y4kCBXsZZBwwHZ5GRCU1uAgekCQ5LvYif5ELL7HRHiSYOz96zw8OsJ7/rI5/Hfvv7P8BX1PTyKx/jY2Qfx0c9+JS4+eR3Lx/JwXJpgisWMEoleQXMMyUIE1ZrIRGHBjkgXeom7QtJHiyiNZGDG2poKEGeTTmGK2LPrEkT/oAmv2Ct70ioY0dgz1LtsWiIG6lPR8NSn4sLKDljf8di8wsKU0PDu4pLhdpr1OBFSYKSKFXANiQ+nhVIBTAvzj7lLl0AnLhgUpBNyRmo2vhU05O+gAIb1s+HmzjGIom6kNRR5ZlwEtCDqTzPPdZRdoUd9ulwQCgDDoBw/JwWAFoz+2N6/9A3Xq/h2p+Lb1vqJegy1qjNILF4izucIuOLyPKBOaQ4FLzGqrqUwDRHJxFjmX5myB8oohNMtlo8DUiUi2fY6ob3m4ToP3waErbBBrmV0x2JSEmEgo3q8FfakbCNjL+wec6Bk+jsgCUpvr3DxSoXYEFY9RKczyv8z0X6UupM5Bqe4VwYHBk7exkS/B2pst1yEMDgkgi0LkS72aV/DcvDenhAXbpj7TLdFs0NMbzT5xxPwMLrB5DwMG6hY0WB2ngKP8tGnesW522Rthf7gYaNV5rQ5WKbHlnWaAVrZccMLSCEToVAAe4IPDs45YNdKMymI5UQDk1KCfhXNWuRdWQOjCMnLUuY0KsFJ8btUsqi0mZ8ngvEMrudMpy9Q3tEAxW8Iy7cktwyfrNCvvKYPtw6nVG+B2I1KLHfwhwDKCKCzZi/uIX73nvc7tZoJTO/AJC7GLkrnoiigpV+UoZn1Gmk8SIz9IRavi+qshTvfChhrO8A5xJdv4tGHj/DoWzp8+4f/Nb7j5i9iRTv84vYNfPThV+EXP/E6lr9W4/hMFh0Lmy/PM/zM4GQHhLWFXBeQZyIz0cUM7WYaHqfUXtIGs7blcuDpRDQwj4MWKIs8Dbyk4h56EEXxiqFUmHeA7O1UipVjLdFkKRLCVnQA/Rmp+NaAFgMNwRgvq6OATnsBxSRhm4SeBjNQJSdNwZ7rBcSmAMRlgi+8vJgJKTl4P2ZRBk0Z558pFQMaAlIAwHvOvwO2bhM4uYFxiQTuHbgjaetIe++77AZkv01NbST2/lQzLDx2NvlpWzjNSSXupNJ3cvTbnQpve0Zm07Rtsy3esTAP9jBmV1fggj4O4ts4s5wlBl1ssXgQwG6Jbec1mrB0uriQTNbtMWePOhcZ4QxY3W8l9tBUe5LrOVm8uZjs8/11ka4rxOtLrO/Wkvdqx/DbCNq2eK4r8IwGZWRmOZRY8LL62qFzoKYEKooSvjjX6gKk5MSANDYHEIErh37hNKP4MOZHd7TPFLiIiUDb3L6zzjptSvtssskBZHHnYNc7UIoxjmKojMDQtHm4ACzTupTXnfn8EJCZgq+RLMETIgRcpIrgaodUe/jKw68d0EqmerLxQiTxbg4FAWSAUXjqzT2LvVNLl7B3kZnPyhgnUwDzNqPIAu9wgFKfAs3DDQAgLWrEhZl3OJtrsv5k0jZ5EJSdu1iUbCEi0k0OlFnoGN1qyHsD2G5Qfw8abr0iuAUQdWG1MMsSGI4lTLSbAKRR5xZbelhHhKc7uLO1xFDoI6ip0b3nDt78lhUWv+Uh/rv3/y94f/0A9/rr+JmzD+MffeYDaD9xDdfuEcKFhlhfUa4sxWErQjmhHYp8MHJoKpin0rxVgj0LuAYiITwM6Nlxk5Lz7SjLkmceArKK3c5TUxR1JJErnWp/HIAk7rQmRE0V0FWM7hqw6wG/FU0FWCMDF5OW6whhLeyJsSk5QSAKoGj9wdpJPWLs+VLFuQ/lBGHqWt5eY2CR4FyC82kEKvbaZDIzGdAYAIywKuXPwQREcm1X7NKrMWj5/5H3p8HabVlZKPiMOdd6u9187TnnOydPk5knWzITaUwRREBFvBXXa8W1SqyyvAU3jCoiRCIIMIww/AMRhob+UKOoCzbXC4Ze9UcVFnqrJMSoEpVEkASEBLIhm3MyT/edr9vt26w156wfY4w5x1zvevfeX2ZS5TFnxPftvVc71+zGM8d4xhgxUDEJ9YV4CyE5JwEeWx2WuVjEskjmEzxAYhbjPgWqYHIbwK98iXwrpqGcXyhECcMPXkirV3KEV0pAir7EvlDtivUQ4sZhovjpCvNXIyYPW4SZr7zaVMWvnhp+kzB9xIRdSOA3CwhyhNVdkWOHxTlOgvjkHKsbDIanj5ioi/VmnD+TP9hITkfbZhQtacfCf8HzRp+j4GRMW2MEVXY53rVj1p2yrb/3nHla207ASGyFCD0xa5xdb4Fq6O3kg6iHjlZX1o9hZFKr6Yhq4jHvHXJR3HC+m83TTo6JLSJDLGCpHDSqyg3u2wW4YPYL8rumNaEoCU2nHLm3mXr4VQ+36oF1x0Clc5KHi8ce9UHIy0myT4u5xmo4tK8HZrwtsw5Qj52hl04azFEtagr9SokkOzlOnOisbRD2Jzm8fS460KxXjhn4qvajVOz9AIpWw44xFdAipMlqWM3gV2GpC3a/oBILBWXHrvZ/1QLoZFImOd+f0Jx2DE5OzxkR3zjE0Ydu4/VvInzwd38a/7s7v4iFW+Pnzt6D/+XlD+D4N27h8DPAwVnKIckr75Y8GQsYcL2Ak2XKJhNrrvGbhGbNgCk3rTDq+6ltSMrqWzUbqUYi2XedqftgqV806QViw4I/SZuqt02coooeSx0Dv9gCqS15fChxNmOgBhscSI1jofg1ivZFvZOqwYHCq5CdndaZEoo2rWWPH/gk38cLdpgCrg0gxxoPJ4HXsmlGzDgKNgALTDBaLGBxkio1RhLNjH0ea1o4QmB5XoyEGDxiT0jBVWAlydjIfBZtCem4QuSjQm4eLKTK5VEty7ojQxoXc5DEZGmWJvJtYCIukpqahNSbZPfWckdRCLxZ2GHLdssObtmhTToWHWtnWl8W+5jYRLoUYiA3Vua5bGkSLvpbmc6TFt2tvewZ5NccWM4dne/mngAY459YYuposRoVk/Swboj6b1Kvlquo1s01Y1qVNAQpeq1zrDlxDkmTEYpZIEwcc+9UAyubPjgFxvpwA1jy38UNOa/nBAamwqMaAykAKhfj4VjdaVsagIat60eA004QI6BiLKjbWNki8Q6Pk9wqICU5QvQpE2h94+BbD1p2PKaDmG9s8tAuwElqgkwk9hIFtqhy+bjRoGwBEr1mC5TFAlJ2cVq+Ukw883uiQj1YoDtoCv9EwEXlxUO1wNFiVfiWnKTCXAWuHVS8G2Sy6VA7o5oZjUbr1MQEFBCiXmARBTCgPMeJWcivA2jZgZZrpJSQ3vYE3vi913DyLUv8b97/q/j6vc/iUdjDT775dfiPH3sRN3/Z4+2/tYI/3WD95BzL2w2CsNczeTWh2vUzkxvwy5S9e6J6ZSZxQzuJaE97uI21pXPslW6vYbu+gBS1/VLg9ZdcaRMkNstNjlhQhJnYhxsTg4SAzXUxx0ifOHEF7mdAmLE6y/UuA4xsYyaudGXSS9wprgcHaTujnHtJF64yBuxkQ6YHUM/3IUq9IpucHDgoXfS8cFOgQtpdRDRNhBftiYKSsWI3LQpcUiTEZLZ74s5HToJnQYm3/Lt18LAEWwUzKbGmJTomXMfAZpUU1LVZPIZ6Yu8IMQsl0y4af6daX1KJm6OHkweH6xcvLAX4Wcuy3hH5dhWFeCuqZ5NfCABSLAI9u2YmVIueNQ/RpgM2+v5Uh9iOqv6mwnPZFQ13rKP0byLEgzmWT02wOeS51pwlTB+sQeeriz13dICNqb4rO74uZGn7GhsxdEdE2hL7hHgejih00hg4KyeLUBrUId/jPQsy7yR3Dwu4NHHoF2Lese7FMkezKdEQ5/OaS+Ua0vvyhDXCH7Wg1GdESaIKs/6Pfp6u2TYoo5UDeg0MTrFgI9agalgfG/4+t5vOmV1Ayb6sqquEmXeqhCZJ7+FzqgHXOriuZe2jalTE9JMgZvkIpKlnrUbjt81VaqojCWkx0vfDMcGbFs+xnnLm5ME9jwFOgLc6QLnLmX/j3hT9nFG7RsMkZTrrpNQVzdj1FISURU4W4gQmaOpxQIiULBD9itOyJ08Ik1QNTrsjyMBGiNXVuVBfX8wl4Gix68QZPzcd5zF511N45ZvnuPn7X8d//9xHcbM5xa+dP4//18tfheVHb+GFX+qw+NRd0PEpMJ+hOZzAhSbbLXN9gIzEKTAp1i9ZQ4JUbPcAa3DaZURzHuDPO7jzjnkBQp6K81bauQFFHuSxKeDE9QAcsVBUEq1TbQkDN9eBYxBsOH5FbIDuGoQEy6DAr3kXnndgCloS79pTk7JpIUncD32X9ksh5ZaFaOh6nhcw+3dg7dLkSBc5ygRr5b5QYhDjJIdQmAFpEuGbKATXGjCM/bQlRUK/8dlbJ9fdJ6CJCE2E86J5yRoTBkPD9wA1MFKw5FzgIe8LSXfLJKTgJJR/ScxCBY0UIDlcbSvgQio0EmiGTMC1kW/90ksAOWMa0izOJtS38qpzV+UPAKgVV+joS4yICNa+OLVTsWDPu26rDh0CkNxwZhurRQBCXEzQLRxnaF4Ci3ucDTp1Ha5EJN0FYq5q1gEKONG5flVOSdRFqA6ZvJUBeVgH+faUUtaepMZXZrHkHYKad9qt4WGeX0DI1qlUPMQU6Oo9NvJxpeHIQIeyh+FFfJISv0mDUJaLc7qUMsTqOmcQX66rTFT5JYTMu6LttqgyAid9/hA0ANmUJJuxKPdGDzgxZ7qpZ6C/iXCzBrQOcOuuxCTqAxwR594CkLxE/7X4VjWQDqwVK/uk7bkSFTQ58WhM5Z9qPG2er8cob2mA4o6WnMF0j5MD6mDeGlRU/wREixHNgND7RKuRAbIr9uvkgX6P2Ib9gHfM3b5mwdXIf2U2UKAcop0rgJyIbjiA1WQSWja1OM1QO5/g7L238Mq3eHzN7/0k/le3P4aWevzq2fP4f3z8d+Hg383xwi+dwL96H2nT8djug+ReKcDHanGA0j5uDbTnDCai2eHkqK89OHDX2aYkgwsB8B4u7SG1Hi34m6L3kihPgikZLoruiMIsZTa/X7NLsJpYXK8kurIaKPDgToNwT1gbAiDn9WhOCbN7vGixZgfYXEuccI+3DbyLa9h12/UkgCxduIuhwPwXt2HNQ3PGfRgkIaASdqlnEjXAUW6pjRkkqPkl9/XghTx/XfV7WnnQxmXBz3yqlBeLnlIB3k2Cm4YMhsgleB8zMBoDR/a48mMSRaRIHPZDNC/ZLKReQr0TbyHpVwUv1VyiPI6GO0v9VUP1K8BhkKck45IU0Uvk28Z6C61jnh+qgcweD7qAw2WwAgCp9+JRU1yeU/ZwYBMPuYgqp8llxRHgHKiPaM8j4iOH2aOI+ascMjxrTxQ87AIr1pNn7BpLdN1VHicKrRaNj3FRsZqAXRocx6YdNLKL1x23I8TpwLyjjzAbtsqrZ6CtLvUox4u2tGgT8mV2E2ZMvqNznMqzNK6cmjlrDR3KGBuWNLymBjf2W4p8KN+Rze75Hsoa9rE6VxqcpNrxJCYfbucoZlvXM/JibfyEN7xdKO9z3IaYkMgJJ/WUOSMmHjWplW8uaTEok66rJskAJSchJQ+ix5hbUt7SAIW6DulgT7x3CsDgPCNmsOYbZIG2XgxGvZgXSTIC3dXzvp8BdEiYHCdMH/LiGabi5y8xQdTf33Us+CuAgJGFW/6IXnPMsH2w32tx8t49vPmNAd/+tb+GDx9+FidxhrubQ3zk7jsw++UFnvq5B6BX7vKgcJ4rr2nQReOTg6jpT5mUStj1m5JTpm4vBgBu3YOOTpHWG14IZZDRpAXtz+DWAe0mIrZTdAtfgJ5+HxhQuDW3cT8HQsPqe3UbjpOEbp9ynBO9T1MLROF6kIAWJTEn4rgz04fA/D4LiuSB81scWTROVfgC8MxTQQOJgisArlUBAFQ7MfkZp8hZdXPeHxMnRRdW7es4S4ArnjgFCEQx6cYMWoZgJUZCVDOLgKgMKgMBvS64uoti4BLXjr+NEuAZILk2wplVVYPFASI/BsRda4ZyhjsTHWfUTtEhTSI7g2iofgUuYhaiQIDmKErGy8m2aT5QfiYC0oT7wnqbaSJGq2XJ5NuOeVFKwFUCYMG3YlZIiVPCByfABChh+uU9aeDmvIvoN1Lc2RqLVz3mbzo0j1ZwD07KXLmsZPPNQFsy1FrsAicXuSZfWvEr3HfJ95N6eXjHMTYErLD3DLH3Tlu8d+w4qEw9qtHKO8ML3qmAdqRueU5qAtXhJ5pxlwyIyXNsB0CqtCP5ZWPHzIC34GWsDnbzJsc1rEPWsA/eN3w9axN5nXAu5Qjj9sMpAr7zOU2A5uEamq+qb7XHTc40BlSqCCibBI0uzdeYRUtjfYUkAfiscL28vKUBClJCnHPm3+QJJBFXcwM7RYEqRAburUbAZN/wIHQJ3VmYgax/9wsWEM0yCWGSyX/8YBbqsSWJvCnxT6bIPAx9f8UW13s9Z/fEdY+zp1qc/u4lvvODv4L3z1/FS+vbeHl5E+vY4I0Hh3ji1Qj38LSAE63CdMLckAUhTqiK8jrMM8QaHbMgQsw+ax58GnI/5bDhunDGrDKkLsJ1Af6ghe88R0yO/OwkI6w5B+ZvMBha3XRY3aZchzhhLUacKXJPua/8isFIt4ccd0YjoIaW72/OCK7n9AMcwj3Cd8gB5wBUMUEsuIhN2rmYaB3ChLU+RViimJB0k5wgfQ3EGbsXM3kVovFWYJDgKIF8Qggua05kODMI6F02o1hzRq4fmX8RcBIK3xYO1x8RGl3NAfIMnJxPcD6gaayWx+X61bFZmJvgXMoaFo5xQ9p9iBuPtPLMyZpGZNdmjTGku0RrQrVtbb4poWwIEridM/lWNxDqLSSu8cxhKeHx3aZEveVgh0X4E3hLnQbRYRPA4dljLF5DeRc4MAFVJFWOw9SuNnzvpsuq8+yG+zjJ/HYQgC8smuBw9HE7nuMEHTwuuLFASe9VLYp9LxFiI9yTAUmVACgJXpN/kp4bqc4u/kjmdgyAbx09lmDXXL1mtJCpX/UiU8fB9Rgc2+KsmJNb3yGySuW5bnRiy2NbcwNVpudBO9i1IUgOOKsZ0mf2kThGkQCibGnImhBgqAEavsRuOknNNwJ2XEiZ6M4CU/rFQ8YZ2FRNEelStV0pb2mAkpoGcd4iTCh3yNY1IwOFDyB7gDgZfZkDkhdUZFVf5k/Irj3MBIRoRwdePJtVgj8HgCSqNyAuUXmLqIZliPB1kPQL4OQFB/rqY/zJF38N75u/ik+unsYv3H87uuBxfbpEkGBZWQKKipcmE3Q397C64TkZW2OACVer2i2osLft1KwSZvdYVbB8osXqqTn2Hh4A9x6yecdkhU2O4FYcOI4HqA5aykENlTzquyS5hRImx8oZ4fNTARCbawn9XOoiMTYA5FwaSrRMVMwrsWUNx+YasDnxaE8dJxyUAaB95DqIKrR4OCkAGFsAGZAgE0ZzW4lpJ5r4ChrwLzUJMOYdC04UsFQJvwwgyPyPjnNtaFC4IVlQx6/dfQ01FBQF7GRgnSSYXmI6SesRJgHOeFkRICTcoj3ROuoLlXGV+S8AQt/An/CiE6dR5lICJiWSMOmiFZG/reKymJL0gwbzmbVd3Pb6vcUsJD83Tn7n/FftkoP2+SWHnSeSCLdDM5vMf4oOcJGz8YrZKqnZR92cnUoV8M8wACb5oV8EMBkWnWs7Y58MdqOGGzJ6bbo4Ym7lZm3qVj3PmpO810E+4DCAvXcmJlCa3i59m/FCKvds1WcMhMACBnNewIlqUOz83H4w93e/zyYivxyY4811uY67MCPV1w7ruev99jsAAwCIzccuT3zk7xvy5OzjCKiieudktBoxOnMdDEAJkpU9fx9tyYMCYAqFIm82Im8CUs/rReaK6VoJAoT3xvnfCGmYIv6C8tYGKLOpeO/Qhaq5UZBCbFroATSyE82di8H1g2MWiScgey1Qy6jdr8XElErmX9W2MNjRZIPyTtHyaGyQ8yeB9kOP8L9+x6/jXbM38BvLZ/G/fOYDOL+/wO1njvDk4kR2qdoQCXAetJihf/oGzp6dYX3dcdwBZaeTqbcZ5GqOSebDKLIHkT9dY3PtEMfPNQBuY/9jAen4hL91sUC4scdkw3VxpWS1HwMSMma3MAXOn2TPG41LotwSv2aXcRDQ7fGA5mfxNQpGErFw0/t0AsZpQpQUAt1eMQEpgFFtGbtxM3jyUUAGiMmngwXUBc0AXNpLbcNhoI1S0ITE7+CsxQWk2JJBivwOGJAS2f1Xg6AxuKo9xRJQwLNZ0PJ4HAj2nN/JES8acjKtmdTYe119ADQc+ZZ8AnxEVG6K0agMt4Shd3AnDdoTAVTe89xqFQQm1pDNI6iNDMQy+ReZJKtEYNLvyEk3dfKa74X5zpbNhWGGspCKVkk1Xn7p0J55tGfCY9lw8EO/Zq8hq5pOAIMTCYWs7a2h+ZNyWBSYqEkolLgTO7UWu8pl4GTX31txTMZ5KCX6q0pbq9nx0DD1j1vvKtquEmTFazA5QpwS+hmyFnVLkOsO336CzNUskCFCTrWAg2srkGKO80YQJWWFfb/Uod9LSC+eYTrtcf65Q0zvuW1aAC4BJ/KsCjiQuUcwhv3msWdvaW8VcIkr+ZZmZvB+e24L3A/WftXaqMZqmER3+/sTdJNhg6ACsskgHWPGfORRHFWibE7gssnnquWtDVDmzVZwtlwGnTRG2GNiKoMUp/E/LErVOUw1MtV7badmZAnWkMCoNYsppQgM3dGjRyaFJg8snyLQ+0/xX73wW3jH9E28tL6Nn37p/Yj/6Rom04Tp8z0OmrWQRWWQtC3SwR42z1zD6TNTrG459PMiQC3vZFdRtV9KHB6622/gzzaY3dtgeXOGs6c8qH8Sk6PrcJsgDHmH5ngFWq2R9uaciI/kG81ATJ5DzWu4eW3bfk7ZNKJk437ByeiQKGslmJcDNk+sxcQiI9cFNvE0S27nMGMAlNpyPneTeBCRBAmrdhoDAQgBR36NGiAMJ74r/RpbICyE+5GFO/LNykFRbYnGLQEgxwmpcyXyK9VJK/OYM8e0VKBZtTp2kRz2dwJnhO2N2dMx0I0uITYJ/SQCSrz1YpoyXkkpAXHt0a6pagsAaNZK7CWEWUIXCHEBQDRMiMReQZ7Bet6pCuFWNV95IQzaSChzO6Eyt2dtvgOCRvCdA3QAbDoGnEq+1aSIzUpi/GzYPOTXgbM4G5t6mhjyYN5tJibcqkkoRtC649gTkrxNOyIpMfAyjYrlk4y5GY+VS8ixdT6eHc95XM+fKrhcybBrybGpceinbOKJF22YFaQMX61zE1uYuAAVFbJA1uzpOKzy/lA9P/Rndy3iD7/zU/jq/S/gH06/Aff6JzB9uJ0eYgtcDObeThOMAR9k15sdIOVCDc0Qi9r7sH2+unf4t21PbZ9dIAmAehMxNYq9BlkjyvdGCNDxwsMTPhGJxx85cdgAgAjEYeLBC8pbGqCEeYPQSmOoBmWwC2D7mDQw1YOdBNQlz7tiVQdmtzEqc7Eyk4DP5w1sRN7VwqESDHpf1Fkl4IQ1LCmDFwBY3yRs3rfEf/X2T+LF2V281l3HT7/6fqx+/Tr2X084fhHYazfokgN65pfEJ64jzFusb09x/oTH5rBEbLQAhStqqm92GWqnVG/D2GgukznaoxVufBLYXG8RZg7rZormLKA9XsM/OmXPnsYjLjiSb3ZpNhNHzSk6WTlYHQsuzWvT7QsIbFgDgyhRW0kAh2Qq9isGKH3Lz/JLwuxewuIeC5V+ym6NYSrkZfG2UTAaJ6KRaLUNUul33ajJguLEbKdu/bFBAZ5mQmuwvX6RkOYhh7LnsUTi1puqY2OFzTtGMza2kMG8e0fJyrDhzkpvd+WiOr2CghUhNa4cjwdKgE8IbZLgc+YlPqFfRIRpCX2fXcMlkq9fMTiIx04CGYqWTYjO/X4A5gHkExNuxbU6ZdKtNgbvlXct5hUWs4ANDFjC1LRdLFqyzGVZJTTLll3rlxJEbhOzvV2z9fJinvLASK2AlVZcmwf8FTKJD1PfXw18DIHKGEnWAhrRou4sw/uHoEYDclkzlfJKlFCs9dL3aqyMZkCOdRwjSd2Lcz8UDFFv8K6Ai8iOeRpElDWPUHDCa04dQbZa/zyAgx5fvf8F/OG9jwNvB/7u5ptx/vHrmBwVLsdV62fBSAWazVjVKVNp4S8CO/IcNZMMHQ+2ylg9q8bZUfUM8grw27m+qDzR74oQ/hPfHRuRI7qhiIUcS5QYzD8G7+ktDVD6mWehARWwaQsF+o4Jmv2MXUxliSuTRe38QNWR+bgOJmcGlWpaYtkx5kJgb4pqtazPZ9ugINOYWEAv37fCH3jxU3jv4nXc6w/wr19/H9782JO48VlkM8fxZoqz7jbcymF1jRDee8gJ0g6ohIG377Kuw4OSPOcqiS2hWXGGWmoYAYcpYX2jAcUp2kcrNA+XSC37yrvzDeh0CXQd0LaI1/exvjVDP3c5X09uM+NeWMKhC0ALhLBIJW6JFrnOr6U9JcqsJqvTuiOxYJk9Spi9ueGMz4cNA9JTubcphLkwRQYvcSIuz8qNsAtoqEFCMmMi6nXmuMY/iQ1A7Tg4cS5mt13LOVHzfQiE2HkWyChjR8fzToLfYEeW3TXtTmkE6CSUAGu7+DcUCalnjhabChOSZw0LCCygHZtv1EQYBFD0UeLCCN/EbbiN2GWbNRnNuYJXh7jXwzUxzwkQ6szNrYbnT4XwnIBh5Nuqz+pDWUglgAPJtQa0iD2es3f7nMW5WYE9hdRjSOOy9DGDFQDsotxw1FsKjQ4ANgkpbytGNgMpgNHEbpl0CyBezBHZWbK5hcyhqwuCyx9vTECZHOtQRxUtdQkT0eIKoB+axbOwvuy9FmQbDZ0ey6YQfbbNsr7r4YlNP5PFBk80xzighD+4+ATW72rxP/bfhO6TB5gca0XN+7E9V0bNPwYM5XoN7hkjzw4tANpO1XUDM+eVe3gMcNhNjMqsePHmRzlB2jT5vrzIS1gOx+Z09pIFj+0ePEfGcmrtKG9pgBJb8d7JNmSUjtC51CVMH0Uk57A5kB21cA5Id2Y7gIR9zpDklTwLVWdHny6AQw2WLoC5V8suLjkGJ+cvbvCN7/osvubg8ziPE/z7ey/ipU8/iYPX+PvilBf5B8d7iMGhOeWJ2O0R+jkhh422AtROUruDUHOOY7fpbi55bQRwqQ25nwHrmy2SI7THa7jzTY5KCO+Q5vuIh3Osb8+xvu457L1OTF84NsO4NNkdXDQUaMuOigLYfLVhNXxOzJfkWFe+xXVs2mnPAvzpBt2NWQ43rlFKXccqfAoJOEUBKxNCP5f222NtjoIrnaBVIDbVkpHlVyCbDJLjMPzkB1Fjhadhc+mUjMXaMYm9aKxb8WDhy2vJGJi4YNFUYJFNJrGMk61xr4u9IVRnECPmoDxwqATDSwSkSWQuj09Awxmow5wy1wSp5P8BOFcSBd5xhUVE0zJvJwqidi4ikkNMCWkjArCNwCyJUJdnisZGNTIIpg3NdwkGzZ+pbarzJTmAmsS8NAXTPWUSbs5Xdc4kbw0m5zrJMdRHMQ2V9A7c3hFJbBxKuGUTI2tacihygCvZ96gyDzvwjscVrgw3kEpMt7UjHQKTC7kl9tpd2pPR2xiY5Ay3Zs1LDa9Jw+SA9QOQ256g1xBrCkaqq3ljhlzDSiuT+3KHi7FeL3P1xv4S1905AOC6i/gj+7+Bo3fP8U+6343u0wu0pwbs7dJ05AePHBv7ZqBo6FOZa5VWxVyeY8RAoubajQdG7hmRV+Vh5RwBGMotoJ77uY5U7s+bGwtS9NleAvclACS52Xq5KAKpFRNQ8xUCUMKUSmObwV5Hc+WMtpxvhgOr5cRVA7NNpXK0wXJUaFmBYZLeVSh+qD2xz9TJ5XndpgCEOXD+fI8PvfsL+NprL2OVGvzCw7fjE597GrM3uHu4zkCc8QLYLxsszotpqz1LWWOgpogwIzaNqItxg6JtQqlTbDX4HEmiQK6wknf7GRBvNegXHn41ZZJpYmQcJYx1txC2vonQGlt2A04uZQGSmgTqOMljIqA7KG00tPsqYAozZBY6iSutuhv7DYcVb844UmJs51jdJqxvJFHbF6KrX0lY9Y7PtWcRkxMgtoSNgBTOgivfrkHYBKQ40QzEloVYakQISa6ZfgE277iy0ijPJKw9sHHc/9OIdtFtrWZJzBoUjdmlQsXSb+7iwHLD+yiz4fTv8qwtOUDm1q3xKyAne94okVfOr3122U4OGaTAaFtSq5wWSHZbj9RGuP0OTgLLIUXEVOLDpATQ0qM5J/T7EbjWSShtqa+0W+wJ6F0GLHyz5MHSwFv2e0a+P4cfkXYIPgET02aqZdGEiBswd2XNgeSaZWKwvA7CTykSiMFJAiXPgCGJ+3PfIkfZlABylDUsymUR05AFLkABJ2qLlmSDfI5Qmbsv47/Y2CtADUyUBzSMLqu5d4yLs7oX93NXosfuGK9Jqn1lU8oFOGtrA2nW9jETZ7+X8OzBI9zyZzny/00X8N8e/jLO3zvBT/ZfA/rsDM05oVrDR4DJWB22iplbFYiQf5nHYTcXMPuBiEyYtZsofQ6Zey6qQ63KQd3mBqTYaV8qgwxcoBwU407Mpk8Sfl8COdaeMC8FooEmxK+UOChhQnAD4FDsfTbYTcKkC2jPGNV3c1Y/hhllUqVOphyDQ583MujU3bRC83aCWJKieY41JaUIoAXOn45457tfx++7+WkAwEePXsB/evlZtK+37MHSAH0DrG4n+DvnmM06dEdTUOLdPyVeJJsVcvRYEBBE+6BckzAlhLnEDiFTHwkO188lX81G4p+0kojKqTDhmTKcXNFTralx4EzNwt7PURnl25tzYHKUOK4JUXZBLhIYmadCqYAT3fnnqLMBaM+A6UmEP+94EZecPmE/IgDosjsrsveP3zhO5vYwYXE3YHavx/QBEOaegdaUo/mGKSHMOIZDjiFjTfzSDuq9E6YJNDFxRayAPfeYvsk3r57qEefEjHhKeR+SAoE6I/Tl/uGuLAnprDLrmEWEBupTJbMNd5TJFRv+1hjetco51l5UAttuujclmqX1Tsv91nBagqSAZRGAJhag4cDJFSO3X4oAVh6TIzYXhRmvxCR8HkeS+wlAaggpxJxXCBFAIMTe5XgsY8BvzPtP8FdpDlmYkwcwYY8h1ag5Gb8UVJvn0Cyb7OqcPYY2HHqcPX+4X1LLZNLszkwEipHNQta1uQ8MNPvAGpYQeQEp9iWQJR7uBCk6aOX8VUKPj7orE7sXe1+8d0wclDB1ktFdrx82LmC1c/aczvVKg0jIm7HiuUbbdbPmQX+xFiXuBbyweIAF9TmxegBw23f4Ezd+EWfvm+Jf9h8AfW7KBHyp30WaidFvNYJ9i1+iRRVohtthN71GaYkc1yXWmiYFAJcWHcu7NiID7FCRZ4f/ANYMS330OD9b1l5ZD1Rj7vqE+JXCQdGoedaWvpMRHQHfRTTnCZNHQGo4HXs/d1gfELoDEpsp5esB1B0mWhD7jmpQUBlIGKuLVXc6jvmx944jfOPtz2LqOvz6ybP4lS88C3ptVkK5E9DtJ6S3rfD2Jx7ijZN9+BPPSenUhDLluisZmOslE7pnnkazSoinQhRtJMmd6f0wJfQd4AKrrSkBaEsm0Dg24e1iA0hUWEK/kMUpoUR8FY2DhonvDglJsj5b9SZrK5AXBeWaaFRefZ9fs/ZkchzgVh2S9whTifuhLroiGOMsCl9C6rRxiN5jfo/glz1cF5BOHfx+i821Bo0n0FFksl+OwssaqX4u3ycB8PxG2qdNICHHsnClvLvXdgrTBExLdNeUGAiHyFwLpwRR28SDXZWuh5Zwp0J3a7ejrx7ulBTICCC35y5UEQNZg8OhtDmKr2bAzhq8SRmbyT4zq95TAXzeIbYRaRq5/SyIEhNOckB3kBD3A2dplgpWU0v5MHIu9oREDuxI7oo8F7SR2y3UoG4gL6tPtweV5xOblMPFhzmwOSQ2CYlnl5Ogh80SmJxFNOfi3qxJDSUaZ+66yJuApF5CNoOzmoU2kldFyasai6Q0XPndElwBw3chaLC2rbgntlTJ4FKOHAtfe+8w6ORnhhkD/arZdKxawTiGj6wg33VctT0WpNiQ/ITavbj6Hh53fq/H26aP4CkhmHo5AHf8Gt958xdx/N4Zfm79HixebnLur53anuHfds7GMp+G5lf7XWqiysBEBXwGA8gb4wSSmCN1U25taAwA2XnO1H8nAJP7Uxx0nQMyiT1JJc3ESQmsSQmJExsCW0ElLypvaYACyMQdrCoaIG20JBbCtGaV6eQhMF00OH+iwfqGywJZNQ9D9+IKEMVyrH4/CsChIkzsYAkzoH/bGh++83ncbk/wyvoGfvXNZ9C9vsDkvOxSkwc2twJeeOIh9poNzk5nmB4z0VRCNfBiP2XzezZ1ZYmP4qWwYVMXhQTfYQvIJQf0U0IbmbtBMSEkx/lqEljg2nXQ/M6kUzGTiBeRhoWPLS8Y+nd3QAy6fCFPIhI0/omSKDW8PSCk2SWyVoVzCCU0Zz2oj4jTFv2M6+fWLudaggNi5xBnYmJoJNopeY44u+yAPrKGfNZgc+DQ7RHa04RW3FC1Ldg7gdBPi5kQicGKXxE2qwaYMYpKqYCNtAhYPZ2Ahs07vuFQ93nnJDluivavHk9GuSRcChYIW9pDGW/Kgch/m/HLO/+BGYnSNhAajm1dnBUMRSa8tsc8n2JbgH1qxIOq0YCG/JAc6A5U8jg6TnCWNk74CgIkBXCgTdjcCsAkws97BsKRikuxfqY0muwheGGHfOuasqYrNSl7EvHOnITAOuDoJKraY1SYZrSo3wKJ+1L3H0VDvl15Dua4Lmkm/Jq1K76LHOxQtSxE2XySVBiHBOomTLztxaVZ2pHUTKQSLUSAqAiUMEgCRsSaFz/w/hnhnVQ8FgUpjS+/O8pm325OObBi9QwZh6MB0QbXjfE58v0Voh4AIaPBGzNfADwe9/ZWeKo94r8BILEzin75C80x/vSTP4/j98/wsf4FLL7gOVUHCrCovktfMzZOdhyveCd2jg/XWDM3lUNDkLVA5nG1OZfnqRYwwZyz3Wi+owKQI2Bri+KQ8inTL/U1fKG8X+KkAFTi4lyhvLUBinSQRaCV98JY0Q6QnTaFxFEmN5KrQOZwDp6mYEUH/g5SU7Wj1fdoNdUeSvpsYH074D3PvoH37b+Go36BX334LB68eg2T49q23+0nTG6t8OTiBG8u95EeTaqw+jl+iw5aqtsjSa6bfg/ZO4VVbeBF03xzDgVPyH7sSBEUqPqG3B5iUokNEObCV1GtjlmEKHA9/YrV4f2eBGsDTxKNZpjkdy/mqjijrMEiMT+pG7PrE5p1hJMgcWGvRbfHZikl32q0UueAuGF1uoZNb0+A9qQHbcS2H7jP19cIy6eZK9OeOrRnwnMRfg5F1ka152URDxOOYLpcthw4cJJ4V90wKKJJBE06jiXi68VfA7RltbZyPQJzaKhDNttllTnAQtZXuLn8YcAwiRnCdQz8YpOQWrletBk6fi+cN9AxQnmsuCD1akg0lMzvSSTxY0j4U/vcLzrnnJBtYwuoxxbMripp9mshs6eGAURYe+GIpMxfyH9bs42MYQSCP3Nozom5BBANGEUGvtMA3eWpW7PmFAISIO0GjYqsYNFuOEaE6dCFNrmE4FnDgkMMIt8Cfu2ylpO1LTGDlgw6TKGpl8jNsQCHiAJObBC5mIDomddChARRQ1b8Fdp6x5AkOwzkpuTYJMkrk4CpfsEkdY2cnessG4vcQSMlh1k3QrKYIijnTLtomMbGgKMxgAReD588OMWd5lF13iQxhifg3e19fNfTH8Hf7Rv89uZZLF5zvMEzGhH9tq0NrH3n8HuHMkrHlJyjwTgrQr7clwjZvbc2X5Y6VaJoDFzYTbQ9N9bApk5VaALUdYQkcKRhXYzcTV8pJh4AVSPsQq/5UkWUwjrnhV8fIAn/GjElRGzZPXN+B6POHu5QrWloqELT67prCfvPHePrbnweHgm/dXoHn3n1Ntr7DfyGCt/CA931gOeunwAA7h7vozl2xQtDBw3MYmnlnwgE9baILQAxq4QI0BzZ+8FldTTyrjbnbkgCOAKDiDBRLxg2FWlm35xzgzhplYY3Zp4Mk0ljy//I9FvuH6eeEgK8ZEGjwMfVZKNB7vwqgbqA5By6wxabA+KYFNo3uouQDMgpsKBrloTFmxHN8YpV5Ur4I35nvxeR2oTuBnMf/IrgVxJCfQP4FTA9jpg9DGjOAygmTI885g88NnsSnKphDUs/9+j3E/q9hLAIiDMH18QKWCQhx+Zx4sSVVvqDtV78TU5Y8etrhHQwGPByr93VI/G3T+8TZg/Y+2h9ndDvA/08VWAmL+oytjSabe6oTIyTsSlAU00ZaUNwTdlauR5oTxMo8XhJDbddc87AZXMtFbObjOkEZKKwVQUnn9ic0KSsYVEAQ16i3+pnKFdm7RgUR8oavZy6wCW4NlY5+XLywyQ8n54Q154llxBuqactWV46srR70rlor5VxGV0qJlAlRoupyW/ALs7romVpz0vUW4rsuuyAiveBlCqwUkxCMtmbAOo9qB8s+WOmHX2ujY2i5h1zH8c+QTbtxIlHt8cpNoahG5THs1WkTapqyJjcudm0bWwEYdGeUL32ogzjRAzun5id4rpbwu+AO0GG2Yemr+H/+OzP48e6b8Xr4SnM71Lmx+00Uw2quusSshbNZIDEYMyMaTDyvE0CLmlbBmaQMgQnBlzk02l4wACLkXsxPD4so/3Gdd0yI11Q3tIAJSPukcbYRRpSkIIE5ARGAJBSVkmnDuxeGMRLiFLufOrFfi6JmVTlhsH7IiC5T2x9hZB6Z4Ovv/MFPDk5xudWt/GxN54GvT5DsyzgRAN/Ndc3uD0/xdF6jvOHc8zPKWtG8oAZDKxqENmF0qBgPa/B2oLUT3d3OX5Fn6Qt2OyTeSAGkFHgNSqJ4OLdVEJwKIIXkOBpAkRWJdZIDp6WWGvgNxxdVOO6NGdUtEYA2zN7cJjykJBaj27fMzdEk/9JTg6EEqtC1b7NOTB92IOWG6g9OzmH2HJnUUciEBOHUd9DFiaQ8Omb+7ybmjzq4DYBtGH1PIWGQW5ggBs9A7nNPqE7aNHvtejnCWEekSaJ3XKVIKvAUxbtMGPir9sAswcJ06OEZhWFze+RWgl2p32pC5bybWRcJ1c0Xa5nr684IWBmxo++V11khaOi2goevyU8VgIQFxotUsaACazmOwYjyoNyHkAHLO4mTE4jTp/26A5rwaXfoeCI9LvAbZ8CAV3Kcy5J/eC9aGik7xWs+IQwT+g9j+FG5k6YiVZLo/2KyYifBU5T4BJCbACJtBtnUcCY2W6quUzAxdbOcsAx2CrS3skjr8S9GWuuV9OmkwzOPAfbZYRfMvGWYjIeQ6afYgJFh+SZx0K9Q2qb4i0kY0ODyWVPIoDBOmD4KgWkWO8dNAVZJGJybLegrB3VsWXNGNVP/ZP0n2hJ9D5X1sLh9bn9rADX51iunF0ftdtmEU/OTjAb2JqULGvLjBI+PHsZqxc+gh/tvgUn3S3M36TiPjv8HgvIzKEhmCofs+N3udGaWneSbO38Ne+hkW/Pt2gzp1K/Utn6urHf7Tfu0rpcpjC4SnlLA5S609I2+jTXAUD21xfNQE61HkWFv0Fmn5Pj+emEH2FNSdX75WcanHdKtBeQQol/bq5HPP/Mfbx7cRfnYYpff/gMzl7fw+yUygIj9er3E24ensNRwptne3DHDbtsaTA0jAxIi7btREY92G2xAzl6ZHdhUqEs9zhxRSZR7Sv5j9X8YA3UBGLqocrWn+sAiPmF8iKkZF3XE2tPemBzKKRSFP5MjlMSxJzQR8ABYX+C9TVCmKdsBiGfQB2xFltdxqUf2tOE9qRDTrQIsIap4Z0fuyd70Tql4n3iEzCNCD5hEyaMBdZsJvIbQnfY4vxJ5rD4DeA1lPoqYXISgdc5jUA/d+j2+LpcXxkfcVJ4N+wRxdsYvwb2XlujOVojNQ5+PQeoxeoJASkJxVvGLFRuwxqgMAfOnhXzWSimuGqMqIBPpb0qU6WsaNWu1fOcSh6IqSTxCwFwC6q4WH7NXmRBCMZ5HDrklBJyKQPVFY/Ffk/NfzrgeQwporHEWzgV+knGRmDAEglxyuInzQNcI9wN5QnpWkDsBh07Bzr1mDzie/oe2Xaumhs4IDWxCElNHRDBoNOYTO2mYVRuWMFGQCKOfYQI0D6wDsUs5JdOwvQLj6XjUP2uq4PIIUpaAgck71Flqs3gZDsZYo4GLcHl2GQkFfQOadIiTRuk1mdgAc/k2Bycbez7RsBa5lINy9YaJWDSjQv7rCFxpQ1tu1aCdxbw9OQIMwoZkOyiLIbEIOWb5p/B0TsW+Hur34fN5gDTB2Vdsd+oIHun9iHVgKsyf6TtZ1Vr+ljb7Gg7fccY5SBfY8HHyPPGAEhVX3Mdob5mDLSMmrsuKW9pgJLH3sjAz9dYu6k0kO7MlGRKMaE96TG/7zi2xxw5l0sBKduDhMziCyAH4AGQbfQW0Xf7AD25xgdvvIaZ6/DLx8/js6/exuS+rxA5JV7I42GP6/MlTrspjo4WaM5oa/Kp1l1zHeRduBmguiDmupiBVJWRgZXvgYCQKeVvZ5V5yvephsUvIZFbOWqrxhRR8hrv5uvZQRHCFRChpG7KQQWTaZ8o7tBdBJxDd9hgc0gI05gT/yWwwE09e1VAAIBfcmJCf7oGhYjUeCb4ecn+rDl8RAC6jkN36649TB3SNKI9IUyPerhlB3RCjHX7WN0kLJ/mjlfTUHsGNKesuWjWnF13esxupfzt/Hs/I96BziWGjcSuKYJOBEcXMHnUYfbAozvgeBPwujim3LcUgOaUMDlhwNft83v8Ssd/SURYefMk+dsMAkugy+S8kaRfukAz98mQb6N69xCWPRVzYBkCxXQSgeaMXcH7uaR0mJrMyIN38vMpA2fVcLKXUOJ8V8YkhCTaGPuJmqxQMq+mlcfkxKE5l/G24uSbBcgzl6ffj+wuTRymX0P1U1eIuUoqLhNxpNEGG4pcHBAdA+7USGiUGWFzTTQsymcRkydrWgYJETdshkw2oCW4wTkoHMStmUFLsnYvSYBIXoCL9wxOJg1iIwuDI0QvLvoTE5xtxMxtN5GJeCO3ZTaw69Dw3wg4yc2oa6MB6Pm4PD81wHRvg6fbh2ip8E6GmhNbQgL2XMQf3PstHL1njn+0/j1wvznH5JGAOELNq7Drq/1+Ixv4ZyrNMjS1EYqJK4kcG36zHUsGyOi/CiBZsGwfYa8bef4uIDi8TsFUBpID0FLGNmFrAl9Q3tIAZafGZEfJA9aXbQxJK7p1wPzNDkCL1U2OuaA5XKoYGCOTqOpEXbwJQsJlM0ls2eb+3JMP8Mz0EV7bXMOvvPY2tJ+fcsRCO6kiRzqc7G8wbzq8fnrA5Ni17PYsCQ91vZIEzIHfHqS5CEgZ2oX1+kyEkudSV+7ThSc2kiNHSauat0aTsfVMmGzOy3Niwzt5DoiW8vMosUfI5Ji/fXONeNdMyEkW1dU3kbSpAKNExCaFFT8jNUBqExIlHt0S0lzV5v6hw/QogFZdkYhECHst1odOkhXK4cj1caLm13dj6TG/mzB5uAE2HQMdV+K9pGkEJpGDvyXCuie4lROtgINfQvIHBUwfdXDrgESEOGVX6TjReCzCi/IMyPo9j9jMmYy4J3mXrAOGBa8qtI3JUAVZ1sJJ8Dy+Xrd95hkCdEdtz0l4QT1lUitcAShjJXog7hUti2oxCcgmHeaKMFBtz9jUV2kEd833arGWAG29PDBJ3dSk0wCxk2/fAmYoph9fA0TNog0A1HAagOgdwixwigglAseEBIeowISKG7GuDzmeDACNUDzWbFufSwXcRxumP2pMIcp97NcJfgX2RltGiXzLWhLqOKKtJkDkgWt4LABrhRsHhCYDl9R6oHEMTmTuJ2LgGSYlD1gVUsF8jBVcdv3ctVlSoWfNGxVvzbxD3dhtgLbhtWGWcPvwDHeao5HWLsVQCQEwSLnmOvzXh7+Ko/fP8VOrr4H7xATtad1RW30Ytc6DDxzKD6SdoGps4zimERmCvzGTUMWdoXJMAUY1z6v67ZAlg+cniTaXp6MFSdL/Xzkk2SuAE80dMIo+8++8LWxON9jrIibHDcLcsTpeXGfDtMQOyfltTD1KbhBklTU5/ucCcWCyOyu8//obAIBff/QMVp8/wN59yqHSM3BwzD+5tb9ETIST8xn8mcs7RP6u+huqz9NdhK3fAKxUweRSee9YG2VtkCz0+RSViZwISC2y660SHbNQ7BLaNaulm1NirYXsdinyYgowONlcS4hTJor6JYn3Dgs4SjCB53j4ticdrn0OmJw0WN106PaAOOU8K3FqzDMSGn9y0rFXA8ALb+PQXWuxvsHmErjEXiV5MWXuhe7Am1PC/H6AP1kXkONcCUi08kDvGCT5BLQR0SfEPaAjAIHrPjlzmN2NcKueUzakBJ2Sfg2OcwAGZogJLgifREL1Ry+CeEUIE97Ra/ZW3i0mjnDr2dymHjh2DOeuThA38qshfu0bXqBZMIVWxoBGlBXQoiCEPwbbC6Y5TnIsTpgI3O+ztsIMxyzQ82MGQpADDiqYN5wV8cxLAczJUI4YpdxuWdPigO4wIEycaKM0IFsZ21X97QSLDBT8WoMQonqXanYqmWWAhrbXFiY02s/SgFJvL4B8ak5F5Ho0Swe/Tplw3p5LQsS1uDd3sQhSDQJGnHsJ6vUlnjqJyvylBM5cvPA87xrU4GRsd26PDdqgKiND0YLVrTVQN5IXyL8wTXhifoZDt6q8doaAZFd5wq3xJ278Ih58YIF/v34/9j/t0SwluvaOBTnniBt8WwYoKjvsdw7X+V1zxm5sx4CMAifVwBCgYfOTQcVbfM1kjsl9mcg+aF9rRuIxTtkyUX2UfOdw7bmovLUByqDQoAMuvwHFzKM7+fMNx8aQkM1p4tDPPMLcoZsLCUwi0Gp8j4pnEuvBQsI9W9+KeP7OAzw1Ocbrm0N85u4tTB443oUKJ4Z34Ym5CfsB12YrrEOD1dEU8zPxghHX0q2gaQbxVn9L2VowLmiTapJL26TB83WwOjuwBUSAkN0MaQZoqHv1RmFvCMD3yaBqoF8QB+TK4eUhydqQXQcTsavoKjnEpkWzZI+H5izg4CxgcddnVXO3cOj2HfqFmNcSMLuf4I+FHCvJzlLrsb7m0R1AtC9gLkIECBqzI+V+bpZCss2mHUKatehnDiBkzxGdjAyQ5NmTCEwDwkxyzmx6jsOSiM1VBw3On/BwHTA5jfCriGYV2OVUYl74JcGvGvhNg82JY/LxTNy8J5SBWfS8y47C5XFdkqzaSQSJWTiVjjMIeFWNL/tnQPYycT0QNgQn5rEk0YWDJGQc3U2PCBddqBNxf3X7JBwgc99FGw0Zl825AKeE7HUXW24L5TVVCSFloVbSbWqkz1ziIH+E3J9IzOthIjUQDkJOEJldnqPLWZLdpgQMZG6M5qhKuY3VMykJ2ZgCSoROI5Dz9w7aIHNg7N8yj7NpSPIiqemPkyFyQkQb78d1CX4d4NbsxpxL1pYYoZZ0Pnqsrjt0+yXysu2bRKabRpblyvQ+ADIKjJT7VD3LPkO0urGpPXgKp4d/hkXEM4sjzCSC7LAMlrOtcw7AM/4c3/Xkz+H0Q1P8p82L2P+cgD8Y85h+gnG5tRh2C5wk01a6YdTfafu+8oEGIFylKAglVKCqpkJQvtbel+9HPca2LL0KZkZMwBru/qrlrQ1QLLq8ZOEalq2BLrsDDg2egJDguwAsgeZIFrrWI7aew6KLO50CFhsDxBK5KPBuMN1Z412H9xBB+K2jO+jfnGOy5kmVEw4mHhz9AmgPNpj6Hq+dHMA/atCeomQbbgoQsN9TLfpWNT/cbaQy8LfaSsemkBita2+FqvU59t0JBUSZ63Jum2ndLmQSu/FCjaKFSCWPDu/6a/fufiHJEudedswezYrV2O1pwCQkzAGJAMtABUSYv7mBO19zf8uiG6cNNvtCNhX1eVLg6gB0xXxDkUm2ftkbZEuIsxbdwuUgXZpkjs0LbAbhCL6E2Dq0x4TJSQ9aB7b/J0JqIjYHDqfPsWBuzjzaM4/mrEG71KBeSQLMBUwfdGjOnPAtlPMjWj8JJBdm8k88pdI01Yu2HQ/JAF+78BHEfblwUfRnPy9JJl3H5OUkC1fjCf1Ggve1xgxkwHXliqtzmQpIraTE2EJsBbg8kyPcMnDKu3zPUV5jA9Y02R0pUOYLselGbeX8LSmPOzgBdy17YdEsZLfmImWQOSjU23kowapkfGcw0hCCavomyrVJoI3hscD01xCUDZtH20J5Bw6izSv3hCmB9iERgUsiTtcltOcN2jPRsGwiB7bsE3JOHt1UNA5h5rG66UX7WIOTUl8WhNUyMyJYq/gZlIdC6WrdBNa3ZbOBBUcZDJh6JAfQIuCZ6SNML4sWNyjR/HQA3t0e4c888+/wt7oZPtc9i70vEJud88egHmOp/jmUWbvMJ0Or6/DjK/Pn8Hj+PW1dW6bcoEEvkpv2nNzDpn7a1shGVBqYAshS5ltfpby1AYoWS8zZhSZ3DJjhM/IO0oNVwRqoqIugdYBPCQ0Rpp6QJg3CjBPphTknzeski2eURH2xATaHEU/fPsLNyRleXV3Hy/duoD3imWQz/rqNLKTXI24dMnnj5GyG9tjBr3ggUc+Dwdkot/J9VnV/qc0SGB3YW4BG2i3b4sfQ/uD+vIgYYZa0DsQCzHoK5Yfp/cbmT33KxNqs2YkCeEQoRAlBv9lnsOJCyp4+fpXgVwGz+xEuROZ7zFqOgqlJ2WgQxl8FsghITeyo2pH2NOUAcQCAxiMsWo4LMjPeJArsFHBJ2/hzwuxeQnvcCzhJ4kXRCE8noT+I6K4Bq44TObq1y/ye9gSYPYyYPQjwK97psqqdyYr8U0DLjLDZk9xTJphebFPhoFgJZ8ZN1c8o/QOwdmRzoAKFxAWWuR12ccr8l0CIlEoIciqAx3X8jAwEDNgY8qRssSTCLf4LmbnQCYDamHpZUGSfqeYo/XYHoC/k9Gw/d8j5glLj2CzoVXLLw5T/Y9vU8Mcyx6Lj5wY1RTZRpS7bBO083UIj5rjpItJjO9dDQ1qfAJgXd+nNNcB1vo7HsimBCpXcGaYOm33iuDoLFBPU2FozAClWa7IFViw4sd+ddCyaNtD1agB8x0rywGSxwbOTB5jsDDVeyq4rIhjrfVV7D/+n5/4t/i/dH8Ld8BQWrzFIyWR2Q2ytCKsW+A83CXrtAEjs7Mcd57fW5oE8sEBp22RTP8xqzar7ZWMCFI25Fg1ol+VB0jW0REe+SvkvA6AAF09Ge1kChkmyhkQqAtWAZRjJURjvtOnhToHWSU6K1iPMGsSJl3wUDmd3HM7e0+Pthw8QE+EzJ7fQ3ZtjtqYqMq2SQfs5e+/cmC3RBY/ubILJBtBQ1mwjltgMySzSgOzGzC5iwNze2pHikjbTCdSgMl25HG0XWwNf6wFfrql3zFRNniHAKR4iki02IAf5ypopAQ26K83vlzg2eeVLvCNsVl5MEfpvCreOaM57TjQYE2YPE/o3HLo9L/wV5sHAgU0zQoL1K8L0OMCtCkBJkwabaw26Q0KYsISLktRP44QAyDbyZkWYnEiYfROTIrWcaoECQOtCzI1t4giwAtDWNwmbQ5bI+6/28OvA8ow84ozDjVNM8BvOPTV9CAkcx1lm2VtIAYuYK6dKDjaARfvTmF5yf7mEMFOiJ/N91KTp1iWYlZpAKy2JjAN9NpvEhOclLtbD6MujxVY1lrkQJsD6BhUz4Tkf5zg59fNytaiuu9ZBCeGx5bFg3ZvdBkjOZ1f0rKEI4Bg6cx6PlGpTD3SxhnkP8T1oOehcshv8AWi7aM5euARa8GYEFFDAQPLgqLdTickSSQjwVLwZZTzHlq+Lyn1SQGEFL7AtAYf1MfWoxtiw7+3fIwJ5TJDaEtuEG/tLPNEc777oiqXj4YCvmb6K//Pb/y1+pP+DOO5vYfEGsbbJ1MMSg6tvQf33kJM0dtnw/GixYE7W5wrs2cfoBtJcuwVYUPNVrLzxawY0FHlTrqli9Lqt0BZXkNG2PBZA+at/9a/iJ3/yJ/Hxj38c8/kc3/RN34S/9tf+Gt773vfma1JK+OEf/mH83b/7d/Hw4UN8wzd8A/6H/+F/wAc+8IF8zXq9xp//838e/+Sf/BMsl0v8oT/0h/CjP/qjePbZZx+v9iPCcavYXdYlvJREHNI6RcH6GpES5d5kEmupdgUxcqCuLsCdbxglEiHNW5zd2cfejSVuT0/x2uoaPvPykzgQYhW7UJbFOLacFK3d38C7iKP1DLTybLdr5WPs5LWoPPJODEq41eMCEjTSq+buqdTiFwgA/mbkpFUUUXmO5J2OqUeOhCsLld0x50qBhRSJR0lsJIu0oG0XRACQLIIa+8WAlEyK04lgvwkq3Nnm76fIJiVK7GXUrBo0ZxM0q4D5vQ6TUyvAOV5Jv+A4HGEKwHHcl/a0r7QvYd5idd1jc5jEhMJcAxIXZ1Xz6+badUxSpF6kquRMifOGg1wZoV0atrRTbJN4mfFiSF3gbmwc1tcbnN1hLkxzzm6nzYq9OJrzgMlxh+QI/cwjTgn91GFzSFjdEv6PmtK0n+xiMxgXVaEyzrgvUcwbeptqNGIZd65j7YuOK0cEJ9qY1Ahgn6YSgE/HY+L+TEAxz0iJ04SwkLYOQC9ASkGG1tf+1LHt15wlGwlFw+B5HBWiK5hPIvPIR0LqaKt+UT17gMzPieJRpoBFQXxsE9CkEhFXYqpUY3rHXL1I7lXB4mK5oPIE3LGmJEC84Ha8TO4Z40qMqrLz/DffMiKot4CYWcO3FB8KiLRfBt9gS5gCtxdnuO7OS447PSc37YosO1YigBYcyO273/nz+LHNt2DVX8PsniTyG/aZ+X0Ms41VO9+6o1oKfqpNkLxX136Aqk25XYrH6jLcsG9VBihmowDQitch5cJpXKux8XWZlmtYHgug/OzP/iy+93u/Fx/+8IfR9z3+0l/6S/iO7/gO/OZv/ib29vYAAH/9r/91/I2/8TfwEz/xE3jPe96Dv/yX/zL+8B/+w/jEJz6Bg4MDAMD3f//341/8i3+Bf/pP/ylu3bqFH/zBH8Qf/aN/FB/96Efhh4mrLip54maMlwd9EoBRL/KD60aelyB5N8LgAuLnYfC86qc9FQK6vQXO3ga8++YDAMBv3nsK+785we2PbUAhYXVTvU4oT64wTzhcrAEAx8sZ3DknUVP3vbzQ2HfpRFd1uuzyyIAq1xtCrxJZ/WDAmAVjaPvVU9VuwCzIyTQFOQtMwOYShwIQjaRLbVHtM8tbthJi7A2zkltjTI0bScDQ2OKFwX26QwDYE6YldHOHZuUEMHB2ZHZ3ToBjkLLZd9gcMHdkfj/Cn0mQNzUPNUwQDPNYyI8T2VVvOFusutFSAtpToD2VbLSQdmk8+nnD3IAcmwLFq0N3OWLqmj4C5g96NjXFCE3NECaE9U2gO4gs/FeOXU3PPJqzhOlJQnMeGaCdBrTHAc3KIzZebMlmjBNVY27U3m1kKCRrQBYU6v1hhZf+ruH8hTit5kkKwOQYmN9jd9jNgcPqJmFzHRkk5tHji2tmdtsVgJs94rwQdc24G8q//Ck6hiKbCZPkZ2pCytnDdTxmbY9+v9Es5Do55PgqIOXhyG5zmqpKpDbxhihBIgs7Dvpm6pZ3t2NCPWH7g6ReyuXSPElqes7aVrGxRMPfGLdJDI5jcJhqV9ldZRfRdfcN2L1eE4p31ojwq0zgi4i3LR7hwPqLo4CTq5QAqkBMBDCjiN+/+BRO3z3D/9R9I9Yf28f0AWUvvK0673h21eRAdeFWdwwGcaUlp3KKoO1CWSbsUmhZMGTbLZNmzTuT5NzhjUtivp2pnNIPyNynm4ld7x8rjwVQfvqnf7r6+8d//Mfx5JNP4qMf/Si+5Vu+BSkl/K2/9bfwl/7SX8If/+N/HADwD/7BP8BTTz2Ff/yP/zG+53u+B0dHR/j7f//v4x/+w3+Ib//2bwcA/KN/9I/w3HPP4V//63+NP/JH/sjVK2Q6Rc0yWyrCsZLjspv7FaFbPsslmQdzx+muLNu3Ofz68QtTpBfP8c79e7i7OsCjl6/j2U/1mL1yAgBoTiZoz2ZY3WDh0O3zojefdOiix9nJDBNJcpY1CAk5xklV/7ywggVFrBdHRMCHEhwMQNba5Mi0FagwzTxU06Fcz99r2sSZy6gI2SRbcOshxJqYlBdYByMcHe+eVcgMtSP63TaWynCh3jLdkblG6homQJIgU1XMkF7IqOuEWRcwe8Rt2J4LKNC+jxGuC/CbxKa3QExIlLrFSQQ5JjsmSAZgJdlGZNCWJpxJOcwN30eb0QADSoBbEaYPEiYPNqBVXwFRzh/FOYn6RUTYZ4+TteSRaZYOzTmDlulRwvxeX7/L5EBCQjZ9NGeE9kRiqDhIxmLkEPpVFFpCSfNgj1ULq2jLREuSeTsJEo2Y0IhQbVZAr4kOIXly7AIK5ABrpAy8AZekDATzuxkLOlaiJNdMoQAe1wHNksEfC3PZJSqY1vHbqdkHEmRPFnB9R6A8brJXj4KCnpA6x8BY4plkgqTtf62yXdvS6K+SC4n7za8Trw1abY8ctyROSDRfyPPJBuqr+SFGeg234lqHvJ7S9mXJgO3BY3eCLBsHJR8swtiuW8NrbJ3Sosc75/ewt8ODB6jBylCbsgvIRAB71OPb938D5++b4H/ufw/oY3NMH2HnpukyRU3WgsT62mE7VFzDywS/BRvVMw2AHwMnQ9CnssHyrSChKGT8R+kTC5ysGfGq5UvioBwdHQEAbt68CQD47Gc/i9dffx3f8R3fka+ZTqf41m/9VnzkIx/B93zP9+CjH/0ouq6rrnnmmWfwwQ9+EB/5yEdGAcp6vcZ6vc5/Hx8XG+IYYh+1+Y2VhHEmlOWoOHCiGlssIHGD4yJ0+hsLHL8IvOfpu5i6Hp96+AQOPu0xf+2EzQOO4M82mIWI9mSCfuFx9I4WaRbRuohHyzno3gTTB2D0PxlMyKGw9mAbuAMT8ZTAZISCui5SSHnguw7VQKx2VxaND96nJS++oj7e0sjIO5IjFtgKVFSIqfYEQPBG7e2TIeZS3cd5h1/AmS7aY8QwFhhM0tTjebcMnUyWCMkPo8hZZn3HHjTNWQAi0B9MgYMp3CbArTrQOmDvtYDYeHQHnsO5zyUOy0R2py2/uz12mJwGuKUQZIVI1B9Msbrh0O2JW22EuJ2WJG0KApo1Jyv0yy6bGZOkvAdBsjmT0SJwjJTkIsIBYS0h46cPHCh6NKuEMC3X54VE+td1wOQI2HudgVgS7RO7c0vyyBllsBvVTVc1dtI3dlw4AdRRMhU3S8CfIJsG1zcIK18Ep7ZfJtzZPtbh0HMiSOVixSZtCy4a+XXAq+hc+ZuTVlL2KlKTIUeVLZscnlcl/xC3RYn1Y12tWaOX2LvLxFSiIBykBFBHldYqv0pBSgX26imnY2ByQpg8YuEepoRePeQkU7mXuEQKWLjvSCI/16BFxx+vrQqI+cOzaXZrApr1wQKQhO15Grdu3erf6nBeC4vpzZo3hrgpeWC2zxFkbblIezLUllx2z4Hr8B0Hv46j983xU8uvgfvEBJPjMkZ2vmoAWCqy7AiI5pPlmp1fYOZwvo3yKfMMMrdcJjTrZ1XzMMl86STqsPU2VSyTaorAZeWLBigpJfzAD/wAvvmbvxkf/OAHAQCvv/46AOCpp56qrn3qqafw0ksv5Wsmkwlu3LixdY3ePyx/9a/+VfzwD//w7soY5JcZ4VWn2CRUsuvZekZ9nIb3j91jwYncTykhOYeTZ6foX1zhnfv38Mb6APc+fx3PvhTgzjvkNOcpwa16/tdNkZoJ/B4z9O4/2MfByw4HXwjZdZR3d2R2rQbNyqSMMABlSIgFtwsFS3jjxcoZzRF7CA0WV+F7ZETsBhNmuCgMF1AFRFbl3XAyPLsLSuoJoUg7oagSRQgQTEbZAUCC6f+8e1FSrS85lXIgIdvPKjAs8PEJac0RWxN5xNYhzNg05ALzO/yKo3IevtSDE/Ox8O4WxDl39jnwXvIs6NuTAAoF9aa2weZai831EiiOTVIE8uX7AYB6DtU/fdSBNn01ZlPDvBQQq/WzB0gSwKAxInxCmgT0C0I/pRyp17ZZcsjaE9X6tKcRzTKgX7BJqFklTE5TFtxBd+JtEXCVm7MuVlZIJSax7r8SMX+zgwsJ/Zzj0qyvcUj3OOV7s3kzUQVsAQCRA5K1JyVuTpiysA2TVAB33v2ZsWmBw2RboNCeuAxLO8UJSgTeaMb2RgFKYvdgMy90/hRvByreVAKiaMMZrPM41k3GANwB0haD+Z2rrRqvYz6yvkFZS6WaDQ3Y5leQPD7iJo5U8dZ0vQmqaWl3IYYtOcuHCVvr8WWl1mgPzg3XNG1fk2V+rIR5whMHZ7jVcOjXXeBj6z5znUe61Bx0063w31z/FTz4wAL/rnsfDn67QXs6Jm/M+qTto49WTbwOIdt+I6+/1GRCV2/+LXPO2OMMOBpTEHCAzsTxTsx6mvvqMVDHFw1Q/tyf+3P4tV/7Nfz7f//vtz9gwMlIKW0dG5aLrvmLf/Ev4gd+4Afy38fHx3juuefKzmwgKEd7QxaJIfGw0pBsPWu4KhDGM1uhEhThYIqTFxxevPMm5r7DR+89h73PNZi/cc473kGadISIMGuwvgHsLdZYBw93d4Jrn+uxeGXJXkFTz14YxpWZVeyUd60ZtEDAifFYGGo6YhZIGsci5UmSiO2nBBQVX975SbUtYVDbNg0WkFTuqxYcqYuPGnMCvDtTW6nca2PKaFM5oKif9XmaYVaFjd15qmZHu7L6nWduxW0x4IRBlJhNAmXB2y3YHJe8cEt6Ly7NTH7lJIoR00f8Df2MibfJE6bHPSZHm9o+3XC/BtmVF0Faoo1qYDEfiHP6nGyYXAsw4G04oGBvTEQaSZRV6pRNCqkhxI7QnhB8x2kY8oJZuYUhh52fnCU0q4DmdIMwm2N1g0Fze57QLBP8hgPLaV4hFsgMgPoFu4Hn4IZN6UO/ZvAzv99j9uoJsOkw8R6z/SnWt+c4eb7FeStmMx0LAt5UKiZijUyO5dFzf+UAf5FTJ2RNgN356b7Ezn2zDCUAaFKJkJzK+LFcgJx9WD04QsrebjlQm7w/NpTde7s94aOUz8mFzPyxoMVqIuwGJd/XM9HXdUB3SNgcmG/XbxRTVj8vCQ6Vv1ZSVqibPtBCcgAdcD+C0sUbFFN2abSz2dX+rRuRgUalevbIRihrUEY2ZckB/V7EcwePcMudPRbnBLgcpASpnKcETwnP+BP8qSd+AasPtfil/l3Y/6xHc15/fP62oQbfgrK0fWwn0LCiaof8s+/Ix4bX6lp7RXBk78v3BBGTlPKmT/ufApCWFzxnUL4ogPJ93/d9+Of//J/j3/7bf1t53ty5cwcAa0mefvrpfPzu3btZq3Lnzh1sNhs8fPiw0qLcvXsX3/RN3zT6vul0iul0OnpurNgJoaDkqtFlK0+eUbACjGpg9JQnnD07w/k7Ojy79wgPNnt49ZWbePqlCH8qAcKsF1CIgCOsb7RY34q4OVvjeDXF9L7D7M0V3BEzzhvvkLxHmnHslTDzCDOPOGEh0C0k/ooQSrP6TsiH0SJZbxaAqAtCAQYWuOSiC5jm5FCAYhb97JZp36XVGSBtJjYWUEOphAXPhEC141sEXmmt5BmqZpb3OQCQSZLjXth7TJ2r3enIjkB3kiRCP0wI/UKSIBquRgcJ7d97WeBTDl7WrEXTsmZPGgocXh9JCNsxoj0NbHIJLkc8zQkWHZBzxiQJCDUg4KXWo9v3kiHZrGYkvI3IbQwAMSR2l34ENKuEzV7JcYQEwFEmOrsN58Rpz0p00UQc5XX5JIPa9syhPWWvIRVuzZqjkk7OElrJxxQb1rL088L255wx4AzPT+zBrYNcyzmJimZHeEyDAIV2vMCBOTySSZg0FoMRXlnDOigJIpwlNkxlJxcNXJ4v2k5mzACSN2iPypqzZrJtATEFQCUP9CDQvJzTiuj9ZDZOCSP1VvCjz8/gWtJneKBbIMdZqorwfZJLjD7kPVlzIwkPfVfGwOSIxzTnKjPtj1TMzraeMi+BASgcNrz0nRXI1SW70pXYa0ZMeXZ+p72Ady7uYSE+5I/jrQPUZp2QCJ5SBibD4inhheYh/vRTP4/zD03wW/0L2Pu8y0EnAQBR5v4AWOzSHJk9A/85fPVFbWPBa6qPVcBxAE52bvYHz6ruSWzmoZiAVVlrKTJgd11COuu3nrWrPBZASSnh+77v+/DP/tk/w7/5N/8G73jHO6rz73jHO3Dnzh38zM/8DL72a78WALDZbPCzP/uz+Gt/7a8BAL7+678ebdviZ37mZ/Cd3/mdAIDXXnsNH/vYx/DX//pff5zqjKLyqr5D04wZtBfdqyDFprpkL4GRG6z9ro/or81w9E6PZ557EwftCr/+8BnMXp5g8cYqh47eCoTTcqjodH2D1gecnc5w/X6CP9sUMNT1oD6Auh7ujNB4D3j2IInTBmHeIMwc74Yhi3Pi3XE/dSbqLXIk2gRU0SW5bsjh6Cs7d1ZlD2aGAhwd+A4g5R4YDcuWOnpkgtldBWtGwFF2h5cSV7RagDTIV6JMDbJmoAocDRdrIVRmHo/ZNTCRWDRKiduvX7DKe2xnwblvUmGxR8BtHOcgOgcmRx7z+w7tWc8uwoHd06cP1rixiej3PPoZB8DqDox5qDGAYRkrExGcQ5xwZONg090TgJ4Xh8x1kL6gNcGvEoMlDT5md+jSJn7FBFG3Zrfo5IlNRQ7s/jtjIu7mOkf+pV60LkvOmuw3CZPjhNnDgGbZI1GJx8KZb3ky9jOH+MSEBbRnbku3R9gcUu0arEI08abD9m0/5wi0SJQ1AcnzcQsmtzSu0k9+RfAbZPMmCBLboQDFZO9RoSHzJMwT4kQWlwi4OfJAd33RTpAs4Lp5qDKPa13WVPFZNAKudbfOwGcgu3OC0gkH/dvyqUV9fx4X2rzKkfEljkuYEhavJ0xOOBUHa1FMm+oj0whQGXlvZfrJ67IAERhAk8x6aTde1hRhNhn6fru+xEnC4voS75m/jtljRpC1xQIS/T3Kix3SFnB5sb2P//6Zn8PfDg0+G9+GxasFpCRHiKjD4NtxMApSUMbfrra1vJUtMDIc+1qqdjXHcAmwNPfnuRASfAf4TYRfcXJK18csSykmhM1qvPIj5bEAyvd+7/fiH//jf4yf+qmfwsHBQeaMXLt2DfP5HESE7//+78df+St/Be9+97vx7ne/G3/lr/wVLBYL/Kk/9afytX/mz/wZ/OAP/iBu3bqFmzdv4s//+T+PD33oQ9mr58oljTf6UPW4s2jHWP7JBaiRkfyuurBmYfnUDGdv7/E1hw+wDC1eeuMWbryc0Dxab10PAHCEcDDD6jZhfrBCiA7p4QTz+5E5BlrULCRh+DUvCwFwp8Qaloa1LOymyryIRMTZR2cN+r0W3YFHt3AlHPpU7MtChotUPDWYg1EWkxIVtRbySYSZ7vpSBKAZkAkVf8US2obqa9svCciCEigTOC+A1huiKV4dmTPjlXeC4gKaht9RXpo04NtgkSheDchupv2cFz0SsqnlQ+RvNV4tGvTKHUIW9wbtmZfcRAnNSpK2rSOaM/bKiRJGvDtoipvzBJg+Spje70Cd4bA0Dv3cy7NF8yL958TFvFp4CJmDAAUsWeiX+eOCaE/OWftDIXK6h0byzKw1YnJCWCTEWWnDjcSAcWtg8brD7GHI2hG3JjRnCnQ46m1sHZNRJ4QgZE0kznvEmivhQKRUg2pdjLUtPM+R4AFMS39srQl2t56Ef7FmjyF7nEEEc5D6PQYhlYebDbhm+x3IAcxUO+WCAjiAIkk2cBTtJQACm6eaJdCepOxVFVsSYEx53sRJXRckNnU1K35f2JP6A1vWagUG+acd88O5KLyb2II1KiauD2DWhws2i7aO+dFb63a6UDhvFa3bMFyCPU88/54+PMUzzcN86qoclKuWmBeAcqyliK+avI7vfvYj+Dv9t+DVeAeL19nTS82uUB6ccAaT7K4y8X+sDNvHbiQNWMib8ZEHXaV9FZzkfZgdOyjrp+bzcX1Co6k4VpGjXHchy6qcFiRevd0fC6D82I/9GADg277t26rjP/7jP47v/u7vBgD8hb/wF7BcLvFn/+yfzYHa/tW/+lc5BgoA/M2/+TfRNA2+8zu/Mwdq+4mf+InHi4GiZWQwV7sBECARPbeuEX6FqiirCLLaiNlukIz3yGAmyD1x0eLkOY/rzzzAYbvCp46fgP/cDAevdJwUzlybfyfC5nqL1e2EW/M1zjYtpm96zB6s2NtH35e5GcNZLccDCxBCXz2fUgLWHF7dHzlMWo80bRGmHmHRsGp9wRqWfmFyCmVBiy2XY15sUYS5qItV+1LUxLoboppoOyDdDs02FfAcNrVZaHO/B6q7RHdQaoJSjxgBJkiow6Tre6sXYUvTogTQrCHxAAdlE6GkdoCthbLYYsMUHBp8Xrg/rnMsIDcywZeRdyBdhL+3weyBmDwaYhBzUoPd1Dj0+55jsUwSx9QQrBAcmOejnhZ5h87q1jBhs4tSOrTuanphDUqEW/egkBAWnIwxg5ylq9pQhXSaSDTeCSE84nlFHQdKSROP7qBlzVTPuyy/Zv4KCGgVsAhXo59yrKBujwFMCZ5mQAEUfCpwNS68Qx6S6XIFZG4jwdwaZC4J9QAZLxc40RwouDbCJOe9sURg+b3wmRLPFSUrWymvHwAwiNlo30p/rZLEMqKsHVlfF1K1+TbqWfOCJABJq6OCykoca2LdHrL5JtU+xQboJY1Hbleg8MTMnNT7t4jzO8rYRjNzVIxgzNoi+ebokTV6w/4tWrCEWzPOYGzLVbkolmMyPO6kcgpQxjQqXzP9Ar7r+Z/H3wvfjAfhCczuUo5VBTDHLZsyUZb4oYuxli2gEGtgp2Y/5npRGR/6b3A/P3MQLVYv0UPJjCEUcMKgmOVrsxatySbCbUKRoU4FhDheXNjadXlsE89lhYjwQz/0Q/ihH/qhndfMZjP8yI/8CH7kR37kcV5/eVFNyHBHDtSCD0COhaKCLBpwImWMoVy5ZA2uX9+a4ezZhA9cf4h1aPDZN27h+meByf1l7qBhSa3H+e0G/a0Os6bH/UfXcfBmQnO8Lt9EBM0mmkdQ7vwdk0zj4A/eSR3zCNwZ0D7g92uIft2xd3s1p0X/adK/odaj2vVoqHZNS28ngXo7KAYUt2ir/bC5hHTRS8MdM5AnTH4udixQQAYqCqKQtI513pj8CiNwKzW0I1bdb7hiOeidFhtEzCw4Wl8Ne5/DQYtA1eNM7GTAovXym5STIHLkWaDfn8BNPOeHCgFwLgs1vwEHv9O8LtOE0IIDfwnedT0TbV2fsD50bPYzwlRDWDdLznTr14EXnJQQppzRuxcVPyfFY+0A9ym7ISfPJiAkFrheIi1z+E2P1Q2P5W1GEBzpVnk6zF2hmEAb/r1FyFF+YyMeVZ4QxN03p0KwXCtJHhc1MqsDu7XbYWSAamyBTsx77N1CZhwLwLRA2nBGclJLIAecSz5lgFCbMRjUZuCSx4uZKE7nmxAM+xLHpOm4jULHPKBMU9HPlIR/Ol/9qkiEHHel2gSIgBwKLygYkHVRjocpR5ZVrksZ3OZXBTfDQvmSzJdxOr+0jkNQkhuonK+eZwnug/fofalJOGjXcKNBSa5ednFO4kCqK2hRQNNSxIfnn8P5C1P8vc03Yd1fx/QBZU311ppu1pxtLZP9AzV4k00hGY22zglubxqVjcVLkl86RjSuzHnE40Lf5WVM+mVgzpV2sAMSHG+erwgGh+Wtn4tn0OCVurFajerz+rvVovDBbeDBz6BKi1IQJP9M3uP8yQbx6RUOJ0u8tjwEfX6O/Vc4Y231HHNf2J9i+QRhdo1XuP5ogvn9xPdUwGRQdh2354dal6EmJnE+Idr0cOcbtESYvuk4CeKiQT9vWLU8I9ayLDSCJnKsFPv4PEl8EcbVcbsjSKyFyZoXARyV27QCFnHvzIuoKXY3BQz6Xa8x2C4PCRuMbAhSNNcQlXPKS3A9gA0L+UQQIm+d6C6JMCzbDQiBVoSePhvluxTcxYZAs1Jn1xP8itCsEyhw2gMXJKfQmvPtUEholgEHXyC0Zw6ba45z7SwSm3wmjArzM0/ZM4dSAZ5ZzR+LB0ezkqizqwD0EWnqmSOzoJKZ2rQ5J2gsmZ9VAdieJThR96IPcFOm9W8OgX4/CXnUiSBms47bsMagWSZMHwU0Z/wPhJwIkQOmiVlIyOJhasZoCzhHeRxFzZdjhan0e862DOZduIWAR81KDYlka8YgJdE0rTiBowvJ5I0SE468L0wS57SCmYIuj+BqHYttQr9HZa2JQJwWIOs2NO6xEhlcMW+FTQntCZOXuQ7iUbUn36vrXjIbCUpGG8EHKUgk2p69fgrHqRaoO4HJJWWUG6F9M7IU50sIO9cFfW7yQJoHPDk9+aL5Jwo0LEAZghJbIopmRcuMAr5p8SmcvHOGf7D+BnS/tY/JEZDTD+hChpQ1biiHKmBSKd3kv5LXzQSc1H6JEC1ZjqO+szBYfWlEZgAAlmtJREFUoVKdwftUY6jmOCW++jVHpyahOuQNIYFlkXJQ0mhX7SxvbYBiGvAym1qOK5FXgcENu4hkACqOyth1KSHstTh/mvDErRO0FPH5R9ex9wph+nANjY2SH2cA0OawxfpWwvXFCuddi8l9j9n9jeyMdSU0Py/TYlV8Gto6l4nDQ6+kDFgiaNXBHQOtd1xv4bCEWcNch30O/94viiDILs6GfJs9aIwAsxOnvL/8c4M1ZKhdGboDY7hADUHpyI6j0qwbrY1er+6hGbwYUKGmDV3rUgd4BbpSX3UhjVbwB45xUblPmromvdQNmkae1ZPR9mTiZYILXsBERHvSoz0jxDeIXZvnhM0+oZdsxv2ChU97SmiXMb/bCgMlSLugwjfAbZgXEyZsEuznLOD03iJo5UPk0a7nGCqzh4ETIwYzcfRy6T9NiJjbV9yjm3OH/c8TDj8X2LQlqQWSZG1OjoBTBgSxJYSZQz/jyMChFQDpS8TUfla4G3YcEpCFRXLMeaGUQG2pto7tehxQ5omkyIs1hGfCJj3WgviG8hyJU6NdscV0fJikbLLSzA9ayNRHxxwLC8qmodgwWJk9jMz/6RKiJ6yve5w947C5NgLqBT1l81gqIKw55/ey91rK7833X1SGpqzc4Aag77jNxkCq24oHkPUktM/VEtuE2bU1XpzdRTtYuC3gGJpvLitDAHIRYNFy4Dp8+8HHcPSeOf5vm68FPjVHewqO/I0CMHhSoVqD7Ngcms1GY5fo2jW62a77LvPvhpeZNc88FurmT0k2Shs202pW9Wxa94Owb0PP2CuUtzZAuaBY21lVVJg41LEorqL9M3wUDSOvA2BzfYLlnYj3HTxClxxO7+3hmdcj3LLLiLJ6h4TDX93y6G72WLQdXn90gNk94hgXMQHeVe+9kKSbv5t3lhnJ2nqbazJIGQ1AR/z+EEF9ADaAX27gAUy8Q5y2iIuWXZ2nEptlwYIrx2cxWZWrQa7oPhYhn+3KyZyL5W9ArrXeaYSSW0gjFqI+v0tNPHqMypjRZ5HgNmoMILG7lyGgUpu+B2IHaFpxK/yHk37MLDUkKzJ/xWw9RLgHR4gRoAmb4/zGsYmoZ81Hcw5Mj0iCprGGIXmO1dKcR2wOxetrAMbUldZ1CV4WHgBIE43Bo6aMBETKPAmS3FdWiLdnwPRRXwjfRIiTJsdeYZMECxrnVTPHPJogEWQ3jxySo2wiIk8IexNsDifoFg6+4+/1q8AJEUXDEhvmsjAwIUMMF9Olmiy9gt3E6wJM+5P5Z00JVGz2agJ1EnuFgUsSMmwZdLFhLUYHKt44BJC2QZMy/0vnRNJ8YmagaA4iFVh53IiZL3rmylAE1ofcdu058wOY4wR2h85aFOQMzsNEb5ng26UMlhW8jJadW30DUgiGz2fa9LJSzVVCNuUNNimWvBumwFMHZ3hb+2AUhKi2YxfPxJahJmVMUzL8e1huuTX+2LVfxtn7pvh/dh8CfWaC9gzZ0YA3YexFSj6V9VC/0Q363ILs4cYPDHCHmiireUsYdM1w8zQsupmSd/M4j3BqwgVAjvIGAmSTj1K9SblC+S8LoFygXbBokjuaMqIbuiIjlfPluI56EewD0uzylgc9scJBu8Zr54do32wwfSBuwtpBA5AS9qY4f9JheuMMRAnrRzNcv8eERGuisbyXizgwu67L70Z5/6gmxRYv4GU4nvoAFyLcasODh4g9O6YNwqJFP/cMWPac2Kt59xpmxT4PYauTLsRmgiWrtVDBXu0mCiHM2QW6UuWj0oro9aOkXDMhM4nQaAbyxB3GkqBS17xA6MKbZMGXRb/6Dn2n7oaUcDnczeo7pO+26izyTV1fo2czR66e4eW4wDbi6UnMQKmfE9aHJJqC7Tqyl08CdRHqoRa9kxw8SciZqYCaQGwao9LGnAsmoTnrSic3HnHm0c9EEKtnS5QPJuSooGEq5DvhwXAwwQSEhHQwxeqGx/mTfE9z7jE5adCeRTRLJt36Df8EAc2E46potubYCGBRs6WEd69SPBADhKGGjqO78mYhh9MHCy7VQIWpZGkWl18LuLPZUNTlzTmb3FKjwRf5fdGnouFLA6Bix4T0mxKtw0xBZEK/IKxvEPzGs+msS4gaUkrvz4RN8536OyGb/RSY5tMXyeKdhDBU4LsCgvpMA46y67HOGQPMxjx3hhyVMEu4s3eM6+58NMiaQ6qIrWNlDLwMSbH2/otATgDhjj/H//bmf8Tx+6f4d5v3gV5q0CwNJshrVMkHtbX26PfrmEpAjgw+ACP5XDL32ceZvsgbRdsHw+v0mpDyJsZt2AysG2NqEmJ0gBNvPU9i5nH1RvOS8pYHKIlkcRtLKLV1rYllMnAxtcqonaHtRx+aEPamWD5FuH3jBA4Jrxxdw+J1QnvaYStfjyndtQlWtxOuLdZY9Q3aBw1m93vuSOe2QQZQQI4D7+DGAOnY+6I5twukWNOQcYOuCLnD94mWxa86+JMVJs4xYJkwaIkThzBz6PY8R2AV/kL2FLI7H3mk8liytiUoWkcR2gZIqDeM8hNywjsyuwzIZzS7Nwejxa6r7oJjMAuF1HXLc8yV66rswNjGiVsB6TSUt4I0BUZGsOQEXeIxVEi8lAOoaR4mdVtNDhwgb3T3ZSpXZREG0pQ/IEWOROo24AqYNvIrwvQ4wC27PIZS49AvPMKMgUVWCVuQFGVcJEKzAmaPJEWE5i4ybRRboDtMWN0WAb30aFaeY7CsmOTbnkfm66wjmjO2k8eWwUqYcjwWDueugl1Ivm1pyygxSGr+CCpiN1ICWsFpwjlCqkm0nJLejAU1pa0TaMltlvNuofRj1vbsIjAKsdn1TPbNWhgCknhT9cKrYYBWt+MWANb5FVkrw+RuMn1Vb7lrgL1LqpVDlid4GRFUPTFLfctmZAzk25KmEU/OTrFHXXV8F+H1siBsWiyw0b+Bq5mKAgjPNCf4k0/8Ik6/aopfDe/E4mUes1saVtVW6VqnfUqmjyHnwGt6dl0G8nqpxOPKRERFBmxpWcz77JqfzYk95yfz6wjaRAYnQTScABAjXC/0AHjkWEuE8vsVylseoOQd3wCJV+WiMTO8/jKex/A8ETY3Jji/E/Hi3gnWscHpm2LeWfXbYMEB6Nm8s7zl0d3qMW873DvZw/Q+oT3pavOM3jN8hv1dQdAuV2RbLtKw7dKm2AE1HFzelffFBEQOJueXxOEqHDHYaj3HYlm06Pc4Fouag1RAZNDizAQRsKJqTopUTT4AtbCmAhSyRwD4nA9A6otAqVSmdoeGcs+FvLpBM6s2A5C6qtYlmvOkQKF8g1XVZoLcYCxXatm0rbYtO/4iNLPpgoA0KcKjWgRtO9ndqwML71nDtuUQ4dcBs4cRmwOOaKc5crJWqpXQ/FK/9gyYPuyrnEGp9ej2PPoFSrZfBxAVEqh+B3NQgMlxgFsbDot3Oa+SE9Aa5hFhD+iuAdCw8x3Brxz8ymHyKOHglYDp6ZoXSCYOiXYjASt9L3sJRclrpBo5Jt5KfqEJOGiaajhsN5j268UFmGZAUDfmtvak0QGXPHtFqLZFybe6UepEE8JEXb25jAvXS/RYAW1+zZoZTdTJYe1ZozAsqUnsIZ/N1mAXaoIE3eN7ghKjk/lQ890qOGko6QSNJPOOYXsNTRB5HOSmKvfpeIuSTNLmCKsfDtCixzPTR5hS2NKeqIlGwcYwlskQgOwCLY8DTmx5d3sf3/30z+Fvhxaf2DyPxSscyK0Qlk3z6bqdFAAMuqBqP6pMiwpMrCmoAMoazFTFgpRkxppoV/2KTTuuj+DEp+bekECJvSBcjGUh/p2Mg/Kfc9kiWpU5XJfhcSMIyuTjCWFD3o8RcSlxyPKzpxrQnSV775xfw+QNY97ZARr6wxlOn3WY3zqFo4TlwzmeuJvgV33mLgCozEg7i7/gmks0QY+lLRqWIXlXwUtEDWRiBJ338OfrEotl0nCOoRlHwA0zN+AJoPAENFjcgJ8CmMlrJsfQFls0FinbrrMpwg9+x3ZfD9XGfPDipsm7OnFdtaAgEqpEjnYXVIES2v6WamdFGN896t+6q9J2MkJEvyGP98H8SQ2w2XdIrkGYOjRLdk+f3evgVwndKwVgdgtCvyeRXCVwGxKhORfzTi/uWo6jHm8kEql1t3Y+Zdf0DDQ7MRGddMUlCEDykptKuUKheLbAicBtmIza7/M1m2sOkxOH+Rd6ucah3yesrnnEFhLHQdwlN+zBlPuZVLsinkIz5VopSXwQMA1m/Ej/WFKxmndAXNd+LmH/xdzFsYQSPFiz4ruERB7dvmkzSH4i3dFuIHFt+J3NGbD/WmT+T0hYX29w8pzP2pmhCp/Hf6qEI4AcwE5jAFUaEyvAdhQe27R1Xx6COvbsGozt8WjX6EyMtUBvZOmLDTDfW+P5yb0KPIREW/yRoUZEjwE1UBmag65k1tnBb/FIeN/kTXz3234OP9pN8Er3NBavFaJzNrHpGlDQGtdi+EpzTXIkfWMWAXOdBdLbBOTx33WtbZacmqM5D3BdYM2mxtwCyuY6AhQCsvJK5CE9ho3nrQ1QDDADiRPVCHgfG7zVREyyg5GFYUyLsmv8hXmL8zuEJ26w987rxweY3xXzTvUAfiabIgjLp6Y4fybiqb0ljpYzTN5osLjXS6yLcVAzxkkZDootk00GD3W72fIlgZRB3SqgYgGTLxWgjl1O3TmhUa+MRrQsU89J7xY+h+fv51TisGTVO/JinzMz6ycYjYqaCziYnOwssrmrzjeUHLIaPQtxFXpju4t84+CUXUz0ufaCDCj5uoqDM9SWJVR8nPw+A36qugzAyhZ/QsF2rI8Pv4k1KEBsGDj6tUMjQZjasx6TR7GY1aYe3V6DzaGE6N93AAHz+wHulIE6h9sn9IuG43fMEsdJkfenoC7YGqEXmJwTpscR/mxdxjIR0oy9ibKnVJK4JVEFrZgAGg4nH2cRYZ4yR4c6jWrbYHONsL7B3+42zAVhzovsEiUWC8eiIbTqFdQat+aZuBSbDOP5/XZ3b4W59Fv0QFyIsBOg5Tp55gxolhzET917NbaFVb+rGzBFIE5YwE0fJUwfdJi+eQ5adfCrfaxuzrG5zoRrzrVTSN5qQrLk3ey2HMDJLjWsgAUGdujlbxvZzcnxXYA4v9MAjtHH6ObCmEuztmUwR+Mk4cn9czzZnFyYNweog66NHR+CF8tBsUHZHrd4JHxo8hq++/mP4Ee7b8WjcBvzNySQG0Y2KLpWWFOnXfuhgBDIG20BKbpRgflp3ZxHNTIWoESOWTQ5DmhP+xwllvpae5J5KCkVs2yM5vxXCkBBGZQ7UaAKAYe88A2vtQK6AjVXGG+b6xOsnox4//4RIginDxZ4+s1YYp8MwEYiQtyf4PQZD//EOTwlPLq/j5ufByYPN/U9ANted3FRgOxNZL+F28OAkyHgMjyUL6nsAFDV7xkgDSSvqZcCFiw7eCI0npC8R5qWAHK8Y2Uvkm6Pc87EpghcNMgxVaoxoTFNtFpDVnsqE5sCC8pkbfhqLqHy7BJzAGVRRXne8HfdEdoxlRfY/B84w7S9Xd5Z+CO1gKPeDC+jSSFCLUSM0LQqW6uFqurueOElSoCYO4K46LqevWY0DovrophzejTnhLkD4oQBSnvUQbN3J0Qx91HhEyWUMPRJvGKkjV1gE8fkqAetDNh3nCqgnxXuiApTzSisGorUcOLEEBz8itAuU7GThygB4djs0S+4YVxHwhnh+DNuI3FOzphk3J4GUM85rqYSh4UBivyupkppMwVR7G1mzDtA3mAl04dMuuUDYcbB2CoQOrLh4jgyyIJbQ9F3Bw0oLeDWAf1+y2OjBxwYnDRLZF6XJwhxWTzGkpjIlnw+B/OTQZk1mmOghErMnbHN4dZxbQPDBbwopppuILbMsagBuRJkD9xSmptPWCCiwOKLcTO+CkgZ5u+pNDly/4QiPjx7Cd/1jv+Av9N9M1bhOmb3SsykbSCY6s3G0MljrIx9nrYZBu1tH2fFRpeYhH7WS6RYASYh8TwH8oJEGrpCwYmtY7y68HlrA5StiTuuRckDf0fn5Q52AIomGRdmNhaUuLrpQU8tcWd2gleXh2jvtpg9EB6JCOUq50vrcfrcHKdvj7hxeI6z9QST11rsvxLg1n2tHdF32U9Wl2UtFxFiTV0vAynbiRVrYLWzjBFsh+fGND/6zrFHhiRcFt6BtwD71EvE236vQb/w2fOiW3CY/uza7JDV/zmmiX2+7rrUm0JqMfS0yEPGglWCiRaKSuDYnXL+SPl7S5M3uMd6J9hrUgKPQRP8LqcasJcmU18gx2DR92bTgApzXfiGgsLlqVRI0ZQyATc2rNHKRb6NeRNiIhHgklqH/sYCbhM4IGAf0R5vcPiSQ3vqsTl06PaQtWM5e7ME58smIgE5AGQMePTiqaJ5mFhDlkBk+rIHXOJvmD4kzO5tGOy0Tf42ri9rdFLLXJY4I/SBBTR1DGj9mtDfdbh2HtEsO/g1ATEhTRw21PL3b3hCafC+0EpsFgEtYcrAWmOJZHPH1rhJhtdT+kjjrijozO0v4DVrxiJnMe7nDstbEwmRj5xeQdM+6HjSzZsLZvlLxSsoNkrsLRNplzwf5ceOalNQzxPaPr69kTRAXImyFvDZax0Q5xF3ZseYUT8ap2ToYgzgSgTZsWJNRsP7h+Hv7bsABiozCvh989/G6Ysz/E/rb8Sm28fkEUwoBrPLMoUG7Zj02pFNU0VKHrbzrmfL/b5jwnlzHjj5n3jsWNNOVUxsreqZ0YCZK5S3NkAZTmwggxRj9twSMJUddNi2YyRZR0hGpaaq1bDX4uwZwjO3jjB1HT5/fAPzu4TmrM+RLpHE00GevXlijkfv9mifP8Gk6XHv7k3c+AIwebQpZNf8WVSDDUuEHZYB+NB7tzQp9trLQMpYu9j2Idp+9kj9tkCVfpv5CWD7W/XVIQE9h3qnVY/mGEjei/nFSRLEhgXAhNDNCf1ebRYaM3WQAS8qZCtzin7SgBXvN2WBrMw4Q8Ai14PKMzMQ2bHDtO7BVtUNo7WhWOHosvDY+pvvpah1xjYISvUxy03I4EhWPjXB5Fs162+uB+X4H67zDFhMZtNm2YM2EbM3V5jeI6SJK+a8GWFzQGz+mbJwnD0UE1F+AXGU45mXwGsCbnRhdkCilCO/6re5QJgcJUyONkCMSETVmKSOA8qlNS8KOeZMAlKbJFFggttw3BjXhRwZs5vPsD7koIXM15C08n3C5JTzCyWiDFo2e5xXiLU7qL3ZZAxl8q32n+mT4iWlmgbK6e0piTdQUDAJBluu/J0J5GIq9RrYrZUQ9iavkeaLCXOq45/EUoUyjgeCSOtsnleNOWAUWOj5IdcMZt7kuezKuB2aeJID3F6Ht00foR2oY8Y4JUCtWbnM9VgBydazUn3+omfYEkA4cB3+wP5v4t679/F/X34d3CenaE+KnBoFhRZw2DUOg/5BvU7Y+3cWFROBx5XGGtK4SHzNBZvaMTKsmn2uWP7LACgYdIRuPYGqA3iCqTaFcHHvDMowLooDVk9OcfZCjw9fu4fTMMW9Nw9w5w3xCVfhDUADu8V5g+PnW5y/c4O3HZwx9+TVFvuvBfgxj5+Be2d1PH9UGgcfu+4ZgoyLzD1DsLELhOwATaNu0hdcD4n3MLw2u3HqwhgSKPT52yfnG7QPNZuzK/FY9grxNqvbVfshfJP8Gp24HnUixCj1HSyw1tU3m34c1eYfFIAEmOMq/4bNYOf6FnBGHu+ZgzMAXBA+Dplss5VWSN2vh8/W+qj2xOycFGQVlb4C33EByhFdkd1nuwRQ8pKPxzMRdcU7Mb/sMT3rML3P92m/hRkHnJvdW8Gdr0rbeSfEatbiMCm3hKhnbQIhmbgjybM3y/Q4wp1vuC8lkFuYsJkoeTWhiYbBJFhLDRNPyXHofbfhLOMUUg44188Jy9s8vqgnBmUr5rI0y8S5fTacT2kaImZH3LBhyuMzNsjaQCXgqltzJXSoNHY2/4kpLGvUUml7dm3m9tGw+4nEpXrG4z8AgGNwEqepgNogSQcB9rhqB4Om2hTWx4YE3HJdGTRj3Ipsat2xhFkt40734jxHEvYOVni6ffhYWYt3aT/Gyi6tjC27TEch0ajJ57rb4L++9p/w4H17+H+vvgp7n2042qwWs3Gqjkmx2pGstbWyUYGfvX1wjT4zW+yCEMfVtBNSMeHo5UNrgdWgCAdtl1blovLWBigXDOQKpAC1diDvuETbEhm0JMjPwf35XgUpiRenk2c9bj57D09Pj/Dxk6fQvj7B7H432gGpdTh/eobjdwEHt8+w7hucvraPW58FpvcGHj9arIbCHruo0PZ3A2bgjGqIkAXyFgH3sveNlJ1B4sbMP8MyBrQGRN+sHTLXU18invozziukrs26U48TTji32dsm3toFL0p7qNBPZjEtCwBloFI0Mim7Z2bg4sBRTa1JCHyN9VwYA9vVQm+bYwgozbkoiqXcfIMdVL7X7kQHwiaZ3yuNi0MOsAclH8cBqNH6OvZ8qbQzkSQsNuA7D9e1aNYcKpsFeMDkaAN6WLRlqfFMsCZCchwVNbTEofv3EuJeHeKXegLWHJtFv8GvgOlRALqe+TDOIbUMTsIM2cMmRy02AA89CSB2mN1PaI+7HDGTL1ZQA3T7kkk6QbgsgF87yQrt4DYJzRJYvNlj8mgjYMtLoDgNTieAeiYRgE2k5AzEVJNCJV8RIlhrKFoSTjOQ0J4n0Ib/Di1xZOAAbA4Im+tiJrP8mCyUmHOQ1K2a6rGTh91wydoFToYHdc5YYWqE4piWhYxsq3gog3clYu3aUweneFv7cJTkOlbGtCJfSonVZBp/1xhv5ZnmBH/i9n/E0Qdm+OXuRex/zqM5Q3nWEJDoHLbrlI5lc/kWeNHiBn056A+N0+OUK2gLUa3ZC+BwAENwMuShXLG89QGK7aDhaRp0RF5wGXDwIEEBKSoEo8AVEmGbjKB3AGLC5sYEp89H/O6b9+Ao4aWjG1i8RmhPS0hvrgQL+fUTMzx8r0d6/hzTJuDBoz3sf7bBwRc28OuBxsXU3z5rbPJvsTiGPBNAhMklnjpXIM5exdsng5MxbgxwIeDZ4t/kEwlbwMVhiyCc701s56R1hJMQ640naDyWfo936nHKu+hevDB411q0IFW24uFCmr0HqF7YbfvI5E4hsfnBUaWWzour2RWq6dGScq3ngz53SKAbev9Uqm/H4zZrhoY7q8GzcwcMd6eorxmCEushkF1+zXP4uOzgdUVMwl1ZebTnHs1SCLhdBB1MstcV9ZEXyMSeBH7FICBGMt8hXjuQ6ZQYsEyOE9pjNu8w/wSInnK/a/AxNkfwjEqVGpy9e+YPAnsUhcigSZCg8jcoQbI5JyTRhvSaMbvnn5NHhMmZw+Qh0JxuQH2DMJ0gOeZ7tOcROa9Qq3E+SvwVm2E8OUni17EGZnPAxFCKbG5qxA3ar0WYNwAlQtMVM1ASs84WCFZOiiQ/tOB2iyA+BKelO0bHzxYIMeN4rAyfSYMxOnZNWEQ8u/cIB261+8Ej5csFTobPu8gTaOzbX2ge4k/f+Q84/+AEn+ifx/5LjoHoRcvvjnO7OCYXFZ2vOiabZV+bdoCyJqvmO6KWP1ZzoiWmcdPPjvLWBii2jEyULXAiC6cSIwnMmCdAhKAcd0nCQVI+Xh4MxNbj9G0N2hdO8cLiAd7c7OPBK9fxzOuSj6ByuXVY35rh/le1WL5vhVuH5zg5n8K/PMPhS5Ht4iKAGYleIMBHOjZre/R9YyXveK0W6ZJ7YEDZiEbmwjIGTkYB2AXf6qmYWYbP0fpYk5DOHQUuFihFMI8l8A6gXXdonWMOhefYHJyzxWUeSz9nl9kwR+3VAxRzhwUJSXd4BUwm5QDpbrFPtdDXLhCTQk4uaHeGRo29ZVZJ2BICWZBYYAD+hkjlnrof6vro70PejnoIqWZpS3tt6yP3V+Yus9Oyt8ZGgqO1nIXZd5y5OVclphwYigL/3H+N0J4Suv0mE0/DPCFMUyFKE9CsOZaKW3ZmTDjEqWTnnnG7K6iiwETbbCISV2G/JrTHAbQuQecgGp387T3gl858a8q7/KQJCiPQLRwD0VUPL55Ay1tOYkxwPBbXs2uz5UNl1+ZJ0f6x6YxdqHP0Wum/XsxFrit8Eg46B/aEmygoM/1P3LfqXszE83phZV4N6jVXQa8ZC5dyTYdjecg5GT5jZIO26+80D3h6eoQZhS876PhiyuNmP/aU8N72Lr77bT+HvxMavNy9DXtfIPh1DVK25JyWkXYDyrUX9o20vevZa2dy3MGf95l3xQ+4AsjYRaP4ijHxaBns6CrNQ5YqIqDl4lroQoSBTD4QyIN3vpXune/ZXJ/g+B3AB596HQu3wS88ejsWLzWY3Vub3QH/sr41w70Ptjj7wBq3b51g1TXYvLaHm58G5nc5KWAS90uuS3nflraiCn420slDgb/La2cXOBkCixGzT/U6YwLbun/IeRmUS4GOIQwPNSX5L/tsN/hWrYNoxSrCcQQQI6vyEeDUjZVKptw4b7A5aNHtFZ5A0gij06JyT4ABJ9ouMGYhMgTcAlbkNjknYzJbKxhVWOItEWqNjjSE7nxtBNpK02LXFOMuvQVU7HXWtm+HPxUh4uyuLJVn6vfXHWWqPPJO1RDlPC8KEPSdiTgvz8JlAioHi2LAFwRYMjlak1YCcZLQnhCmR6HEF3KOgdCex+aQOMNzY/hEPcGFlPtPY480y4Tm3JhviRMR5hQE0jZONDu5H9UU4TmInY5B10VQ1yNNuUP7BaE74Gf4FaFZsommWTHR2PUcQ6k9T5gep+y1w2RbAcURkhgS2ZNNtS3qks+B2grAGZZEgIslNL/laZWxoybx0n9DTpTVzllSrdWWVNq1wZjIYNbOF/vM0U1QqXOz6PHk5BgAczseh4cyLJfd/6U8X+8dghQ1/Xxo8hq+69mP4Me6b8X98CQWrxL8piwgY9qRXRye+qKRY6bfNOZJe9LDH2+23Ij5+lQcMfTvy8DHY5p5/osAKMMOyaRFXWBHUGYijvOgQgKOOAkZGT4KIU9DvT82DifPNaAXz/Di/j3c7/bw0udv485LEX5ZB6DZXJ/i/le1OP9dSzx56wTnmxYnrx/g8DMOB690cOuA5EdmWhY0F5hUDFhRzQov9APwMcJJuZIW5QpE6+pZl5l0aBuAjZYxU9PQfKHmuEtAUH7vZXXUEjhOhks93HkHf7zBrNXcQo4DdE05c7PN3lyEELYDSMGAGInBkr2HyJ4r4MVJALQS9r8AFqeRbxW86PgeeAmVF5t2I/NTNzcGTFhgYQmJ1d+6iDnArcs36n3lW+qQ+lveBPY2Q+RVLacFUqpZVE8U1wDUSmj4gMxhaU8J6SFzLVjLQGjPAiaPNjxWG49ErDXrZxJLZx5z4DIov6YzAMmzCaU9Ey2MhO1OjRB2NXt3NgXKcyLgjJYpOb6uWQKTkwBaCthxTtyzgc31hO4gAYckoe4lHsua27pZsSZpehQxvb8C9RFhr0VsHJpzh8m0mIYUTLPp0uQTMgTrap00feg6blO9hy+q0acFC1ZTNqZVy+Nc+9Ssy1cttVaOtrkndu/WJuzvrXDTn+KLKcOQ+HpMQciXCniG7xkDKcpf8ZTwNbMv4Lte+A/4O5vfj/OePUVdl0bB/rDk9cFuiuw5KUOzm99ozJMum8lzhHNdayMYuFykhXfM4eLrDZC5YvkvAqAAg0lmSzZGY7sTyVyTrNqS8rWZKClGofWtCY7fBXzt217Bvl/jl+4/j8WnJ5jfXbN/OLgj1zdmePBVLU6/eoWnnzjC+XqCk9cPcPCpBtc+16PRSLO7kCywG5xc2hgGye7Sonw5ypAHMkaCNeDhSuDE/rzkvVtAa6yMgZfhsUE7Z9NWJoV1HAhXzFTTiUecN+gWDfqFy0LB5hVKJqNytRBYV2Cg9LUGkAsJEHNSATmpHrtUvD5y7Bc9ZcHHCDAYnSfaVTA7MgtgBgIltnKbiXZpsE1t9kj1vbtKRWC3Q8fuumUax4Y4MB/ZbK+Sw0Zcbpt1AlYckyVOPMLBlN2DxS7enkVMHnpE7yQIWSrmNM/jQ+vRnBOmR5xTSCPiptazF85cYvBM9DtTnapC+jER93t7kjB91IE2HeBZA8MBsBLWa0LaT0htREzs3kviXaSAxW3YzDM59miWHdySeXRwhDj1CFmrw8C5cFkok4I1ezNrmYiJvaa+ymtR0m0ZHONycCv68a61lkRbLM/a4pPsKBXIVU2NgvSRsRVmCU/un+LJ5mT3Qy8oQ/BhgcTwmEf6soEVBSlaIggxEVpE/N75Z3Dy4gw/3n0j1v0hZvcJ1KV6kyFlbI5bU9BOWan9EjXXjqx/SnZVGy907o1tbI3sAfKauRWa4orlrQ1QBjvCofcDd169empmTGvvzNwPQkF7QD2Z+oQw8zh+ocHs3Y/wrr03cb/bw+c+/wSeeomj6zF73GP51BQP3+Ox+sAST98+wnLT4pGAk+u/3WN6f8O7zDG+iXJekhGUlwGVoQs0gKHm5MKyy7NnWOLIcWtOGQARugicXAZCxuqoZWha0ktS2m6zMXBio9pat+uL6qTXpAS3Yldyf7rJJoPk+WeYOvRGw6IJ5lTtnjUSQKU1KB4yomUxsVeyELYB2uQa16HEIxkAEhhNhGp4YEKv77RfwxzX+pmtV/agsARiC7gue+YAbOV56MrfWx5M8k934hXBmPigeq9QKItnPyP0C4dm6Tnzas/HJycB1z6XsHjTSch6QphTMQ+1HLiNItAeA5NHJh9Q45Faj9SUcPfqCZQcQD5lUixgAEri5Ie6OUneZw2qglHXUSHoqhAW81CYJVBg8LG416I5WueInqn1QOMkQaWQxGU+aMwezSyu39vPgc2hnuf6c4JFfj0Hwhv0lZZUgGmVNmHYr1Sut4Tv/H1WXllwPSiqpYm+jL9hnXRMhL2I5/cf4ro7337QF1E80qhWBaiBykVl1/1XeVYEYUoBv3/xSZy+e4b/efNh0G8sMHtQNjo7Nx+mjJnS7LkMGqOmeIjF+yYmWOY4ERX5NdSM6JqqG39HDG7G5NQl5a0PUAYgxTZ8hdCH98GgwIxDSARFMvNKTD6Nw9mdFkfv7/FtT38erQv45Teew+JTEyzeYIPt5sYUJ8+1OH4XgBfO8OT1U5yvJ3j0xgEOPtkyOHnQZW+GrWolmNma8o8r5cqRYHL5GZeQX7fcjq9Amr0wUNwIEPmSQcng2VVdh/Fh4va7x8i9NPb38Jsv+cb8pxBvve4yiMruWkL0x1a8Raayk50Uz4jsOqqbDk1+FwFNmld5DbmU7fK606EIJDEJ8XcNhLuuIQ3laLCVkEBZ5CzAtxvbZK7h7y51yHmGbN1tSH4tCbWmxxIiMdZfporD4UyFUKz3JaIM6pgfQ/k5LNgc3Nyx8BYei19z8DhuJ9EyTCnngOr2WbAv7kX4U84HlLxjUNowGA1T5rFoZmdtH9cBmudEuUXNGXHwtrUQdhsGtbGlHKfE9QCtnDGPlei6ClaSZFpGSmWH6zgOUJg7xIbEEyqB+gQXItCx6dBtIvzEIU4I3Yav1YB3SBK/ZVW7F1djglARpO1Y2QLIIwB4lP90WdFxrODe8l2kWMBC84BnZw8xo9rk/jtZLgIqF4ETazay14+BlGtuje84+HUcvXeOn1p9DVw/wfRhykvhVUBKLmPXSd+wiY8zmPO1sgrYAGs06OwhOBmTI7tIsxeUtzZAwXiHDBdp0ut0HZfFUoMylSRL4AFuhb2UzfUGj95LeNd7XsOLizfxybMn8eonn8Aznwrw64jzZ2Y4etHj9MUOh0+dYjHd4HQ1xelr+zj8VINrn+kxfcR2512DqNrRDoBKTvqkZZcG5rIyZubZxeXYxe24iPRqXJu33qv3XgSCLnufBSnWg2eE4DtmUhoe2xVu/zI15Jb2xryX1gFNF9Ccyu7UO+EsOCZ0SuZmjnlRtCzZNVeFfiqCnCJAnpCq6LepAjF8DMXLxlSMd9XEHBaguDWj/J3NQ+ajxrwoqvQBQ36QvtNqXvSY2UTYsV7cV6VPze7c1kXJmMpDqDSNesyJF0/F/yjmsGI6U08dHkusjRLTz0kSzgg/d/qwY5Kt97wR8JTr0i8kHsu+oJBAoI2DTWSq5OLmXHILrXt+TutLnqMFIU7k2zWlQQLvPAHhlPDP9gScE6gLrNWRuUApcSqCmWMPHyFm+64kYCQhNrp1gpuUTiMx1ebkgAuqtSem/x+nDLV0dj3OQyuZn2a85LE0Ng5Tfa8+M3lgstjgqfYIzrzYAoCrmmQUKFxF+zG8Z/hOW+wzd/FZxgBPBOG6W+O/uf4rOPqqOf7N+v3wmwbtSdqOjTRSKg1mLV7y3y6IW/FZXzxSVVsSzZo7XMMH7sXVe6NZrx3VYbAvKW95gFI1tGn4BLAtPxa+ecZvSoQduBxnE1BMBaQACBOPo7c3aD/0CN9w63M46uf4hZffjsNPeVAIePD+GY7fCaTnz/HEtTM4SnhwvIf+tQWufdrh2ud6TI67EqDhgjLMJWRdnSuQsgOcFDXqcIthHuowPkguqtsF50a9eC5yNb4IpIyCCjllwdtlppldQEnP7QJp1XsHxy7g8GxdGwGouj30wIbDqbdEiA3zBOLEI8zFHDRzOaV95pZYDYvyUiQnTzZrGBBjBVDeverxAHjjRWQ9hHL2X6/CX5rW2PtzM1kBYt+B+rjGhlGTVLLPg8w7rQsV4JCU/5UGi+4YOMl1kkSDhCpQnb0/81kiVXFo2NVcgKq41/q1uDVv2CSUHKG/NisqbwDUBTRnEdMjh37fYePAXA5DjramDOrZ3bk9FXIssRYmttz3/Zz7ftRcoqCF2AQzfZgwebhmcGLV6VDwlbJZJ4lmKLeV8AtczxFyM3dG2stteBz0c+tVtb2psnOy0rjZNXgAdnl93rHp0f4ZFgUnWkeJkgvuSvZKknpSYDPYrYNz3GmPdoILK/zHzisouAicXMXss6sMz190/fCcR8Iz/gR/8vYv4uSDU/zy5l04+IxDezZE9KWMkmktSBkcd10S0yE4QmwDBt5EHANINSmyhtNVzTZDbf0VylsfoNgyNu4J0D1yFv4q7AcgBQBIJlCCgBQAZ081OH5/h29/5iV4ivil+88jfH6BOAHufp1D99wGN26dYNb2bNJ5sIfJqxNcfwnYf60vwdsuM3EIgElmpA3NPhakbO/i9fjgvhG12xh/Y3i8Gr8XDarLvsuaaFD3ybBcpKKsCJ+4wmC/jFeSn3vJhBkDXnHk3K7jA62U6yPQJfh1gF86tEeE1IqX0ERU/pK5mSOdFg2LDQqXbfFm150FsIAVm9Ok0sZEIEmwLtU6FB4LFU2O7twNPySbmOzuawBSbB2BAoZyMwxMQgmmbgG8IJrxnIXeCDCvtCmOEHVDYsGb4B4ygEldcTlvFl8XW44p4tcE3xU+kOsbuE2SXENsn29Pexy8nDB95LHZd+j3nBClkSPUJokj4jYO05PInkDGHBhmDt0+a2KKVlc/DBnwaF/4Dfg5512lcudoxXyj68UtWbRRNnS/mkjCxMRTkW/PyQE1NH62HQz62A5nHY/DDbUdHzDnM7LRdUBBTnlXvs0APOsiTyHBRyDMCMu39ZjcWiH0HuGkBS16fPDm63jCH2+Nk2H5YgCG1Wg8rnZl7FlfzP0RhOeaRxzI7asn+GT3PA4+5+BXVovBP6oNxNirimgRjSBhCY9EM0w0anIkoElAcJwkMMYSLXYAVkaLlT9EHCzxiuUtDVCGCL02kRSQqMBdPXrK8Rqk5PucLGQxiWkHeNe7XsfNyRleXt7EvdM9hP2Ikw/0uHH7BPvTDVZ9gzcf7aO/O8f+Fzz2vxAxfcjmHwCFcAszGYdlZIe+bfYRIugu4bDrviFIGbzrwqBpV+GSXJG3Ubm66iVp+1h5lxwcoPSLQM7OMtQiXVSGZqPh943lDbLPHZqltApUH6PEPAH0UWkc2SzEgePYJMReQpwZN8djmdTk28q+X5kxkL1cKJlq67U9KnNQ1tjJc3N0XV+uqfKhyL15MRwS92i83/OcNc8k3SV3AHpz8VDYjTwHpMJceSllHuTzIlCL+zRVbZef51lQsZAn0ISAOT/fdwpSmNOxuLvB4i6/N0yYB7I+8Oj22BMmTAiTEzHviNqcuUrsBdQdEMI8Se4dAnnRxATkwGvc/px5uTkLoFBMO/Auk3YV+LleQ4wjtwV/F0luHgZT9tvdBqAeCAtCMlmUt35qNyjWGIDTS3kQBnBW3mrD6aTjwiOH/dc+pgB0BwnvfM/r+OPP/ArWscXnVrfgKOH37n8aB26DAPaCAVCZe77Y8uXw1hl75uOakACgRcyB3P6vmyle7+5g7/ME322DlOFcGRaVff2U0O8D6+uUwye0x8RpJ4LaHIkBi3MCVAhJ1KFVvp1ch1R+xoQ0myBOv0IACnDJZDAg5bKxVXYtRUMR5h6PXvSYvv8R3nlwDw82e3hztY/5pMPs2UeYNj0SgPunC5y/uYfZqw0OX0uY3wtozgOTKAlZO8OLeK0FqUoGSYRa2zEGNgafehmJ9ipk2MtAy5Y74bAS452x1UeDXfBWhFwb40XJk8Odc9xWOw9JYltB9q5CBM51sA++Gviq3jVQved6XcYbiknABOe+aM5EiIpJKLYcIKyfM9eAPUgERIimIzqweanSmhSwYrUrkH9DzlbWygSUcZxNQAWw2AzO2Q3UNEPVXMKLqTQ/g0W0gCJU5o7MyzAEXX1m1fRqAhOTjzUXVTtzASdj5hStB9/LiwhvcoTfQkx45vZ1OW+N6yJcl+A3PZrTwARYIUc3q1SiRgvRNpFxT59FpDYhBRJwQhzwjRIcUU7W15wl1sgaAmNq2FyUtUvSV0iDWE+JPzA5ym7qeVyKBgUkXkyamwf12BiWoYkvDfsl94Hp6yHYtP9MH+XcWL72hAMARP67Cx4HbonfN/9tYI8FeEsRHgndlv8zvmjAMoyB8sVqTob8ky+2dHBoEfGByev4rud/Hj+6+Rac9reweI0J0qZbcx9U66Mcc4G1ZonAXmkLef6K1xe/dHApAXDMPndJAEoaAJWIRIZYC2BrU+wd0nyC/uDq3/3WBigGicNMoiGiH04gPcQ/RZWcyqRKjlWvJ896nL9/ja+7fRfL0OLRZoGzboKJDwiJcLKa4vjBHto3Wlx/hbC4G9GeBrhetRRUeQTBvE+1INkDYcyTxHTwKEgZloEb13ZbGAFNVDxh7CJ/FZOFfdaFmhdTr4vKELCMEFnza3dxcEYAS7XDu8yMswu8PIa9NN9v3Ji3FnVDbh7VWvntY5QSaCNZsh0hEWFiSLdMsqUSCl3iW2T1vdF0FF6K4a+IGSMLIozsaBMk8q48RAEJ1RqWOAAtZOaVVWlWmwYLVswO3D4HTQEoFbcmohaSCcL9Kc9Okgx0aHLIARntt1JpKwA1l0XASjSkC83iyjt7l13BNfKr23D2Zr9m21KatjyfPcF1kYOvrRmMRAV6bZIQ+4REjsFCk9CcEyYnCf5sUyroHLsrt67KVJ0cAZ4blFKqcgsxQOE+y67C8p05OJsRZJeKcrspGGwSdhbpb6v1s6Rmm5tqS3Mn48FvgM+/fBs/vf8h3HnqCM81RzmOiBX+Y2AkJnpskPLlABZfyr3DoiDl62cv4bvf+Qv4u/3vwypcx+yu0aTYsay/mGMUxGuLpP81PYNymBpC0uypSYFJYuCb/y5AJRG7vWdiLADdsKVJi3Aww/raFRi9Ut7aAAVlkSczjfKOobpu+1h13rGrX5gQNgeE1S3C8vkOd556hFVocbSZ47xrcb6e4Hw1weZsAv+gwf7rDnuvR0xOAtuozQSlBBYo+hIBK5nvIgukfgcNXWdBFbG2imq7g1OiyQwvLENtSrY1m8mTBgPcaAOqdrtovg00ITurk9L2+bHL0/hzRjUs9W11mxCNjg9+7RAc7XjoiE+/9ksFzPSaLfA4snuvHlYmd5K2tyCW+ggfIvxS3umI3U+Fx5I9hQSohJZ/2lgsGmNPc7goP4Pfi8xhyO8c8FmcrDNuUwMWNUGNaVaspxI/tG6/oVurAhK787Pal+T4O7J2BSig2oAedstF1YaVDdh+um58BgRlBSvVloOM0NRNh5jXXDAuzTOCm3EGZxdSJhZOjwLiK0Bz6hCVvzJlsif3V8ocILcmjkK7MQlJvQMaAaot9z8Ld+LQTs4CO42LAgQJf2/NYBQSj58WW+O+0rCNLFPDsmU2s8/JbYQMjjEENiokFfBqn5g+op5AK4fTfooOHp2RvPFKKOnq5csJLL7YMqb90Rgp37T4FE5enOEnVr8Xm80eZvcNsN5R1FzpV7HKfQaUtSx6AnkeSEnGCJOmheNkNSpBuihQ4S9ZE0/bIEw9+tnVv/ktDVDsIp+F/pb70/i92sexAfo55+VYXwO6w4T+WkBzuMHhYo0QHe4vF1h3DU5O5+iPJpjc99h/RJg9SJgeBTSrmBc72bPIq1P9voFGxWpRxoRvzq4MjHuPDM09SYEORkHKqBuzBSr2mHMVAKoEry3D/EAXaQeA8cXsqlqKxwAt+ZYdGpfRYRFNFNChG3ccec5VnjlyfQVOLgF9ZDq3+s7hWIkJtEnswbIKaM+YNKkmoTBj7UpsKHsLhWnhLIxH5TQcFhHQrBZOwvBH5RKr9cjfIMI75zHyRtOi3Bl9UyrCsnyTEWgY1s28Q+utYEN+L95O5p5Uos/aa/XvpPm41Nxp5pYFK/b9VutiTUlR5qICNpoBFD2TPDfMPaIEzO8HzB4IunJggvRC47EwiTZOE6YPgcmRCRgn4yBOPPo9j9U1xx4t4o1EulMT7poSqNntuvQLiM07rmOyrkYyViCo32o1HmaIjPbJ2GTIpFgBJ9QjZ4G2z8raE6tFsSRtAaRhluBurfG11z+PW+5sJyjZpS2x1385OCr//ygBhADCjAK+df+3cP89e/jJ5dfBdRNMjtI2mASyLHGSaNJtIvo9X3hmVqMoHLS8UZD5QSEhJdmQxwRHMZs/s9kHQA7yhrJOX9nrB29xgJIHtK73KqDVaIxxFA/wjrKfE9bXCeubCZvrAbjWoZ312GtDtt0uNy1WywnCwymmb3rs3QemRwnNMmS2vBJgq3gqsMKFwcqYRoUnHY122hZXZZe5ByhA5QogJbeLvR9lEVIwUtX/MnAif9dCdOSeoZZmDFwMv3lXGeHibF1iCcWXFWte8SUA2Njfo1qfxy07CMTDY2Mmqou5V7wbcjHCBSCtI5oloW2EnOklBotEFNX8LFmta800MLtdgMdXoEzEVS2BrVgmuvZJOCxiTpBw8pl4O9CqFLfWHd+VzE/j6eIMeB+hHVTtVXbtg/dUYEd3GqmAMwtUBoR6bTskwCEV+SxE60ScYyVPuchA0anbdywmIQpAe9xjcsTvjBOHzaFHNyfMH/Ycvbias6w9C62EsZ9J9uKQauDmpFaEPAYykItAs2KwYL16yLRb1YY7uqdciBoE6ncr2FSNTkARhgacqnu0at5KUL7y8uSA7lrEB9/2On7P3qevFJTtIq3KRSaftwKQCSAcuA3+yLVfx4Ov2sO/Wb8fB59qMDlJo33gxLTjJWN2lPGTvIBGQ3dAY4BJAhBQiOgJrHkjHtdw7OmDSJzbLMcS4N/9qkfrv6JMPOYnlQ6w7H1F7QB3RLdHWF8jbK4ldNcD0l6AmwR4H+FcEgVCgqeE45MZ/OdnuPYKYXoU4dcmPgMhxxhgxvwAqOiEVKE/olEBGIFiAHLK98nzM1+kgJT8HFsGIIUXynGgQoN2yuDJ7oJ3aEjG++KSFWyEVDvuCXBFwX9lgDCyqFxGmCXajkU0EAxfUrkK4LCmvTHeUTbRoRKGfG5Q78RETvTKfyD4lSSXm2gskFRpWDSAXMXLSDUIiJInRs9l12bP9cvuroHYkqh4b51qgSSeGjYg2RjY0LDxWzwW+eaKx+LqdiVT9+yKvWutFEHOJOKUj9mNT8oApbR5Xof0nNQ5GqDMFrtU3H8dkJyrQJR6Cil4mZ4k+GUEGoc0a03nJvhlh8VdQrNu0M0dm4Nk81RpH2S+BXVbl+9xHeBXSbRq/HHq2pxx2aUbgdI+wzWJ12ST1VsBingYZZ6LBSHaLuZ3O6bDImH+tlP8wdsfxxP+8pw7X4rJx1HK938x3JUvd7GmnuF33WlO8N/e+mgdI+XUaFKSaE66BL+O7GVKQDcXry6AM3p3qWgSUcAsh/ARLSOIaQuehISfGJQ0Dq4LIIpIfSwyLSW4ZY82Xj1S21saoAxtloAO9JIOPJtyPFhjckM0Jjd6YBZBPurcxXTW4XC+wqzhFffVh9fgPz/D4WeAyUnkHc/gXXkCO5X0yECFF8ySuj1rJIYAw5h+soBJQM2rGU+OV2K7GAFmQAoA1qYMiyGVbgGRXSDkMvONvnt4fkRTUjgFRQhfZOces4lftuZYLdHOay/8lnJubE0aCr/HOV8Bw4vqowsE5OeA0Fw0POUSC1K2+hY8VpkUJzk3eqvN0KzB7Dmi3BUNZpY8cpj+LDgEIJGM/UQMqDWCK2ta9PlSNWO+cZyPEWmTMljRjLw5mJzhNJCdeNrOzoybHfJDNys2BovVjNh78/wkGLdlKqgoFXBi65bXAfPcnGdJn+3AC3pCyS3TDJ5nNjsaQA0JoDCBCy2UWE99glv3aB+u0DwipCnn90mOTXtx4gqJWXhKQUPbk4ChFQOGbl+SHupQiqVtt8a36QOr2Ri2fwYnxqyjwdZy7B4LKmX8bpl2zLtSA2ye7PFtz30GH5p9HpMvQwbUy0DHEKRc5Z7f6TIGumIiPN88xP/+qV/E6Yem+O3N8zj4HKFZpgzIXS/zfsMgJLaO4940qlnhhJGqZSzxeRSYIJvCyXDrEpHEEWONiiOWeKlHll0UY06qe5XylgYow4Fb2T6TwvKE6IT4+gSwvhmRDnpQE5ECIW080EQs9pZ4+42HeGJ6ii45/Nb9O+g+t49rLwGTU35o9Gq/Tvn1WQamUqfaHk0FqOgiVREgC0hBKJoLfrYFJfL3mOdNbo8BSNGmMH9cFIn2sbQCj3HpWHCt7ecJiEilDYbnq2cOpdAIwbcGsF/8Dmr0ffaZBnDuqtPY/aPf6IbXDC7y9Z8XAZItEDh8n9lVqZlGTY2uT0gbQuNTNsckJxqWVrI2awRP82lZsMi4TyIESbIMbwmw4Y46AOhZ25PNTWpGUYBA9tuQORV5Qg4F5PCzzb3VGiILeBrMZQ2Ap22lIfkzYKvWnTLfqhg0htKVg7ERMjfHEodVM1PMv/zgfkag1CAKpwUE8cJo0Swj50/powSTC6Dewa9lXnlCP2+wnniOvmpAmtvwu8IUnMnZDJRK7zvQVtWNut3OW2Z2Wf9cz0DF9WkcpJt+r/paSneQ8Nzz9/AHrn0c191y5MVf3jIGBBScXARWhueGz/mdBDgvtm/iv3vbf8Df61u8Gp7G3ssMUlxIbMIJZS4ysZ7b2a8I7XFCs9K4JmYcj8qWwVAgBS+OFe4Arz+SdJA1hV8hACV61IlpVbCL+haJd3Cba4TlEwndzQBa9KBISGcNaOOQphHzG2u888YDPLt4hGVo8fEHT+Hhx2/i8NPA5FiEnRLHgKwJyT44ugNQQCELlg0Al1BiEgA1UFHtwTgHYUfSO2PyqcLjj2kvBs/bWb40GZ7ffyk/YljURLHrvL1OS7zgOZk8TNvnv9iy6327zo3V6aKShZP0r+W47Lj1QmBi+8EIYb7AHEf9ex14LQGRcpwEfg+biEKLzF3R96uWxUahVTMHANYa9GVOgJC9OCqgYgR5Bk5JAJJHMd2YOlM0YEHrQ+Ve+8075YJ8Q9U+qRbmCqRynBXb/rpam+OshSABP2nLzMT5g+q5bwmq2WTleOHv5pyhOZo8Oq73cL0XF2cJICexWahnVT6lJCHsCWFmog0LVyg2yEJKOT0V7yaVdtvSZo60Y1kTTXPI+7SelgdUTDmFyGvdi7XECRCfWeEP3Pkk3t7e+7IET6u8YgYmnF3gZHj8i+G3/E6bi943eQ3f/fxH8Lf7b8HD7gkcvAzQWsBJBJTDF2ZMogc4X9T0mHNSXdXhJNGgmxifAI7TehAhc1LQuAtpAsPylgYoSYL3bKlm5e/kgfUNwvLJiHAtAE1EOm/QHPNk7g8i5rfP8Z4n3sSzi0c47qf49bvP4PQTN3D4Ge4owCwoKHMPYKCiICXBLHzDHSV011TIsEOgoqH1a3dYfZwBPnJzBVQGIKVamMnW+IJyGXl1F6EV2wvWhc/fBRKGx+P4uS2AtvM525X6kngjHtsTVp+549xWneLg7131ovrYRcTjzB0SUJKP23fY540Nh4sAkNk0qbaPel7gYo8iPKUOyaUcSyOp14jER4Gag2xpRNirsDT5guzuDcO/7RiHCNlsxkABK7uK2d3n5rCATt9JBoQloYrZsTkGLHL7me9NfDGvE6m0r/mOrXpg0I+AyT5cQEaY2rag3H4cPI41FkjswtwdcoJKBU+u43YP05JMcVi4zUulslbFAphhW5txlgWYAhRLMrZAk0ZI2oP2XN8K+OrnXr2QGLtLY7GrjIGSMRBizz9uueye3wmw0lLEh6ZfwH/39l/A39l8M85XN3D4km4GkpgYidM0zHicNOecLNB1sWxyxqpu5g/lOZuqczkFBTFxloA6oOAVylsaoMSGQE0R+nZRCy2wuUZYPRERDgLQE/yjCZpzQvIJm9sBt599hHffeBPXJ0u8vjrAx157GvG393HwMpj9DNSdY3cESSeeAQckYAJ2tRncb7In6zP4lAEpQM6mnLVCRGUQ2EmbzT7EC2elbbEgZXfZ3hGNaEEuE+67zu8QxpdGvh0BMl8WkuqXgFHSBTdfpT4WVO2KgzIGRrZV4LYdgC2t1WDRt8/a+v0qRUHIcJzE8jO5lCdH9OyWmByPVRsXZSvyq90pk5BJgTLWFYCox4fW34KYVIRtMnFDAJhkgHW75Pfbv63mZAeuZ3PJ4Dl5QTabpYHGIfNmyIwju6EZABWCEdBJORsJcUoluaMF7na+GM1eTm/gBuTjxJoS18mlrVyXrOZth8pklCQ2aK/hWJE+ypGJUfok941qTga8E31+v5ewePYU33b7E3jCn1yaofhxgMrjaES+nEWBye+EJiUmjqr74flncPriDH/v/PdhebZAs5LkVzEhTh36Bfe/64BmiZxzSrUgQzBaAfG0HQCxKrLOJS+qZEcI7dVV2W9pgJJ95UV4JzAyjA3nFNjcYGa6P/HwS27R7lqEe3KF9zx1D8/vP0RMhN98eAcvfeE25p+ZYP+NhObcTCDUHaLr1hZIkQVa1b+Z4GoXr6HprQIaA7AjxNn8M797O+qsJUpWgyUCo9yJy9q1EmbDxWmHJuWCMTcmvIdA5bHdd38H149h5NqxYIDjN47Uy9wyBCW7TDi5/YdAJFeK6mMju9fhsytz46CvMidirIgAGQVCw2cocIgJvtN6ywI1NM/Is6OQ7TIAUlOq07HOlwZXdn15kRzRrJARumoWslmah2aEaqiRqZvpt/xtNAAhNLhPyLAulPvtffY9ev+oxmKwv8nk0mQABgx+GBPoQHHRxeD9uveK7E0FQjYZFX6MbYDEpF29nUwdqbqsfHN+B1Vuxc4SY237yNjKZsHBt8QG2DwR8M3PvIQPzT5fhYwfgpOhNuIibch/DuUirsrjaoPGnj2jgG/e+wTuvvcAP3n69WiWDfYlsWAvAR0pMTm2WSXJ4wRUXMsRwAlgW3syUhLJPNNgkl8pAEXzM9g4DcxeB/oZD3TXAUjEwOT2Gs/dfoTnDx5gv9ng3noPv/XmUzj/3CEOvuAwfcjs5lzyLhRbuwO7Pim4yKRXGCCxYye2dZzKc3LE2K0Q8DpYqAyKLeFGZXHQKH9D75+LzClj57cqvl0u5bbY3SlgFqjhNw5nwvBFO6uwBSweq47Dkvtef7n8/lEAMwZIto6b669KcB2Ak0vjz2A3CNkSnsPnST22AFEa/CQMJ0XRgqTiZqzPSQ7wMSGFQhS193I95NGyEdFNiIZXUIBiv8GahaxJIQtDXzg1CpAy+BgBE1kgD9vvAo2B1QxYgV558ujGR75li4dmwFdyQkz25Xj1veb76l2UXGPelbU1gQO6adA2fZYCBPXAqb41f8sAXdV4ppgDlUeUkMmZY9deqD0BB9C888J9/MEbv4Vb7vzCnDhj2oj/3EGKlqtqci7THg2Lxkh59NUL/H+WH4Rfe8zvM58pNey1054kJlt3sYwTncfYAVJUDu2qgpE9rMXjBKhXLW9pgGLVlbrAxAnQ7wGb6xFxv4df9Fgs1njq4BTP7j3Cnt/guJ/i1+4/g1deu4Hpy1Mc3mXbG0XrqVO/a8xsY1W3upuo5iyNg5Rdx8tzyCwoaeDKlS8d1abkk3J+qFW5KFrtF2U2ueotuwRsrtjueyqi8C4BOrhv6/wQIF2hVMTFq1x/2VUDobudg0ivGwEDIxUZMxNtCeqR+7bK1rimuq72XivAtUuGcyWpkKsbMC9oMEJbjjkw6NB3Z0BgfmbNieeJYsHKUAVtwUmlaQBY06zmKctlEsFciL8SaVe5M4bUOSxjWoF63qHy5NHmq9YP1M+3GokwI3byc+XZyTyIUgFXtn92Chaw947r2TvIgpJhELsqV9GgjqW9dWFK5UeiDLBcqPtjVO4awrUtYQrEt63wh57+JN7evgmgJN37ncgw/KWWIXjYpen5crznKs9UkPOkP8Ufv/1LePi1c/za5l24/gnP/dMDfsm0huYscHZ1IPeHlrxX0/X4Kp9jPEuTI8nOfvVF+C0NUHg3hEyW7Q458Fp7bY0nrp3hyb1TPDE9xUG7AgDcW+/j146ewStvXge9PsX+XYf2OMH19cTOHgXVYmJ1G9V6aOzLxdSTF9MhiLDgAcDQFFTO1wtUpU2JtaZmq0LmXZeZTL7kgGPmGaPeRoPoqzvLjmqkrEHYFsa76zN4tBFgg3X08vttML1LihUGOxdheaaaTEbfPQAnF5Jkh5sRGjl3Aajb4jSNgBMLlqpdOGUZtCWMq/okc09+r3kWgOFiZ7UscMVRyvLMlHg+fFeS55FPRYNCxdyRuTMWzCQAJn4UC+xksjZTIfqa+g6JnLkeu75pMP5GOTCorwFQpSQYvd5+x2C8k75X+0ye7TfcWLEd9HkCe0XlfCqlDXPbknyodGT+HtSpBDIoGcQ9sXMlk2NH5ksiDg3xwedey8TYx9UeAP+/45Ro+WKyHj9uHb8YwPM2f4T/w51fwObDDT5OL2D/ZYdmldAsgclpYI8v3QwnI58AaBiEXabu3elNGKSkRnKETa/+nVfXtQD4sR/7MXz1V381Dg8PcXh4iG/8xm/Ev/yX/7JUMCX80A/9EJ555hnM53N827d9G37jN36jesZ6vcb3fd/34fbt29jb28Mf+2N/DF/4whcepxq59HNgdSvh7IWA1fuXuPbB+/hd738Jf+DFT+L33/k0Pnj4Kq6357i7OsAv3H0BH/nUO/H/be/bg+w4ynt/PXPO2Zek1ct6WbKRYoPxCxw5+BpcdniZG0wlVG4SAgFMkVsXkphYMQkmJLdIUmA7SVVetxKoUCnIDUk5xcWpglTKhUmCA/Gt2CVHYOPEhuuXZEuWbUm7q32dc2b6/jHTPV9//fXMnLOr1a6YX9XuOadf09M909+vv/766+e/swOj3x3DumcjtGd0sa5rzqXIiUraIk6U7J+ylsneoA1YocONv+w6PCkPJE4UvgqOEAstAxQ+IorfzmCU19lcx/4eJKws3FpqIxjG73WQP9MWVhiW/Nl2ilTxBz8ND5PKMe1sw+OiPFo2vZZNw76b3/bPtil/vlDMIqOive2zw59HYlzq5OF9RduSgaf3yEmkINocBcZGT+OSo7A1Yu0sCWh7bRQnJLeymXR/FLlL9+x72nGNP61WNcpJRbs4LLHoA9hJDbd5MMQn88SaLYHEi5mtRryoES3mmod894tiNhW0HSrljdN3KDQ1pv5MaEvOywzJcshWWtTJ3ItDEJDVP17Mn5m4SJv1FfLt38TBWurfr9GSWEJilnPyz8ictdNH4dmWthW5b4fokWewv05jfM8M3rT1P7GjNQWgOH/GfJeQauX8nWmYOlFtyUocMFhGUnidDH6o/SLev+sB7L3qOcyen+Vvz6WZ2/t+mmnrtc63/7O/fvGHJP+r4dZER9khpn1y/lcdDKRB2b17N+666y5cdNFFAIC//Mu/xE/8xE/g3//933HZZZfh937v9/AHf/AH+MIXvoBXvvKV+NSnPoW3vvWtePzxx7F+/XoAwIEDB/DVr34Vd999N7Zs2YKPfvSjeMc73oGDBw8ijgeoOYDevnls2DaPHetnsH18Gps7cxiPulhMWzi6MIkX5tfj6NQGzL40jvaJFsZPKbTmihfMGMsZZO7qUbwoudGbnR2Yl1jnHvUU7Ita2Ifk/6xnWOQvb1aoYZ/WaNHEB5CVq+CdwVPmcp7P9k1a46qeuu7mCBXLCVJIo1ASN+zr6o0v9H7K0tG0PD1vP8GNv2MHIjm4C6Wn8GxsTDicBhFd1JtBm6vtaHoSLmlv+EzdCBPP0NKrDxA0iqWX1rIw5vWTt1LLZXvEjXhbzXboaNsuUZIfZJYbkVIhWhAHxdpV5e9S9r6b9zRz4w3b3lTgQ+fLQkStQQmD8dZq28fEkfYq808latw4iQu1mS7qQcNsVfPmMvYlcT/zHpv5P8kKNFpkcx2rUaJaXNJWzjW00yywGjNNiEpPeydTG+JvvBI794qsPt3z+rj+/Kc9w1ggvMSxXISElx9aupHi65YxLKrycrJEESmNSzov4H3n/198pnsDTs1ux9jLQNRPoRLDYLO8dHnd00ybMQI6k29GQ6kJadHG94+yW+MjeXe4CKV11X7PcmzevBm///u/jw9+8IPYtWsXDhw4gNtvvx1Api3Zvn07fvd3fxcf+tCHMDU1hfPOOw9/9Vd/hXe9610AgOeffx579uzBP/zDP+Btb3tbrWtOT09jcnIS77zvA9i6McFIfsfzSQdH5zfgmZObcPrkOKLpFtpTEdqn8xkPd0AE/8Uyx5Lb32SAsrMTTeO0P6A5n9oLz9KSfNxTH+8RPgDY8JpdZxcPl9TV5ZeoU/QAp1iKkEhZiIwtEQ45AQZu61LBbgfoElJC44UyrA1H3dslQiX0my87SdoQkcjwe+A7iIQ6OvdJiUhMdnOYc3lMXAtI27m/kxhOAzg7RfqKfCfvPntPnXcO5jf5JOHiO0gmJ1bDpXIC1Cru22q6hDLspMOQDKE9PfsPOm6QcG9cY4SI3lvU04i6Wd16E5mWyez6sfVl9iLUloeSZ7GtiN1J1M2Wk4yxrEPqqBaL2s8oYHGTxrbXvIAPveJfcNnI8wBkAb8cth2cXEi2I0box9BOfBVx4XWkZSw3QnWSSEqqFR5c2Is/+Y83Ir5/ElsfXURrpisvP2aZsk9+aj1fsqZbj3M5p2OF7qYOuusjJN0FHPzSb2JqagobNmwovZ+hbVCSJMGXvvQlzM7O4tprr8VTTz2FY8eO4cYbb7RpRkZGcMMNN+CBBx7Ahz70IRw8eBC9Xs9Js2vXLlx++eV44IEHggRlcXERi4uL9vf09HRWeZXiZHccc/0OTndHcHJuDNMvTaB9vI3x08UgZZZxzMFnVJ3psH3kL6dZWM8JhklnDdNM46dAMU3K0tLtltmfyq9XODcqrODz8FybYnfnoCAvYJdwEFDbh+0BVDhOyBtKI+UpZlXyS6c0ige57JqGcHAtScX5QEsBH9g9csK/1ynPaXcTrrwwwBXWNp0k1FmZob5xNG08rzTosF1ePG3ZdWppdSpIjl3m4Et6RmhZIVbcFN1JYtKYdzQhBuhRX0H1gKiXn/Lby5ZtjI8v7j6fTxbMDNK6wKdCOYUV4qoPoG/ISrYzyd5vLoyd5RlTFh0ryL07IOmNppZqwcTdWbpIZ/JrFM9F2iKaC/L8SVvRpTFDsfLMNU2c1WblS0u2Hvn90KUdSnjM+5d0gGTHIq7b/iRe0XkJgKyh4IJ3qQapVYannJyYsKolJ6le9FqD1rtMEyPF8fsyPlL2jz6N9138ID47dT1GpjqY/H6CeDF7eB2SoZQ9iiUrMPuukGv2I2KqwIl/qqFbrUJ7slC/bwYmKI888giuvfZaLCwsYN26dfi7v/s7XHrppXjggQcAANu3b3fSb9++Hc888wwA4NixY+h0Oti0aZOX5tixY8Fr3nnnnfjt3/5tL/zg4d2IJ0YRxym6i22kJzsYOREhns93wUThF80MLs7gwDQlgBk087cxRabGytNolRvx2I4s0tIxSANWEFiSY15GcwATWfKR/Kh4z30o3FSDwpKHkrhQfA1QlW/ogD1rXiwZhpIXh2+tDi2jVBm5OgbGdd4HI5xL6snrEC7L/V6624aTlzJS4JCB0LVVeTytAyFioVlTaTmUVLA6BkmOUL5Z0uECy51Za2uTYd+pvAB76qrKDWGVBuKMKCRA8U73FVpzETqnFNozuU2EqUOUnf5t6wvl9I1T/3zCYXbl0N0plriY74ZfR7rwS2LKjd0l5qq2BtwyA7KwIHd2jDEXyLQazhxCFXWidji2nND7pgN1IemsLQ8598VcT+cEydrZ0Gc7ArqbU1xywTG8buJJjKpeqeDnQp6HV0EiF2X5q8hI3WuFlonqLN/wMkKam5BNjPltfKQcvXISX5ndj9bCKNY9M4+oxx6UkHdx5F2X5gfAkHeFjik6J+hRX0N1axit5BiYoLzqVa/CoUOHcOrUKXz5y1/GzTffjPvvv9/GK77mrrUXxlGV5td//ddx22232d/T09PYs2cP+i+PIVEtRO0U6ek22jMRVJ94jiQvkCUG5ppx3t5Uk2LS6SKMkwibNo9LAUcbo5WyTm5C2hRKVBTy8rVPUrIKMTZq4A30lBj46SUh6e3wUUV43XK9OjmkhMa5F3cGPLqsUHNQqRLAjnGhMMhWCfja12KCywmD2+6clNh4ElZmlxGuA2m/EqFVBodk0msG8pXVp4zkiAQ5JwiWlBAB62liFH+uNCkj/53vwAEAxBqI8j+VHSuvo0yV2p7Jzhkyrr+tYLeCk70bpK+1UsQsSedOEc1Nwn0WDDFIgTgh95K75zflKUNgmIGstXGjEydh4uWr5Ithx9Q9MW4HCGEotlXDg1c2eU44QaHLVWbnDrU9AYxhsnIMwjnx7k9ojO6ZwRvPexw7Wqf8SpVgWA2KRE54WXypZ6kIaYTK7oGTozp2MDSca1GgMh8p79z4MKauHsO3Zi9Ha2EEY8/PQ/XI9SO4hMUaVBckP0NG3C2Ugm7F1jmbSrPDe+tiYILS6XSskezVV1+Nhx56CH/8x39s7U6OHTuGnTt32vTHjx+3WpUdO3ag2+3i5MmTjhbl+PHjeP3rXx+85sjICEZGRvyIdX1E7QjpbHa+TtRVxQsHwGgpAFh/C9RwjK+j6jzc5HUszsnIqIHC9kSh8JGQv5g6ApAWRnNK68LANgWsK/l8fY56n+UW9QDs0o+tF39uS8iKEx4J5UrpqsJD18/bQzr10mWH7mDoEIfIXYZaNkgnDlcRZxpdQVK0yvuvxK6kzKak7HrcNsRzvMfzBuosli/0pV3mChEjSxp8clu6PMTLjvxPb0ZN3meRMPE6Kvqn3Ycr0lAjCfpbNJKRFtrrFeI5hdY80JrX2W6dLmB28VlX/Qr2eHnvOiDu+U0UOQXWGiVz8kqJiwKMxlRF2TtAtS06yrMxssC1g3Zyw6vKJ2ce2YLT/jRfqZxn77SpS3ZQYT5bzr3HAtKuSL9P0xbQ3dbH9bufxhWjR9BWZK2MoWor7yBaFK6FOVO+S6pQpfGgaaR8ZSgzKN4cz+Gntj6El//LBJ5Y3IsdvVGMHl8A+rnA8OyZyENNFQxKudv1W2TnYj5ZS9v1CYq0ejkQtNZYXFzE3r17sWPHDtx33302rtvt4v7777fkY//+/Wi3206ao0eP4tFHHy0lKCGoKNOctE61EC+YQBRb9YBiNmZUyPwloQMxCfPSx8Wf2cIYVkfzP7PlE+4AovhW06ITpS2lUl2cdFIYW+Mti/fKlf7ydI4gAGn7XBB724UV5D/TR3ygVIP/lT8syv8T4JXHBnP+5/SZs72aPhdF/zsGhrT+ESvXhgt1ZfUPaiWE9uH2Lk5d+bMi3Lcz2NAyWPrSPvGuybbm8/eSaElsfezN03INoWDpSVqlNOLRBGrLInq7FzG/t4uZi/qYulhj6iJg5gKF+fMU+uPF9tsoyYw840WdawS0O2Cb+7Hvh7JbnJN8m7NuobCloe+xGdfN1txeca32nM6I00K2JTjqw27hNQbAzmGKtE2YLHK2C5syiLbD0/qQ51J6Nmj7WpsTTcpOirLsM2iMoOnzRfpIR0BvUuP8C17GGya/h/XRPFId2T8JdCst14KUgecp04oMUi6A0vrWReh+6hKRustE5nuqFc6Pp3Dzzgew89rncfy1bSxuGQViY4OVQiVJ9pnmBlmMpIhQCrod2Wc+zc/lqouBNCif+MQn8GM/9mPYs2cPZmZmcPfdd+Mb3/gG7r33XiilcODAAdxxxx24+OKLcfHFF+OOO+7A+Pg43vOe9wAAJicn8fM///P46Ec/ii1btmDz5s341V/9VVxxxRV4y1veMkhVAAD6VAcdHSPq5gGKzJK1clVNyN4/ZbQeKgvQRvuR/7b9mrKM7NM6iTKKFLKbxGhRrPYmLx4q6yBnQDDaEesSHESaDNwkxX0o9ltKV6csA6sUyVV6Je+ftJ2Sell1jIC5IOEzTR5eAnHmWPNdoDN7N4KWryrbTbQt4cJaEN6ypiJMokJ19OIVC1OsKYVL+HVTNq23XMaJjFQ/mk4q2whCLhiVny/4GJT1i8Dx4jiFamtE4xpKZX9pGqHXi7HQjaHnY0TzEVrzCq3ZzD1B1AXins63NGvnXJxiIoJcI0LuG7lQNu+QdIy9Iu+NRu6HJCsnMobAzAuDIbDaHI6oilffLi0LjWa9uWrkqvv8dwogEfqTEhOQaxh7vISUS5agdKyQap2Z3ynYAyOl5x/IDGPTnQt4w/Ynsaf9snDGToSIDS5SGFBuOFoWJqWRtjfXQahug2A5lpJM/ct2G3URIYbGK9ov4b9f8C38rze8ES91t2Hbwyk6L88Dic5NAljhdrwrXrJsZ08WnLYipDH1jRVwXRDAQATlhRdewPve9z4cPXoUk5OTuPLKK3HvvffirW99KwDgYx/7GObn5/GLv/iLOHnyJK655hp87Wtfsz5QAOAP//AP0Wq18DM/8zOYn5/Hm9/8ZnzhC18Y2AcKALRPR1Ad+WE31sUm0vIWJ00eli99mIGQG5Ypmhju9ewLyZmAJn82ykiHgoxYwagFoiLdFx/bAsKg5KfNJ20hDJVdtJ9yA+APuHYg5epnUgb1Ruh4mpXISugmeBoeJQhqjwAxtbkssP17DhI05aeXBbOU1w8sfZkDA733rAqEppYH4cAzT+O41iT0ojmakUAdndk5TyNomBz7k0A+r84mHwCVf0aRRhylaHV6aE+kiHM/+L0kxkKvhYX5Dubm2lBzMeLZCK05hfZsptVQ/cwTdbZl15ykXGyfBeB4swUALXRa5oNF28mL5G5ecggHpYvt2ESr67lUCDx/Nl3qNI3zfIc0f4bc2OUd2o86m4xFUEiIEa7srDL73d2Y4qJdL+LK8cNoqyRgN1EI/TItxVKIhVQWr4eEKq0JjV8qcakLaj8jtYW0q+iSzlF8eN+/4A+7b8bLC5tw3qEUral5gLrgAB3nFHQU5TZFypIQHUfQnQi6FQ3knI1iyX5QzgaMH5R9//PTiEZH5URkTTT7nQtBYqEO9tLTNVdrkKb9gYHasbheFQGVaNdNfuqWXahZtXdNJ53UK+xoa1cAK0hqNm8b4LCEnLZRIM6/tvbSOO9lxZMXNMp1SF8gbhiUCW4z8JLf3qVLiIkv4N0AiSh6BEsS+oHq+hob6nBJlTN2UgbfDSWSEIGs2HhST67ap8uZKV3+MGlzrUHazrUVpmyFwj7ECjtdOEeLNfmdfapIQ8UpVASrMYniNCMncYpWlEIpjU4rQSdO0I4TREqjnRtQpFqhl8aY67Wx0G3j9Owo+qfbiGZjtGcU2qcV4oWMjCQjwMJ5Gr1NCZAC8WyceaRdULlPENhtzpyQm7GBjys2no09pk88XyKmfaPCxb/3DNNL5+FBo1iSjmtUpLHBLkFRExKn72lf5p6BXzmH91z2EN4w8QRGox7ifPCsIgYrJezLMOiSzkrWWdrlJKXhpOWh+b34o0ffhIl/XIctj84jnlpwbU+UyshHFAGtqFD8xxGQe45N21G21NmJLHnv9xdw8P+cYT8oqw687UPPNB/06SwtD7NGZVH2gjkqW8CqTxWK2Uqh9lR5mLazCqtOdWYZyoZTB20aJD2vulb2FFdxAJFmZgiQihBCJIcLIe3HeQIr/0I1I/w9LntPpcP3TFnGKDUI6V3k2hMeXbKEw203Qttrszj47VVTOxLUmFSQE04mapM0gZR4v21/ynmr7X+Kfi/IirL3Ic2mi4P7ajy8lJyYRlB5eKhuwkthiAtQGA8maYQ4SjEa97GuvYjtYwlG4j4SrTL/S70RnFoYw9TsGGZnO9ALMTCSYMeOU7h444tIdYQTi+OYXhzF9MIIZk+PQp/soHMiRmseAXf5hadbe2qzAV0GUrAKWTqZKp65jNipJG9vMJJINFqW6OTPEV2etrVKSflUw+IQRVgynbbhe+ZlMNfsj2ls3TSDHxp5AZ2c1SSILElpMDzK3O9T8keXgjpI8cNjT+N/XPqv+NPuDYi6Y9j0nxrxzGIx3BvNSSvKHSyahwn5NnLlLu/kcYNgTRMUz+CPQpULZ0M6OPkAnSWmhVyxa8hk/LOkxMSlRFbHKj/TwM0HXaQvtCXKmR1pkOsQj7NWvvJZDgvzloG4hsZrDPJd+btopK2/xUNKK8auwYhKFqSLhgOKdWxePlNxm3o6L4FEYEC0BAPEOcKeT4asIK4gJSR8UGLCZ9JeGM8vkAPNy1CsvQZwNifeW8m7JtXRvF82zAhHQ04kA0x6TWIsDY3CXCtAwDTVmtA01oKTVVvBEhKvLPIiRUojRWZI2NcRWjpzcrWpM49to6fR2pCgr2MsJi30dISxuIfzOqcx2ZrDqOojUil6OsZi2sZMMoqn57bgiZPn4cTUBJK5FtRcjNZcZHcURV3jryQnFfR5MBMaQZsClg4amb1MRIhbHq9zIWIN0mO/v5y24locoiWmGhzn2Udebl43O/liz0QyppGsS7Ghs2jJCV3KqVpiORNLJ4OcpTOMQWyZfUpd25VBbVxC5ESyUekiQgcpXj/+PUxdMYb/vXAtov44Nj6eIprrZYlaEWDOt3KcLOa/yXtuMchkGWucoNhDpkoYegiOkV8oryJGrSDjmyYDMA2ng6mGa0TrGMEW5cBqUQQioWUhLN2rf4w7Cyj7zogO1ZJkGhJWB2YsJRI8wCMqWbS7HdexO6FVpuvoRv3M30VBqJee/AslhtNrivkEG5QsPJQeKAzG5GuVlafY71A+cUmFpBEdxEncTCC8tVBRNlXjFxqSol2kXUNGe5INbLp0n6GjfeH1opoUHq10cIe51hkRMXYonMCkWqGfGVegTWb3naiPsaiLkaiPkaiPtkqIAEgRqxTrWwvY3TmBV44exTWTEzjRn8DJ/jiOL6zH0bkNeHFmHU6fGkN8soX2TGSXjMzBhO6No9CeUB9K5h7ZGGOXrGkxfV30QUs5feG0ZRnM65trgbRCcXoyByUvZhxU2ZKYHksw0vIPaaFalJXc+iuRk7r2L3URIhjDkKxhDHKrtml3EaGtEty4/hGcvmoEf7f4I4i7E1j/1CyibpKPLyo7dy5y320L+97nP6n8q4E1TVD4fYbW8RWh7p6GQRjcebzdkcNnKCbeBCkh3pSdmulfMfvxXtbUzVJGuFwtC8KNwTI5ZIkRE5uNjO3erByAYg+04wmWXkso35nJU40IAGfJRsPTZFCiQuNEbYsEqUkEUjIIIfHsgKT0geuHCEGVhqWauMgJQs+nN6DUuEYtkMHJuTYlLJH7CU5YAsLOzNqNA7bSapgytEmvg5qTVKv8NS0GilSrzBmbSQOVCSgmEEyalFQogUKUs6wIGgtpG23Vx2Q8i82t01maCYWFzR1MJWM4tjiJp2a34PD0JkydHkW/2wJm2mifyIxz6dlCjrdrOmAQbYUoDHKyEhnX/BGgiTdeuvymTB9w7RZI2ZpM1uh7y8ZJXgdExvZIQ0UaLZUgUqlDAiKVeks9ZcsUhjicKRuP5diZM8i1DKTdS8tRnzrbsSdUD2/f+G2c2D+Bby5cBpWOY+LIgvU2yxfblZFzKZ2tDle/NU1QAIgvAdViwLD6MpKS56HvnUdSTPH2TSTpzHeizXGKN32UO2Qz6W20WWuO3Ix8bPHGVKtlEe6H/XaN7QqCQIvihyQ6yzcg7cMGKEpYClfxPlHkN+Q8s2VkxakkvGUhQVb4WQXbF2frZBUpYZUOLeFIwr6qLDdRIJyWIQpsygbL6+MsawpkfRBNilc+fRcNyaBGmySssEeRwrRLZOg1JHIhtYsCFCEkKnKTSCQlIqQkRkFUUq2QIkIUcBwm2Upk5KQQIpnnzgjQLcQqRbavN8NEtIiJaBG72qdwxcQRzGwZw0wyikXdwrPzm/GfJ7fh5akJ9ObbUKezQ1Bbs8oa3CozCTLQ8OzbTP9YGztdtLfSIGfmaLff+KnvhrxwDae5hnm3JHJCmry3TqO7Oc36WsMlgUwAh+xRypZ9lptI0PKy/ly6FkWCVC4lXjz+TNXDIIHCxmgeP7X1Icxe08Gh3iuh0lGMvbCIqEveBwWUbiO2WvP6117zBIUTAw9MFis+tWdpgiQFlOgI1zODKElj0wvaAEoYrGqMDijODcKSEVMPrwxeX+1+0hlVcHZFiIslLLooV7hlJ1uWSTjXRRcGw06dFCFCHqFxB9vsemRpyOq48yTGWLnmu2q2vZV6Q6U3CSlOICdVpKQKgfRUAzGQR9pAOc7EhjyvQ9WJpnHqCdKmyneESAkKN5SleVGk8+xLQjN0mLQ6JyooiArtcvK9OJ9SIR7IstzkJwLWalnCnlCLtJFDVtoqwXmtaWxvn0IMjVePPo+rN6zDVH8cp5MRHFnYiKent+DF6XWYmxmx25/NTqLMiyvsTkFLDJG904ac2DGAEA4zqYvIe2kIS9ZgxTumI4X+BNAfzbZct+bzcvLxOPg85dfujwHx5kUkXXcPqiSADUkBfDJ4try+ngmSMshW5bK45SRnZiloRzyN92z/N0y/bhRPdy/A1m+PYOylLlQvu5aOFJB7XDZG2UBgvKqJNU9QAEIMzA8qAE1YLuQl7YlTFskj2VJwIhBaVrLp2UxD0kwUNwFoKKbtIHXPyzThtlpm+2j+TyIqdNZE28i9NiMu+Vo3AktC3gCkWbglFsS1Py2GlRG0j6BCjpTrER6+9bFUUFMJXV4HalMixtnKhssYBpUal6WSIVKOQ660GzdIOcFwGkeWdfi7YjUkvE68rqzswnus9q5nNCUhbqksccm3H5doVjgSnS/hBIhIqiPEQlyio9K2TfKDdNL8+5b4NM5rTQMArhw/jIVNbZzor8MLvQ14aXEdnpubxPPTG3D61DgwndmwtE4rtHI7FjMGpfS5Z2OFplucyW4hZwk1z5e2FLqTwNy+LtrrukienMDIqTyurTyP1aYsU17Uz/5SACpOodkymtSOgC94y3x7FJorX6gvhwBfLjsUYPnJznIvdRmSsqd1Ah84/wH82TUdvNTbic2PdTByqp95V84nT5kdWb6DJyaG2GZ8HOA21zZB4QO0H+SnLyPZhExIg7VDeKQ0pnwuOE0+VZAEz7ZDsZ+ShiNwH5bUmLJJnCUvdDDiBIhqSZQf57II86m9+nnNqxghy7Urlqwodp8C4RHtWOCyctHpG7SXzkMZOaJko8r7YR1iEoirTSo4SSP5QwbewXYlccPU2UYLZXDyoFVRZy+dYqRSuXFgZXl1o2RE+eFi1wuNlXWxdn4DxWFqZTC2KAkiRFqDH9kDFEs9XriOsqUe5FoUAJFjaxEhybU5hrAAmdAZV4sY7yxiV/skkvEIyUaFqe0TONqdxJGFjXhudiNemF6P6alRRFNttGaUtWGxW5s1IxAAVKqKM8OIPxYAdpxKOwrz5wHJxXO48aLH0U1b+ObhyzEylR0FkLYygpLGmZv/tIVi5w8ZX6NuZpBsdisZgrIUjYjkfVbCsEtAZaRnKVhuA9wzAUNS9nWO4+YL/i8+e831OJFuxabvKbRnkvxA3ZyUmCM+8ucAQDG5+IEhKEAp6XB2kWg3jC6/WFANCxfUNBknKnBngs61TTydRXChKwxqmn6RBA0vn5aXBygNx2slXUKyhIXfIyEshlhoVm726ZIW6waZ5HXJiU9WAGSGVDSOQOArYntJJMTb/SS1cUAA8mUcMR3rk7JloRAqyYlTJyWGO+VwglxWN542cF2Tn/ZPiBDxd8AhGiTMkhOejn3366ztb1p2Ya9SEBZjeyJqUsgn15hE+W/zlyKzRcni0ixcGHAkMpPkQsfYoWRtngKq3L9HUvFgpDqyyx0Go1EPo9EpbG+fwmsnnkFvc8tqWJ6d34Snp7fgpZkJzJ4eAU630JrJjW7zHUKUiGgFICZkRcP6deqPKszt1Bi75BR+7ML/wOsmnsQ/T70aUQK05lO0ZpNsrcwsLxkvornmRKUaaazQH49wOomzviD3S4Vz6LC/0FJPHVDyE9IyVIWvVgIhYTltcUxfdJDiitHD+Pl9/4rP9K/HqXQTJp8EWospdKQygkrfcTa2DkI71z5BAexgq8x3wCMeomAl8Z6ADLQiHawtSREkqTT58sK0MDjT2+KkgNxbaJlJm/QC+XIIiwZADeg4sRHCnXqbKuW+X4qdBIZIEMJC60nICoDCYV2IQJhlIWG2LpKakNYA8jVo2kLAKj89JzASqapJTErr4tRHOb/F/CFhLl2nIm0wvUTQaX8IeYoBihGrwJ+zvMPr4ZRH0imA+/dwSImCNY419iiSViXVhYaD25+IZATKhkuDf6IjRNBBg1qeNhbKCGlUQqBCs60SdKJFTHQWcWHnRVw13sLspg5OJOvwUm89ji5M4sjsRhw/vQ7TM2NIZ9pozcTZmUPzsEa3tq01oFsKvQlg/vwEuy8+jv+68zG8avQoRqMu5pN2licnOipJM/uXFMAi3ZqYkZy0HUG3isFQ58a91jleoE3ofZYZzoYQ2rFSpmUx11oJnGmj2+U4F8hsSzaO3G6+aAR/3n0DZpL1mHg+63+jMaGeqx3bygHGyXODoHAyEoAiVu7SEoooKBWcXSKcGHDCYfKEVOgOmeDPY8TiQ/fEtRq0bKqtoPkFwkKt/q33Yuq9UmpXEq40stmRmX05gqsgLGA7CagmRZE2odcrSKCC8bsiET5PeJYZTAMVwl4gJnmeWmHDIFAG92FSdq1a9VAusRi0jCAxZOTEtSkhQoiQC03+eN46WiVxCchJ4w+GUlJDVrjtg/GDEinmWVb5W445EkSI4BITaoeSGIPYgBYlJSQkqil8JaPRJLcCj/PyNsQL2BjPYV/nOHrjLfQ2xZhOx3C0uxHPzm/GkdmNmQ3LiXFE0y3Eiyozq8mLTsY11M4FXH3BYdyw+Qmc3z6JCCl6OnNOR+1U6MGpHPYZMOfzaAX0I6CVokW2GGd1D5dTZwsyz2+E66BLR3WJAy97uY13paWlQZaFloOo0PY1jtxmXjWKv+pdA2AMoy9qcuglkS9GHgCOAW0Vzg2CwiFoT0qN8o0spem40BSEoVSOzWP6IyiAhDoIAklcAjKzGhpO6ilpgxzCAgBkQHHS5Bm9LYqSNgZFPQyhocksyaFaG1M4Jyf8PhxOQ4gD2+UkNm+gXWxQibRaCukoyytpgIp8QiAT9t6zN2Q9B7q/MjLDCIpPNsjgZOwc2G4dpyyFipdUqJt5N0xep17E1wm1L8m1KP4yT1G0Wd6hML/NEo8jGOz3akPPOsLBEJNhdhLZOsFoGUxDZ0tMUe40rq36GI8Wsa01jcvHjmB2Ywcvbd+AZxc348jcRkx1x7DYb1kbmK1jp3HphmN45ehRbIznkCJCT2fio5+aA5S8G8krBDIDyryMaqWAFEi6EdBXQAtoRQWxSwLGxfw+q3b30HNozuQuH9POIS3Nmbr+SvploTCeZ9sqwRvXP4bpS0ZxT/cqIB3B6Mva3VFp5OoQY9a5QVCMwEYxKxL7rExKSEJAI3CCaBHGZ6XOTL9mh0hkxVy/alkCYJ0vERd+bxoA9SVCyIVrSEtYr6PdELQsTEvj2JuQNFl4Xm7A0BYki0NiaAebazhqF9ZYurBE8du4ZueIZIZdJtR/gPOcBMsT8oaWToLXHLSOdVGWL0i+yUugCDlR8n05u3lo2ZTkK+2RoFItikmWV0V5JCX/I2kpMTFko4xwZHlSL28VjBZFMqjNCMRggmyQpQ6joTGfSS5FJqIuJjovYXfnZaTrImuga9K2VYJRlbk47+mWI4hT+MdjeAgdE5EqqNT1epQiQoS0VBsiIdQOnDys5LZk6qm1yilandOSB/WDcqYNbzNHbl28bfIRnHr1OP5p4VJE/RY608XY7omfAcaitU1Q2MzekQuMODgRJl4ow5YbiOPlDjnJ4dXJC2NhhmwxrUJQ+ORkRKqTlIYvrWQaFBImaE2yr9nsJyM0WiYntAxSpiVBVLNC741safbqKJBBaMHvirlG1e4b3jZ14lVFeqI9cNz4gwluQOzP0JJgbQySX6qLFF9ShrukA6bFYOQkKtJ5REUqWyq3jLBbrQhNT4kJxO8cxkmb+S4RjxCJ4AIytM0YKBGoejg/LFVImJAydh6cCHSijIhESB0iY9LxpYI0n8gETx9n8I7hID9DQjqkgeC+P6Q2HeRcHd4WVWSmjifWuqijZRmUaHANy5nStmyJZ/H2zd/BycvGcKi3D+v/X4z2ae3uih3ikV7bBIWgzmOQkZIytQRNTDQTocGbFEW1yWVr/aYeoYrLSwBu0lD1Gd8oVauJhIUUwsmKYnmsMybkQjfgwp+TFapZcerJtCvWyJbXkd8PJT38/lh9xDRlkGb1Zb9RkBP+3aR3SJSX1y9btPfgz5Z5RochJzwvJU0lxImXlREQ5YfR6+R/hYdSuNuMy+rphJW8XDkpUREziBXy0B08dQ4NrAPJBiULr6fiN9qD5YbkHp4TFpsuN1I1Szg0PxWQ5ns/LcIo+bBE3ZxILd1W6newuX9uLFvn0MAyPykSyuLLfKzUKXsYhOxY+LUHQV1SI211NhqbMmJj6rin/TL+2/aHMXd5B9/v7cH6pyK05nQxPteY8HCsbYJiBj1pwAYRUqmvLTDx3vIMaUhJ8EnpJM5j0nhCR7u/B5kh157plwhzT8NCiRYjWfY3dV3NSJs9qZR7w+XkTvpk30XtitPO2i2j4l4tqcrLqHy9S8hhiJyUenXl7SyULT4jJE7MLwptVt8y8HtaSnnmGWZEhGo9KFGxXki9Omibh9up0PSuxob1aE5Oit/ZEo5rbwK7vBMC1ZhIhwVC5Q7ahtRy1FmOWQ4tSplgCR0UZ2028o6qFvAR+jp2zgXix1R4RAVwiTAApWStVNmOHoNh/ZKcCYKxHKhjx7JUmxb+bAziwbZsW/YPtY/jZ3c9hL9MWjiS7MK6ZxRa89qZ/P7gOGoDakgdeAOdfYEcgxFYQe2RFOF6jgCRiABkwVN7VsrLHfBZDJnZSEUp+oWSEyNAoyK+WOaR66TSfNbJuIS3FCSVRf4csgIjyGnjFeWGiJhDqOB3E4fYH1J/cXISKrhGX/OXVdfJYy4rPWd1ESJjZW1A3wv2bNvlq5xgeMsyobKl+vPrKe1rkpzvurJzq0yO6mpK/B0/ZIvfACg1pjU2GMtEUrLrhW0zAH8ZJCQkZRuIEvZP+lLcbioYMg+KlfRLMgwxqOu3ZZClqKWSE/PJ+3OQ3UBSeKRSXNI5infvfgif71+Ll5NtmDisEHdNP2eO++pi7ROUHB6RMIHwyUTx1TCSogDnPTYDLhWUgXIdoSEM6DTNUFgCWeHXt0UJAk7kWsJ9FsKjCLfLW9KWbDOIUcNYzcoy3zlJAfjmHdmOhVSaO47j91kHZYTFsyepU0ZdAS1crzLdElCnjiaujJgAPjmhvx3bE4GwOJo753kPkAenLkZLIuQjcWWaEwlVxGU51vQlLcFykhSg/m6POgKSqv0THckEJQVAj9ixkx9l309owJ7yDqClUlFbIi31lAloaodCfccM49hNLn847UWVMXNQm8WI43KQk9Bvg2GNa81zceXIYbzngjY+3/svmE02Y/yYgupnE4l0gIFs7RMUKtiKDzZQBdJzyawDY6Ei8WCCl7W1V+RShIrIuoq6BFUiVcUGiIoYx5NQMqeJ0KH1NWm0UIAlKqYtWcflcaKmxtGm5EF8Ama1J4p816VtFOxPiftUaE2C/a3qxXPVd1m5Ay3nBO4/tLxUWR6Y1oQTDk5IAG95p+zdcbRgdd+hknTci2xFcgCugWwdt/dO3hqJqwTmctujVC35DJLP/E505q7eiQ5V2fQnsk+VAEhURlKUS/a4P5i6JIVvPT5TGHR5aJjtwNI1BtfeDEZoluuMorZK8JqxZ/CuvR38797rMJ9uwMjL2VELgzTd2iYodFCsEEBW8KaBCALJNsVcLjhgCtcfmpwMmi9ExioQIiNOMaYtJEGm/TwKKA5FFAiKJXjapFFCPNnGzO7JGt3ScukfIU4eKaK34BjzCQ1g4/g0X0pTHl95nZr5g2kkQi2Fs7yl9S4jZzQNISEOGVFFvNGkAHAMZIt47aavAuvvukRdSVoWFkchLcMYoiJpNfiOH+omvwxVNhZVWpS6moFBhQ9X/Uv5Y6XRS2OiNQ0MCgaq+FQpoHqZQziaK0WxY6hcU1K9s8dgGM+zZwuhpZ4qorEcNjWhrcyDbs3u6RgTqotrxv8f5i7q4O7+fnT/Yx1GTgxWn7VNUJhmxM6mhTTUnsGJViSeZA52gy/r/GuW1DGIQbV2NUlSHXDBKRoAC0LRqwLpA+4nxSF8plzthlvSkjey4yzOJBE0JnzHEdfcaCk9PxmZ3EMVJJuJgchozbRB2wypDEnzokrCKi9epA2eAySRE6M5idhvRlgccsPLq1PPumQmuwHQjq4ykq0DbiSbuciv1rTQM3kkPyhe+hpLPWdC8NZR7cfQWNAKvSR2DhiE1gA5IA6A+HyqNDswUCUKSR6f6AhJwGCojsFs2f2cTZISqbT2dc+28a7U98MtaSmsjxZw/br/xNRFY/hq9wqo3hjixfplrHmConJ/HGDvg5NMIWzHlr/0Gqr8saggGnSZw9HY8HqE+tkdQ6sxiOp7QIRsUridTSlRM2QlRBz4wEWIjb2Ghqv9oEITEH2wiNdi9aBanNrCWxhgawtTWgZLG3omKg1WqxAgN4MYAovEhJdDSUpU8ZuRkuy39u+1pE+Cu9OEtNwAU2vlERNOVqqa1xwgmOoIqdL2kw7phqxUwQjLKsE7CEkpE8CDuDofZGdMki/xqFTDMA2tVH7OlvbfRTOOpEDUV8V7bstz24MudZndRdyHyyAClC//nGnCshzGsSvhVG65YQzIN0bzeOvkozhx0Ti+Of8qdHr1y1jbBCWHArzlBjmRGxRayjHp+VhQlxNQwsQmb6KACO4GKkOZoDEVLWMQNZ/3kO2Dt+wjFKvMPypUpDYVNC2W3AQ0X3Z5yBKOIpGkvbGxAQ1PUWEB9F4lYV6Wn95XIC81MHbKon1Y59ngpAEBgS5V0yMgAsMmJMPmkcgHM4wNaVoGBm1DiWAKUIycaP5CCmk5uC1KpLQ19KMGf8YHSoIIkdZoq8SeaGwO9OKChpIUjpCQDsEI3iotQZk9xKBGkT3dQpJmZ/EU41jWJoqqtHXxO40iaJXZI6genD5MoNCG+zuG9u5/GG1KyM/H2UYdjclS/KHUMb4dptwy0HZNoHBePIN3bPk25l7dwcPqvNrlrGmComN4/jk0su9il5cJVLM+Tdi8p0ngWgFannbTedct6XtbXMXzUUqoaBlU2IQEcEWdqhASeqosjZbvkS7PUMJiiQWbgTlC16ZT9nf2p50yQcqlZTmfZeB9XtK2znNDCZdUXp63ln1KCCUahzoGr6LWxCMswm8FZwt6kJQwTYqvRYHcBnVJzAD5ZFsT/lt2W58JOHpeTMXBgTkpMTNJKvqNu/tI6RKPsq62YLlQJpRDjrnE3R/5kkmSRvnBgjojJxLHsRMVZfsn6gHxgkLayX7HSjt+WKiWxJAUoP4hihJC5KzuVuDlQJ2dRSESQcOGdRq3EktI3JYlUikuaJ3AT207iN3Yhf9Vs5w1TVCMethr7pxIiBNaYWLoxAOQvM3SAZqThCrSYMhTJQEJhDu7VsoG45DGJDTTrHpOhyAwlQJREtSmbcwglqfl2hWAaUPy/JIti10a0m4w17TQckOaGlt3fn8lbepoRUj7Vy7xDTt2DCjMpfuQyImnMaHpQ8Qj/+R2KO738odroEfPIXvaOmSjoMTEaFMouRjW6VoZjJFsQgbrWCVsJq9KSQpH3W3HofLqLu9ICDn3SlKyi4cQViB7psw7Z5055nHxoka8qPKTjTVa7EgATlIAONoUicQMgzO940e6Fm3LYclRyNneaoFkZL2vcxyTG17+ASEoFGRGXRbmbY0ViIPOE4bGgWL2Tl64KgGEQlh514tK8mlfMAShvLG6Xj4U11BS+w2Csmv6vA9OUxpSqVh6RjJsXkoq6KcUbgtQbjqSTNqBUGvIC7STc69SPcHILRsnzbNaR7NWWjfSJ8GlHBNGforLObQc81m2pBMJ+YTyQ3UQ77UsTckSjgR1hkhKmjdMmwtdUG+gGYmgJAVwBZW0zLNUkjIMQtuMU62QpBGigHbUe6fMOJNqRF0g7gLJSBYutf8gPlBqHycgOCZbKlkYBPT6ZeRo0KWfpWA5l3dCdkGGpIyrbu2yzgmC4i3F5DNRKivNbDxkUwGQWbwJr7iuqGkx7pxJOL8kJSpUM0K1CMHMZeEV9a/U9KjwPdexZVDaF7K8fFsPv5ncPsvT8B1FFHSZR7M8mqYnZIAvDTnlUfJC6js0GDnIL2L7ideHa8O8Z4Oh0rbEIyOAs4xTlg4mrV+mpB0Rl3qYy/qi3AG3FfN6hiDLwqAXWck3ShncQ9e0QxIyoZNa/yfGSDbJl4XooYHmvJs6u0pCBqPDOnALaUGGscUwAijVCq0+Y/N8LOOPXApEiYbqK3tchmmHOks5khYFGE6TwttjkN0+gxAaTkbKyNFKakWqtnLXTVMHqc6OoKyLNU1QdAQgcl8MZzcOF9geU2A/KUmoc30gPL0lNi0ZITHSucjizbCpoAgyhZIKlZEbTjAGJD7ibJddV1fVj5Vlmy4kfJVLPLxBjjFQO3lm6W1702sxDYrV3tS5h5rwbFF0Tg5sHbR4X17dy8hhRV09AjgMOVHub+7LRCs5vVcPY7Aaig+hriAWSbefVyld2cXG+LWOViXJ15kjuIcFxqogLBSFYB/ceRewPCQFyATjchiJ9vsxRvqFtsTxskzfSQEq1VCm/ZTOCUY5uOHscpAUwHcBP4gGqtpLbFH2WkLVElIorqz9B2mDNU1Q6OBYCDFdEAIzS9XuLMqRCaQdOXEQm16aEUhEQ7vJ7ZKRVk6dKSmSHJsNPP4ECEawvmXp+L1WkaMBBXulfQbtD4GccO2D044OafVJjrezp2QQDd+AXy8nmrcl61N6ZpEDW0ftl2GSSCRXgiUeJQk5uQBrc05C8lOIQ8RE/C3q/wXSHCJFdZ49dg2uIZFsUwBYd/ZphcDnRrI03NiWtJW/h7Kuw7ZBUJekVG07rmtvIiFWKWbSUSzOdrBxXkOl2pITY3tiDw+UqqiRb0+GYxPU1TE6jjGyv2NnOUmKJDAlj7RV7ci1KSGNSdn1V6NDubJDJc801jxBsQOq+WqFKpFgRg7ocjnqDKyBWasK/mBhfAZh61h0rJnHceHgGIxSIQxUCiZxrKohREXNUZlwCAhOL432g0JpeDFKCjSXVCwdTapIO9D20kV4GrlpPOPbYIUqIBFYQPYJowL9lafxSIUms9SadaoiJvw372tv6UYiJ/Q9FIkN0ZygSO/ZVpF3uagTeWk5CRGfS+2ks3a/9Hkx9dG+XxQgN1w1ZZEwqOwz1QoplLOLR9rR4xhxVmw3dvIxAUW3IA+z3DOowOOaBCnebKH+/tw2xMc7aM8mmaO2SCONsvyefZN5F+PcMBawyzsAHHudxDi0g+vqnu5sOlOalBBCyzl8twpt77JjApZKjKS6DZKnyFv0U532WkmfLGuaoGhAkE4sjSKCzsyucyial34PCBl6Gc9+oUoOmOs7EcwQNy9ER5pUPEBYJEjxnEhI94xA81XNWkPXCOWvQ/pYWltdI8yFikpLc6Eu9Iw0zbVMet7/Jfcm1okLXZOPkBH6DHo7kEh6ikI7JEnxAIJMHCKp8DRVPE1OTBwbFLC8nNQq7RGTsroKr8Nwyz86nwpojVxeWqdsnJg4O3yEMIMUyjNpzMKKtHSJx8tP7FCqUJdU1D2vJyRcQzYpZTDpZ9JRPHpiJ8aPKrRPF/dlNCceVEZadKyQxsohLSrWnkGxdw9C3TgJCTlyAwYXrCGX+RTGOZ4hKbw95dOfXY0JDx/WLmg5fLssl2Fu2VboQWxW1jRBsduMiQC3n0EVA1yNRkjQSr8JKlXrVAgRQcsJVZCwOIOmYSolM+4Qyu6PhklEjwphhjKbiEF3AnlkgghoLrAUDxTqQ8kKJSHBqtBnok6/UsE8QH8EtzVzkqNJGhOU19F7jkj62ktyHokIaT5c4kE1JxDigYxcl5Jkdl0nnKZn/Vm5xMMLokRUyxqULI50/jKijKgMUgawMr45DLhADfsNUXi+uwlHj2/EeS9pRP0sjeZO2jjIs5TmmpS0BXQ6fYxGA7gYZajjyG0Yr7MSIeEwJMW9Vn2iR0mOVPYgdbVbv1fZMhFQz2MuxxonKHBGL62MyrC6EYLDkiAYHVnAZ7ZSGZQoBfJZQS6l0zypQFZ4ccKsu3QZSAXSCXkGmsEaGxsxbYm2gAghiajY3zRBidZMuLQfXkakhLRWi1GmCSDl2kfTkAvNkmj2Ry+vSRpzfekeWN2c4AqCYtMwwuBoSASyIpKX/F0U20Z61vg1hbTebQbvJ8strIhVDof1d/DI6aj2JHOBr+xFjct7s5MHKHbw1NWkZHkKYRPyoDqswawEvgQhkZSebuF7c9sQPz+C0VNJ5uK+bDkxR9H/CmkL6I8p9Mc11o10MRL1rBAr2qnY2bNUT7I2L+ot/VACURchbVTZsg49pkCK43UQt6OT/Gf73KGiTn4bx9ADEcS1TVAozCBdg5zQmS/XokhNV0pktBdU/NbCgEwK9QSyBD575IaA+T3XuW1bZMVAP0gZtbOYdX9yt57mi5bNlkWohmOYcdgjliXSK2hzU1fLIpBckRHnz6ymdTHXsM9zUV/vtiUNTAlR8eyXBGIChMlJ0PFavrWea1P49aVrOiiLk9KV5LVaE4HxK2SEQyInUtGcnFQfCJhFUnKyVEPZMpJCbVGy6w72ggyzm2g2HcF3X96B8aMKrdkkf1bz54AfFJhDKwVECloppDGQjCj0x4FkFBhr9zEqGBib+zOfoeUsKTxEYpZqQ1Fmi2JQZ7mF263QMF6uRDZW0sFcFSTtiEQELfmsiXOHoAD54FyMwnRAVibegAiE0se1Qlg5gssEMY2AN2gzzUktrUwAGoBny7JE1CY7ijUpbf9gHuGmBfLGhbwicZLNiZOXlytUaRBCF8yj5HIc+2yuNeH5WRqPkOTkQ0xH2sE5zTkvO1j/Eo2GrxXhZITH+z5NKjU3FRMCXsbAfSX1SWAHD3Vzz4kIP3+Hgh4YCJ2VEwl3U3eWL11jECzVDTw/p8ZsQeZ2EUAmMJ/rbsKLRyex43iKqJsUjFDr/PnPGtZb8km1fY50DOuBdqTVF53aGSttWWtUrUUp2wE0SJsUeUl75M+OZNdDYbQbdXbx1KkH3SVUdr7QSmpPQqRjqYbKa5ugGI2JNzNV9CMbRKF8klIXdUgKvbwRHlUDNQeT3WWz/EDWUhjByTmCuDNoAJJSpw4OWcylradN4WUyIueQSoEABOtdQlTCFSbfS7QSpUSAfXfKM9k5QSbEzNtlRDUl9J4YWSm9tnQtSqBZmP2MyslJHQd9XhtKaZww7YRnbZWzsVB689VMSnJiIm85pumL7yGiEvotxYXO8zGQPMrWRbVQLpZ7EvIQxKrcpX5dA9lUR3j89HZ0jrYxMt3PTjE2UJmGJHtGlPP+Kl2880oDrYWM1CgNjMR9tFXfvxcm4OiJRsXOnaRUu1Jmj2IgCdFScgJ5x01ZG3L7nrrGyVVnJ0m/V5v9icEP1BKP0uQMCCB7GVI2oplwBEiKJLwiEkYGbG9mLM38SX5vVsvrXyG8aq5WsS9yWfYn5XNKSDbIbJUTCUomSqpCSUoR71/Y9hXVNDDiMNBSE69fjXsN2puEwutAIFpUcwI3qKi39rUoNL9to0GIiqT54CSFkJPs09WaVNrkSM8ZCa8Mc+J1XjeZpHDSETKOpZDO5IkIkbFxwsMtbS8OEZNih0nY/kSyNfDCS7QKfLmHalYMcaljfEtn41R4xtB4MVmHR1/YiYnngXg+tZqT/EL5c6Lk5dhImZ3WiLqAagNpS2Nde7F8q7RAMuy9Qj7xeKmoe2hiaNcO9xBL4yUD2TKSUodwrFZyIi391MWaJii1iZjRtOQfVPCVQiE4G65liKmyFzEkuEVZGSI9gbpKTaCkPJRElJTnFzZgGn5NqQyJWIhqHBRtFyIp/FJVz0RIEzJAHhM2VN4AQTLEwjGZIG3EySUnKjY/LVfqlzLywoiKQ0rMFuNIO+VTPyn89oZFqF1FrVWoD5ZzzZOhznLMsEIiRB4G8YvhnptchHGfKXU0N5LQfHxuB+afWY+Nx1NESXl+Ot5qpaAj5TzXiIB0LMXWkdmgi/fQMoFjNFtBUoY1qjVLOVVkjpMUrwwh3JRZh6SEnMCZa682UrJcWNsEBfBHRMcyFYLAy9WMghyk5dHlodpV8YSRcgSsvRATLn4lSFzZYDyIsC4rh83iQ+kcsxFB01O63CIJkhC7omTS3CMnKbzeREBKdWNFh+spQWrjUBsOUi4vT9CiAHCWdiyP49ch2jqH6/HnTdKSSPURyIldcqFaEyV3o3OtMiwnwcgbsY7WpG68tg+h6wfFOGujNix8F8+goMRnEAPIMo2KU34Nx24SQaKC9VQyjkMv78bEkQidqcVs905uf2KJraAazshJTnJJfNoC1EQfm9uzlYa6VSRjuR2zGVB7k7I0lChwrQlFaDtxiKRIxrQ0/GxB8nGy3Fj7BAWC4AnNxkvi5dkZSZcPzsFdJGXvBRMGEnEQD/2s0Jo44wAvMySMQ1UMkR1SZ9rOwxiZ8vpJws0u/YQ0KaHyUMSL5EGjnp3EACTNia9DYgLpHMLFbz1vJ/soEiLiXgzBNq1LwLhRt1ZwyInT95Sc1CGiApm00V6bGjZWUt86WhRA9BZbpf2ou/WYgjthSxABOrWHBtbBoEaykuOy5UJIu/JsdwsOP7cF245rxL00f1/N8R3sZg17S3Jia7Qn5DlKRoDxdYvY3JoF4BvrZsWkHvkYZimnDsEBZHuUQckA3fbLv9fJI0Fqm3Mda5+gKCI0UWPiRRlGVeISwecvUYgXE20rSpdBpBkySRJUvghCTYRUX4nMSEIkkNdLZ5LVIG22DCKcKUlxCCEVkDpQfpVQK9FYlU1+q+w4yuMrZunOWg/LxkmLhksmKSkhmpYal82yC8LejH2l9iaUnEik1THY8m8v2F5138lB8y0BZUs6ZiePZJ/CUanhqLF0NGzZw8CQFCMMuzrGv5/ag9FnOhg70cuIRwCaMDNvUpM/p0pnBOW8iTmsixfEHUMGIc1IyA4HGIzEUA3AUjQxIZfzZ3oJZjl8nhRG2wVRkzQjVW0zjEO2ENYkQdH5NDJdXHAHrBSFzQfgGsxS8EFAmj2HtBd8Yl9JiMKZvbxMwIh1C830ER67xfIlgc3iHJ4j1UsQiGXLQLU0T1RDkBfmGSezfLXG9DLSRupIUaWIyxJVpBl6qSJQROC+nfYJaVnE+kHUoDhLOhGJF8iJTVsFqYHLXiimsbH2L1H+PdK5UWb2qeI0036ojLBrpaGiFDrWmYfbKNu5kwKIoxRxpJEonU0jlEaqNLTS0FFqd+FEJC6ONLRKbJxWaf6ZIFUpdJR9IuojUjoT7lGCCBqRStGFzs6QybfwmoFeEePG5bBtKSMrEVJneYcTq5T79iDxU0kHTz43jvbzC9CnF9FP0vyAQOfiSLNWywss8mutoBOFVCkkiJAohX4KjPamkcwuYE4wHo6sgNfOfXHywe85hoYKtFVdMrfU5SLzDAyCBEBayz2121bDXCuM7PqDHhIoERupjNnTWT11jftUuk6qVYYjR45gz549Z7saDRo0aNCgQYMhcPjwYezevbs0zZokKGma4vHHH8ell16Kw4cPY8OGDWe7Sj/QmJ6exp49e5q+WAVo+mL1oOmL1YOmL1YPtNaYmZnBrl27EEXltjRrcokniiKcf/75AIANGzY0D9wqQdMXqwdNX6weNH2xetD0xerA5ORkrXQ/GKbADRo0aNCgQYM1hYagNGjQoEGDBg1WHdYsQRkZGcEnP/lJjIyMnO2q/MCj6YvVg6YvVg+avlg9aPpibWJNGsk2aNCgQYMGDc5trFkNSoMGDRo0aNDg3EVDUBo0aNCgQYMGqw4NQWnQoEGDBg0arDo0BKVBgwYNGjRosOqwJgnKn/3Zn2Hv3r0YHR3F/v378c1vfvNsV+mcwp133okf+ZEfwfr167Ft2za8853vxOOPP+6k0Vrjt37rt7Br1y6MjY3hR3/0R/Hd737XSbO4uIiPfOQj2Lp1KyYmJvDjP/7jOHLkyEreyjmHO++8E0opHDhwwIY1fbGyeO655/De974XW7Zswfj4OF772tfi4MGDNr7pj5VBv9/Hb/7mb2Lv3r0YGxvDvn378Du/8ztI0+JMmqYv1jj0GsPdd9+t2+22/tznPqcfe+wxfeutt+qJiQn9zDPPnO2qnTN429vepj//+c/rRx99VB86dEjfdNNN+oILLtCnT5+2ae666y69fv16/eUvf1k/8sgj+l3vepfeuXOnnp6etmk+/OEP6/PPP1/fd999+uGHH9ZvfOMb9Wte8xrd7/fPxm2teTz44IP6Fa94hb7yyiv1rbfeasObvlg5nDhxQl944YX6Ax/4gP63f/s3/dRTT+mvf/3r+vvf/75N0/THyuBTn/qU3rJli/77v/97/dRTT+kvfelLet26dfqP/uiPbJqmL9Y21hxBed3rXqc//OEPO2GXXHKJ/vjHP36WanTu4/jx4xqAvv/++7XWWqdpqnfs2KHvuusum2ZhYUFPTk7qz372s1prrU+dOqXb7ba+++67bZrnnntOR1Gk77333pW9gXMAMzMz+uKLL9b33XefvuGGGyxBafpiZXH77bfr6667Lhjf9MfK4aabbtIf/OAHnbCf/Mmf1O9973u11k1fnAtYU0s83W4XBw8exI033uiE33jjjXjggQfOUq3OfUxNTQEANm/eDAB46qmncOzYMacfRkZGcMMNN9h+OHjwIHq9npNm165duPzyy5u+GgK/9Eu/hJtuuglvectbnPCmL1YWX/nKV3D11Vfjp3/6p7Ft2zZcddVV+NznPmfjm/5YOVx33XX4x3/8RzzxxBMAgG9/+9v41re+hbe//e0Amr44F7CmDgt86aWXkCQJtm/f7oRv374dx44dO0u1OrehtcZtt92G6667DpdffjkA2LaW+uGZZ56xaTqdDjZt2uSlafpqMNx99914+OGH8dBDD3lxTV+sLJ588kl85jOfwW233YZPfOITePDBB/HLv/zLGBkZwfvf//6mP1YQt99+O6ampnDJJZcgjmMkSYJPf/rTePe73w2geTfOBawpgmKglHJ+a629sAbLg1tuuQXf+c538K1vfcuLG6Yfmr4aDIcPH8att96Kr33taxgdHQ2ma/piZZCmKa6++mrccccdAICrrroK3/3ud/GZz3wG73//+226pj/OPP72b/8WX/ziF/E3f/M3uOyyy3Do0CEcOHAAu3btws0332zTNX2xdrGmlni2bt2KOI49Znv8+HGPJTdYOj7ykY/gK1/5Cv75n/8Zu3fvtuE7duwAgNJ+2LFjB7rdLk6ePBlM06AaBw8exPHjx7F//360Wi20Wi3cf//9+JM/+RO0Wi3blk1frAx27tyJSy+91Al79atfjWeffRZA826sJH7t134NH//4x/GzP/uzuOKKK/C+970Pv/Irv4I777wTQNMX5wLWFEHpdDrYv38/7rvvPif8vvvuw+tf//qzVKtzD1pr3HLLLbjnnnvwT//0T9i7d68Tv3fvXuzYscPph263i/vvv9/2w/79+9Fut500R48exaOPPtr01QB485vfjEceeQSHDh2yf1dffTV+7ud+DocOHcK+ffuavlhBvOENb/C23D/xxBO48MILATTvxkpibm4OUeSKsDiO7Tbjpi/OAZwl49yhYbYZ/8Vf/IV+7LHH9IEDB/TExIR++umnz3bVzhn8wi/8gp6cnNTf+MY39NGjR+3f3NycTXPXXXfpyclJfc899+hHHnlEv/vd7xa37+3evVt//etf1w8//LB+05ve1GzfWwbQXTxaN32xknjwwQd1q9XSn/70p/X3vvc9/dd//dd6fHxcf/GLX7Rpmv5YGdx88836/PPPt9uM77nnHr1161b9sY99zKZp+mJtY80RFK21/tM//VN94YUX6k6no3/4h3/Ybn9tsDwAIP59/vOft2nSNNWf/OQn9Y4dO/TIyIi+/vrr9SOPPOKUMz8/r2+55Ra9efNmPTY2pt/xjnfoZ599doXv5twDJyhNX6wsvvrVr+rLL79cj4yM6EsuuUT/+Z//uRPf9MfKYHp6Wt966636ggsu0KOjo3rfvn36N37jN/Ti4qJN0/TF2obSWuuzqcFp0KBBgwYNGjTgWFM2KA0aNGjQoEGDHww0BKVBgwYNGjRosOrQEJQGDRo0aNCgwapDQ1AaNGjQoEGDBqsODUFp0KBBgwYNGqw6NASlQYMGDRo0aLDq0BCUBg0aNGjQoMGqQ0NQGjRo0KBBgwarDg1BadCgQYMGDRqsOjQEpUGDBg0aNGiw6tAQlAYNGjRo0KDBqkNDUBo0aNCgQYMGqw7/Hwi0BVNVi/peAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = cv2.imread(\"test-photo.jpg\")\n", "\n", "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)[1600:2000, 3000:4000]\n", "blurred = cv2.GaussianBlur(gray, (5, 5), 2)\n", "edged = cv2.Canny(blurred, 50, 150, 255)\n", "plt.imshow(blurred)" ] }, { "cell_type": "code", "execution_count": 149, "id": "1b20b80f-fe4f-4918-a766-beae29cd6262", "metadata": {}, "outputs": [], "source": [ "# find contours in the edge map, then sort them by their\n", "# size in descending order\n", "cnts = cv2.findContours(edged.copy(), cv2.RETR_EXTERNAL,\n", " cv2.CHAIN_APPROX_SIMPLE)\n", "cnts = imutils.grab_contours(cnts)\n", "cnts = sorted(cnts, key=cv2.contourArea, reverse=True)\n", "displayCnt = []\n", "# loop over the contours\n", "for c in cnts:\n", " # approximate the contour\n", " peri = cv2.arcLength(c, True)\n", " approx = cv2.approxPolyDP(c, 0.02 * peri, True)\n", " \n", " # if the contour has four vertices, then we have found\n", " # the display\n", " if (len(approx) == 4) and (peri > 800):\n", " displayCnt.append(approx)" ] }, { "cell_type": "code", "execution_count": 150, "id": "1332a470-1561-47fd-a809-4858d381c49d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([[[276, 83]],\n", " \n", " [[709, 191]],\n", " \n", " [[736, 132]],\n", " \n", " [[304, 25]]], dtype=int32),\n", " array([[[811, 153]],\n", " \n", " [[781, 260]],\n", " \n", " [[813, 154]],\n", " \n", " [[999, 361]]], dtype=int32)]" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "displayCnt" ] }, { "cell_type": "code", "execution_count": 151, "id": "4db67c7a-520e-4733-b2b1-338c11149b6b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = len(displayCnt)\n", "fig, ax = plt.subplots(n, 1)\n", "for i in range(n):\n", " warped = four_point_transform(gray, displayCnt[i].reshape(4, 2))\n", " ax[i].imshow(warped)" ] }, { "cell_type": "code", "execution_count": 59, "id": "f85617df-aa30-4245-a6d5-f9a92ef15f7a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# threshold the warped image, then apply a series of morphological\n", "# operations to cleanup the thresholded image\n", "thresh = cv2.threshold(warped, 0, 255,\n", " cv2.THRESH_BINARY_INV | cv2.THRESH_OTSU)[1]\n", "kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (2, 8))\n", "thresh = cv2.morphologyEx(thresh, cv2.MORPH_OPEN, kernel)\n", "plt.imshow(thresh)" ] }, { "cell_type": "code", "execution_count": 16, "id": "97e389e3-1344-414b-b762-1ec261aa6032", "metadata": {}, "outputs": [], "source": [ "# find contours in the thresholded image, then initialize the\n", "# digit contours lists\n", "can = cv2.Canny(thresh, 50, 200, 255)\n", "cnts = cv2.findContours(can.copy(), cv2.RETR_EXTERNAL,\n", " cv2.CHAIN_APPROX_SIMPLE)\n", "cnts = imutils.grab_contours(cnts)\n", "digitCnts = []\n", "\n", "# loop over the digit area candidates\n", "for c in cnts:\n", " # compute the bounding box of the contour\n", " (x, y, w, h) = cv2.boundingRect(c)\n", " # print((x, y, w, h))\n", " \n", " # if the contour is sufficiently large, it must be a digit\n", " if w >= 30 and (h >= 30 and h <= 60):\n", " digitCnts.append(c)" ] }, { "cell_type": "code", "execution_count": 17, "id": "dcc6b926-37ae-4a95-97b9-5d560cedada9", "metadata": {}, "outputs": [], "source": [ "# sort the contours from left-to-right, then initialize the\n", "# actual digits themselves\n", "digitCnts = contours.sort_contours(digitCnts,\n", " method=\"left-to-right\")[0]\n", "digits = []" ] }, { "cell_type": "code", "execution_count": 18, "id": "523725fa-be66-4734-983d-fb60e1c1a488", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "KeyError", "evalue": "(0, 1, 0, 1, 0, 1, 0)", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[18], line 42\u001b[0m\n\u001b[1;32m 39\u001b[0m on[i]\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;66;03m# lookup the digit and draw it on the image\u001b[39;00m\n\u001b[0;32m---> 42\u001b[0m digit \u001b[38;5;241m=\u001b[39m \u001b[43mDIGITS_LOOKUP\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mtuple\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mon\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 43\u001b[0m digits\u001b[38;5;241m.\u001b[39mappend(digit)\n\u001b[1;32m 44\u001b[0m cv2\u001b[38;5;241m.\u001b[39mrectangle(output, (x, y), (x \u001b[38;5;241m+\u001b[39m w, y \u001b[38;5;241m+\u001b[39m h), (\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m255\u001b[39m, \u001b[38;5;241m0\u001b[39m), \u001b[38;5;241m1\u001b[39m)\n", "\u001b[0;31mKeyError\u001b[0m: (0, 1, 0, 1, 0, 1, 0)" ] } ], "source": [ "# loop over each of the digits\n", "for c in digitCnts:\n", " # extract the digit ROI\n", " (x, y, w, h) = cv2.boundingRect(c)\n", " roi = thresh[y:y + h, x:x + w]\n", " plt.imshow(roi)\n", " plt.show()\n", " \n", " # compute the width and height of each of the 7 segments\n", " # we are going to examine\n", " (roiH, roiW) = roi.shape\n", " (dW, dH) = (int(roiW * 0.25), int(roiH * 0.15))\n", " dHC = int(roiH * 0.05)\n", " \n", " # define the set of 7 segments\n", " segments = [\n", " ((0, 0), (w, dH)), # top\n", " ((0, 0), (dW, h // 2)), # top-left\n", " ((w - dW, 0), (w, h // 2)), # top-right\n", " ((0, (h // 2) - dHC) , (w, (h // 2) + dHC)), # center\n", " ((0, h // 2), (dW, h)), # bottom-left\n", " ((w - dW, h // 2), (w, h)), # bottom-right\n", " ((0, h - dH), (w, h)) # bottom\n", " ]\n", " on = [0] * len(segments)\n", " \n", " # loop over the segments\n", " for (i, ((xA, yA), (xB, yB))) in enumerate(segments):\n", " # extract the segment ROI, count the total number of\n", " # thresholded pixels in the segment, and then compute\n", " # the area of the segment\n", " segROI = roi[yA:yB, xA:xB]\n", " total = cv2.countNonZero(segROI)\n", " area = (xB - xA) * (yB - yA)\n", " \n", " # if the total number of non-zero pixels is greater than\n", " # 50% of the area, mark the segment as \"on\"\n", " if total / float(area) > 0.5:\n", " on[i]= 1\n", "\n", " # lookup the digit and draw it on the image\n", " digit = DIGITS_LOOKUP[tuple(on)]\n", " digits.append(digit)\n", " cv2.rectangle(output, (x, y), (x + w, y + h), (0, 255, 0), 1)\n", " cv2.putText(output, str(digit), (x - 10, y - 10),\n", " cv2.FONT_HERSHEY_SIMPLEX, 0.65, (0, 255, 0), 2)" ] }, { "cell_type": "code", "execution_count": null, "id": "4d1b2e22-d0f8-4276-b051-79b3a4279c9e", "metadata": {}, "outputs": [], "source": [ "# display the digits\n", "print(u\"{}{}.{} \\u00b0C\".format(*digits))\n", "cv2.imshow(\"Input\", image)\n", "cv2.imshow(\"Output\", output)\n", "cv2.waitKey(0)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }