{"cells":[{"cell_type":"markdown","source":["Access to Google Drive"],"metadata":{"id":"uM_4emgnL0Qo"}},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":18010,"status":"ok","timestamp":1646730307076,"user":{"displayName":"Percobaan Colab","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"17357386568344120398"},"user_tz":-420},"id":"dkv8XgIRo5MB","outputId":"9f0b233f-0822-4c9f-df2f-f3276e8fde5d"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/gdrive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/gdrive', force_remount=True)\n","\n","import sys\n","sys.path.append('/content/gdrive/My Drive')\n","\n","import os\n","os.chdir('/content/gdrive/My Drive') "]},{"cell_type":"markdown","metadata":{"id":"9tDnbB-hHAIY"},"source":["Function to list files"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"lPPa701nGvo_"},"outputs":[],"source":["def list_files(startpath):\n"," for root, dirs, files in os.walk(startpath):\n"," level = root.replace(startpath, '').count(os.sep)\n"," indent = ' ' * 4 * (level)\n"," print('{}{}/'.format(indent, os.path.basename(root)))\n"," subindent = ' ' * 4 * (level + 1)\n"," for f in files:\n"," print('{}{}'.format(subindent, f))"]},{"cell_type":"markdown","metadata":{"id":"xGvBC2CWJQmR"},"source":["Check the folder structure"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2502,"status":"ok","timestamp":1646730309576,"user":{"displayName":"Percobaan Colab","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"17357386568344120398"},"user_tz":-420},"id":"0Rfi9yMiGySO","outputId":"0213b15b-054e-4e36-884c-05e17f21b0a3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Dataset/\n"," C.longa/\n"," kunyit_146.jpg\n"," kunyit_95.jpg\n"," kunyit_391.jpg\n"," kunyit_81.jpg\n"," kunyit_185.jpg\n"," kunyit_192.jpg\n"," kunyit_350.jpg\n"," kunyit_346.jpg\n"," kunyit_390.jpg\n"," kunyit_378.jpg\n"," kunyit_150.jpg\n"," kunyit_178.jpg\n"," kunyit_42.jpg\n"," kunyit_56.jpg\n"," kunyit_186.jpg\n"," kunyit_353.jpg\n"," kunyit_347.jpg\n"," kunyit_387.jpg\n"," kunyit_43.jpg\n"," kunyit_344.jpg\n"," kunyit_193.jpg\n"," kunyit_232.jpg\n"," kunyit_385.jpg\n"," kunyit_227.jpg\n"," kunyit_191.jpg\n"," kunyit_233.jpg\n"," kunyit_179.jpg\n"," kunyit_226.jpg\n"," kunyit_352.jpg\n"," kunyit_187.jpg\n"," kunyit_57.jpg\n"," kunyit_151.jpg\n"," kunyit_80.jpg\n"," kunyit_152.jpg\n"," kunyit_145.jpg\n"," kunyit_94.jpg\n"," 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kunyit_365.jpg\n"," kunyit_65.jpg\n"," kunyit_211.jpg\n"," kunyit_228.jpg\n"," kunyit_360.jpg\n"," kunyit_198.jpg\n"," kunyit_200.jpg\n"," kunyit_374.jpg\n"," kunyit_364.jpg\n"," kunyit_205.jpg\n"," kunyit_238.jpg\n"," kunyit_370.jpg\n"," kunyit_359.jpg\n"," kunyit_166.jpg\n"," kunyit_373.jpg\n"," kunyit_358.jpg\n"," kunyit_49.jpg\n"," kunyit_71.jpg\n"," kunyit_59.jpg\n"," kunyit_214.jpg\n"," kunyit_74.jpg\n"," kunyit_176.jpg\n"," kunyit_171.jpg\n"," kunyit_60.jpg\n"," kunyit_204.jpg\n"," kunyit_159.jpg\n"," kunyit_377.jpg\n"," kunyit_64.jpg\n"," kunyit_363.jpg\n"," kunyit_389.jpg\n"," kunyit_66.jpg\n"," kunyit_161.jpg\n"," kunyit_202.jpg\n"," kunyit_175.jpg\n"," kunyit_73.jpg\n"," kunyit_174.jpg\n"," kunyit_361.jpg\n"," kunyit_58.jpg\n"," kunyit_149.jpg\n"," kunyit_203.jpg\n"," kunyit_349.jpg\n"," kunyit_67.jpg\n"," kunyit_148.jpg\n"," kunyit_201.jpg\n"," kunyit_98.jpg\n"," kunyit_70.jpg\n"," kunyit_375.jpg\n"," kunyit_163.jpg\n"," kunyit_362.jpg\n"," kunyit_160.jpg\n"," 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temulawak_235.jpg\n"," temulawak_197.jpg\n"," temulawak_154.jpg\n"," temulawak_251.jpg\n"," temulawak_131.jpg\n"," temulawak_208.jpg\n"," temulawak_183.jpg\n"," temulawak_130.jpg\n"," temulawak_194.jpg\n"," temulawak_61.jpg\n"," temulawak_222.jpg\n"," temulawak_88.jpg\n"," temulawak_74.jpg\n"," temulawak_118.jpg\n"," temulawak_156.jpg\n"," temulawak_127.jpg\n"," temulawak_12.jpg\n"," temulawak_76.jpg\n"," temulawak_236.jpg\n"," temulawak_168.jpg\n"," temulawak_89.jpg\n"," temulawak_133.jpg\n"," temulawak_209.jpg\n"," temulawak_246.jpg\n"," temulawak_181.jpg\n"," temulawak_157.jpg\n"," temulawak_195.jpg\n"," temulawak_234.jpg\n"," temulawak_180.jpg\n"," temulawak_75.jpg\n"," temulawak_60.jpg\n"," temulawak_4.jpg\n"," temulawak_7.jpg\n"," temulawak_141.jpg\n"," temulawak_6.jpg\n"," temulawak_233.jpg\n"," temulawak_144.jpg\n"," temulawak_191.jpg\n"," temulawak_150.jpg\n"," temulawak_224.jpg\n"," temulawak_58.jpg\n"," temulawak_77.jpg\n"," temulawak_71.jpg\n"," temulawak_237.jpg\n"," temulawak_230.jpg\n"," temulawak_147.jpg\n"," temulawak_145.jpg\n"," temulawak_186.jpg\n"," temulawak_192.jpg\n"," temulawak_70.jpg\n"," temulawak_5.jpg\n"," temulawak_99.jpg\n"," temulawak_59.jpg\n"," temulawak_67.jpg\n"," temulawak_232.jpg\n"," temulawak_179.jpg\n"," temulawak_63.jpg\n"," temulawak_73.jpg\n"," temulawak_152.jpg\n"," temulawak_169.jpg\n"," temulawak_155.jpg\n"," temulawak_151.jpg\n"," temulawak_196.jpg\n"," temulawak_178.jpg\n"," temulawak_185.jpg\n"," temulawak_98.jpg\n"," temulawak_65.jpg\n"," temulawak_64.jpg\n"," temulawak_193.jpg\n"," temulawak_226.jpg\n"," temulawak_182.jpg\n"," temulawak_184.jpg\n"," temulawak_2.jpg\n"," temulawak_187.jpg\n"," temulawak_218.jpg\n"," temulawak_223.jpg\n"," temulawak_146.jpg\n"," temulawak_190.jpg\n"," temulawak_66.jpg\n"," temulawak_72.jpg\n"," temulawak_227.jpg\n"," temulawak_219.jpg\n"," temulawak_153.jpg\n"," temulawak_225.jpg\n"," temulawak_231.jpg\n"]}],"source":["from imutils import paths\n","\n","imgpths = paths.list_images('Dataset')\n","list_files('Dataset')"]},{"cell_type":"markdown","metadata":{"id":"LBwdJESJJv6D"},"source":["read dataset\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":16346,"status":"ok","timestamp":1646730325915,"user":{"displayName":"Percobaan Colab","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"17357386568344120398"},"user_tz":-420},"id":"GoXTCLPyzZ06","outputId":"b057f1d6-54c1-4af6-d3be-46cc8ab5b721"},"outputs":[{"output_type":"stream","name":"stdout","text":["Dataset\n","C.longa\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{}},{"output_type":"display_data","data":{"image/png":"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oq7lWM6yOghIlhvkyvxC/PVJfABBp3ORzcykAM94AVUII2foxxoFsEZmWR0qYTlUj2Uwa71pxiC6UvToAmhxp4zqSomBy+ZT9V4Qh2cmAqsSV4EvQSpLXyttJY40ik5EpiuEGgyUiXnImCxYizZ0gKl3eVSIKqF3bVVUV0zTIiDMB/QQvwFn7nW9+6dVvf11Eg2dP3Rc/91tVXV57+qWP//BfKUc1sECyITA5fSWiGFBj1JeMItPdKuJQc0EQYUIiMkNk1Ly5GZQQL7FmCMqpcqLJEaf80RjQWI5TRQigqhq548ukQtqCl+xGc7SgSOSIECU8PUB7RFRhQCLAd1ncJiPa1CUh0V/Dd6KCMihdvhBlAJN8lmaGK6dE8b0Jql+6Trj0E5c//yptEsjcYbZkHCwT4d0/6Qng4GIzHY90mS3LAB0u7Y5IEGUm5pLvRCQiIjBkrDCT6GX6Ikb9uL4Rn62Xi63tHRYtnLPOsMh6vb71xit//MXPJ3vFGH0l8hIKyiqx1hFXhTaWGoGqiAoRDVUaSaFREIRyhQ1AIwIB0Ig5Um1ESTDtH+UQdxSqRmgSbVd1gA0RnL7rmSpoZPwpheacZECyRbhkJZT2c9qvm8wvV1eGxR+iaky540VpcuIgqIKxRKyKGKFIhgbJklLKmhdDU00rOZhLd5Fx0ublsPFUyeVs/MSlmJscUHJKCXSpAsjGz4GKirImVAkpuOcITKqqICosHEQ4x34GYERB0rJwQybPLMySU7D4rIEQRXX/yuG6WXdt+/FPfPzq4VVmRiQRPj55IsqD0UYKKCUvwhyYs5FHs8jF86w4EM77aUNVaKwbanLqEepGKJYfDEray7F+CV3X5RwzZz4AlijWH4YlH4oVlxZGNvhVVQMPfxWJGDgm7xsua4PKNx4gIZXsbofvyt461vMQESj7bMjPashiATbP4ZKZZlyxiUpxf+a/DsBrAxo2QS3j300eBjGhwo1dbcwUILrHDC812a5CrGcmUKyqm8eKQ+0eYpoTF45FOEfQuNIiIkSWALz3cR8raD2ZqkgInhDX65WqjscjY+wHPvhDRMjCwsLMcNmqM5WyXC6ZQzTcEIKmGpcKR18k2d9nCCgp646YExG99977vG+ypSa8L0SmLOtMJSqi2uiOh9VSibKSHCJS4hIjtcTNCQAIZAhyGh4rhBHzCYiAgCopKILkZGnwH1FFcgkyJ4FH/NpI46XopKgCoJkLHr4vb/pkIpeN63KsyTRBtD6M9ZHkaqIpRyMbTOKSN8woK69NzEDTtsFNmE6eLptfXC4YaqAAYFUVASUKFsjk68674bLrZgVQQuj6vl2f7ezuOec03Te99r3vPXr4qCyL119/bblc7u3tFoWZ7V19z3s/oMwYkwNEUTWWJFYsQJCQgAyR98EaaJpWlRGpHtWpmEgb2k9B+94756KcaUhmVbUsSxGJJZQhnwFAEZEkyiJJDxoQDShQzn8TWIwbVTdylMGODUA0yiAMCmgoSZtE0AwVX7jMqCMgSMaCl1ZfUsBNBic5jRyIA4S8jaJDiOCTEmGM8C62VkUokWEAOemLUHWDFId9NvzEaCOXU7lIaWhMQtOzhsSWSUZTG6NSZWZj7IC9LtliYrkIADjmf5oKfCnH3EDL/JNpTlVYN2tJ/kIBEIFuv/12s15ba9q2tWRC27aN/+hf+cnJZAyqItJ733vvvW+bNSg7Z601xhgklMDf/973kHA8qYuyqOoSEVlFNMGmFDEAfPDRl0QWBHFD5yGiKiOkyIUKQUVACUE1p+WQCxx5x0T+KbqC6DWHZUNVAjSReVAFVYPEwgoSQ0GEp5vABxQR1YBm8wdv1i9BprTc6bIJgBQSkkvxUZCUwCBSdD8xS+dLAQtzhSCFvQHwITBIdrzpi7IcMRk4AgJhH8KlAknmbgdcr5m4U2C5ZFbZhnSzBTS5yJRsqUaMlZ6aoZStQwq5qioJmQ2IXUWlKOvrN57VnNdGKLCzu3t49UpRFN77ui5dPfrsL/yDT376J2J8VNX1atW1TV1VP/j+aw8fPFBhQ2SInLXW2Xt374EKIhZlaUwqfkfGK3oXVZXAo6pm5q7r2q6NbFzmlOPlXYb0mbzIey0+UgXk+LzSY0zpn2bcE28r+i0RyfEifawxxMw6CGl0E6MAMvzMVX9JyS2KKhIZYy6jn2jRlFiIAUsJQF6c6Igo72bc2Eb8TdJVDV4n8SxASJCz4oh6Um6XClyAAN57YYZE5Wc8moJoflyQtBIog5WmbzdkN7IdRGEByeVeJERM4qf0tk2+gRnTJJVhdLIExIigIhwAIEsBkUP/0Y9//NWv/clisXTOjapq98aLn/zMT4NqRFeq+uTx463t2fUbN8fj8e/8+98cVWVZj7uuf/kD7/+RT/zI7s7O8ZPjw2vXWDguJZHJzgNZQiy5gKghh9aknRXLigCSJG3RypGyRDfKSxK1IYqgITICmKww3pcAiKhBA3EVRQ2RZhwcH202TTBklCWqgBWQWSjxNWzQqGKsag9MOiI6Y1aL5bpZ7+zuKgvkUhglKca7vRpLVKQO3mnwo+mVujH0Szx+dptRRpFeMOwovYSPIAoDrDH5+UBSOMClIkcqZWSvF2Pc5cuIVo3xSSQrTjxlxFjD/SfKBFP6ysqbOhomTZ9RVRRRHHTjhpBAjo+fdF27vT1DoLb35XhLVb3vDZJzNoTQ983n/9MffvjB7cKV+zvT73zzmzeffc98uX7jrd/+/ivfk+Bns+lTzzzN3SUZi6pGuWkCERD6HtAURXH37u0rh1dG9VgStaopeGUMkzI6USRigL5tC1eAqkGMcA9AUXMdFRJdTNkTJYpZs2OngSkFFU7Sj7ibM2C9TIQluyGyzsXffu0rfznd3r5+7XrXtrCxg1xJHOJv5Ig2VECW2AImF4VJTjgAqXfZJeaSQ9wRmOJuujZFRBCRvut98NZaVbXO5U9IwGrIW7OX2VxeEsbB5Swy/lM2wIy6rGbiIDMgyapAgIAwqcWjFtmIKggDoEGK0RJAWELX6zPPv3Tt5nPN/Gy9Xp8t2k899RSAogBaNMaUZfWBD34Iuf2t3/j1xWK+t3+A4v/KJ354undw5507X/yDP3hw/y4R/dCHP4yRbUYFVY73ttmvaKyNPOTh4WFRFRlXRq+kCaUwB+aiLFS17bqqqtCSATtsxSj6j0tHKaoIDdBow9IOTgFjESkiqBCYKGnVsqPXhPUlFvgSGHfO3X3n1re/9Z2jo6MnR4/+6l/96/OLi7qu07JJItKQkh1T2tyJ9qcUUpOci4YIJZq0cBtD3tQeEpiPqxitHy9JzrOPJkp8Hl4Ku6mgoAl55TQo7rH41RKYoy0ONj24w8EKVQFPn9wZXiSYLTB9UFy1GNejGExVAqTAiwpiCEGVmVmCb5Z/9oXf+fY3vz7v8L/6r//P733vB0S1Ho1VeXF2ai2dHj36tf/538wvzpr1+vz8gkzx/g9/7Ec++elrTz31737j1998/Y2f+uzP/J2/93fZB1XlwDkHjsIvtcbm+CagaqyDaN+AAIIIQTBfLzZts16vD/b2Y89PuvmEUIgMJesFTarnjBAUQEVAxJjYg4SqHKJsEBAAmAWR0MT9nwP2JjMyQGitHY/q+7dv/dN//I9Xq5ZZDFFZV7t7B+97//t/7NM/Np5Muq6NJkFZJWGMjaCSQQ0SqApsaiGX/EHebIkZAxjqxtmZyFDq2Sxp3iuiIaYpkc9QEJUYlJI3itBMcx4jSUYcHzsgmhjKKXcA5e2FQAP3ZjdWtflTCrGQPZ0O6YTGcBGF6pLhMwCqMWSq+vbtu6PZLga8evUqEjlj79/6/itf+aN7t98pyqoez1bL+brtyJrdvb1bb9/+6pe/9Nabb/6X/9X/4e///f/Nr/7Kr3z+P/3u8y+88LFP/HDftszMws46AAARV9g3f/DG3pWD3b1dzfJwVd6QK5r6iuJvClfgGAHUEEl27HEJIqGZlKebRRv+k9N4IFVAFO+9qBhXIEAMzQZiWMGhbYeQFMAYcEVZluXdu3e+9IffvPX6Dx7dfzjd3o2wtFk3d5bv3L9398G9uz//N37+4PCKZ4aolE8bXUKuK0rC5jLgpM31i6gqMztrIUeZhKlzqhiTtLhslKVUlBMURDLm3VLS3KOSsOtlofZgBykzQFUQFUrlplxNVmBhyPvTciJdJFLVmKxVIX1TLCAOVp8yrQE2DrFZVJYXi6oeXT88vHv/MRlCtBD6//hr/3J1cXJw5RqHfr04ubY/adt11wUArKpaVc9Ojn713/yrj3/ik8898+zbb771G//2Vw/29288/VTbdRHfUcTRotdvXjOuiNgw6QviJcUMLiZZSF3fRcOyxgCoSioPDEb0rtA/JFuEiXVRQJOkPhGj2MIlIgAxMGteuUgNiAISKoArCxD/6jf+/J233z49Pvmt3/xNVxY3nn4hI76UEKnwd7/97aPHD3/6s5/9wIc+VJZ1H0K6jkSaQ6puXULf8eknbAAS1ybBGKUhZ+SsW0fclO0G2iHlfzqExHjnAx2Y4rleirOQI2rUAeeQpzDgrVTK3OzQuBY2qcY1i/cAop4VCbwEBIDAghDrM4ho8kM3KYmgEDwilq7SUQnqr1299vDR8e7uvop876tfBG7ni/XhNWOLYt2sQt+NC/S9ApnJdHz85ISFby1eX1wsR9MtVb1///4//kf/7f/l//Z/fe7F533XgSgAk8UQ+qoqFFLCZ4yJNYC8mRARWdgSXZyfuaJwW9uazc6ggVhqJIxCXBEWQE1JoAoKAmDK/QHQRKiKgiwMlME8MCHF2nxMFpMGBxWsOT95+Ov/8p+/8q3vtK1n1e3ZCMhy6MjV8RpFGVMlGO7dvfcbv/rr79y+85mf+Mm9/f3e+0TMEmK0VFVIWzrDwLSNMUac2FsAgARiMtGQU7WEqCO/Bfl6NbJ8pJAKXtGlDYX/ZJTRnjQlLjEkaWReNo0Rl5n7WOLbRG1FBXz46BYCoAiYFF9BVITjZyBSTCLjpwUOhpCIQBUkMgLq2QPiaFR/98u//4X/+B/qncOHj09+4Zf+CxsWb73yFRaeny/apivrComWy7UPHFhPL5bMHDw/OTnrep5t7ZflOICCat/3Tz3z1Ic+8uHlYqkiV6/uf+zjH93f3TfWChAaa517+OjRzs7OQFjHx6isqS6WUuVImGNiSREEEViEGQCIiCgjAVSF2KoHGh+Mpr69wEEBomkmxXKseAJaY2K7GJIpSvev/+n//ZVvfH0y3TLGBeamaUTBK3ksy3KMaRVir4Eys/deEZ97/vm/+8u/fP3Gde85BqSEcRExJgiImjVeA7UrIHEhzVD3GeJ4Ap2Z8NxEexUFYEEiAcVMlsHgxkBzxyBm1nhQvEl2V5TcZIxvOMRbBb3k5lnw0eNbGI14k1po8AENIWL0dLHMTpQUrUAUOyYQc8MEQFWVn/v1/+FLf/QHWE5P5u3ebPTJj7zoQ8+sKhp6//jx0cnZ2c7OLhpTuGK9XqOx4+n05Pj8zr3HfSARQ4W1xlpCVQ0hRGYKka4cHjz77DO/9F/8UlWPytHYFeVXv/71l156aTKZpsWKuUkmwWPhGZDSoiChaERXoBoCE5K1ZiB3UjjIlRnRkDMqzJ4pGgRDAkOqCtZaRDKG6rr66h/+zu/91q/s7B4AxmZJ8iEQoRd4dLJsA6kiUWwMTJfLzH3XierTzzzzS3/vl5977oXAIYU3jDyjieIOzpU+M9TmcWjqSSrWaFIR/NIld5I6KXJ2EqN4tJsYpWKTeUJjRMKMEXtsKGYZ0H0KmrkunynZZFg4YDgAG18bg7okUlSNNRhZ78yWIACqCgtG0KcCWYhNqm3bhOB7H+pRXY/HnuHK/qz3PREZo+QMez+ejOfL5fHJ8WxrazFfjEaTdt2xQOmchN5iIaQgMplUwQcAddb2Pnab49HjowcP7t+5886HP/zhv/ELf0dE+rY7PzufjCeaue+4OUXEGINpC0qe5gCp5sgCQw9ZepiISHhJ5wIq8V9zWqBD1WPIzQEQURDRWIsQvve1P/rOX/zhlSsHk8kUALrWB+YQAijO6qq+vnux9Efn6z5wbp8FYeYQIpH51ptv/i+//hv/x//6/7S7vxdCYObcSgUqiiZVRyh5Y9BIwmYCdQh/kJpNYhjFzGynxDHtvZxHbnD7JXykAiGwMYC5+JEkn5dAdobzKdBqZnkwS97j5rYpmsjmwyNuh7RNs0/E1AuAAAQQQBUYycSm5LqqyJjxZLperU9P51u7e4VJ9E/XtL33vu8BcXtr++07D8/mRxxY5Wh7e1vOL+qyfPG5p6aTaQih7fqyrAL7xWJpnVmuw8WKPXPhCmvtndv32qZ74cX3/NBHPkogp8dPnnn66RA4IgDNHVRJx0xoyOhQck/N05CfkFx6UolJgVyFgIxwY68kxNdjbL6AqOuMW9Q6860//d0///x/QGMnk2lSWEkIoQcO1lnhHgR2p9VkvP3wyfx85ZGcMAcfmGP3AxDRrbfe+q3f+q3/7X/5D4y12QQMxBZ4zs8fYIiJiHgZV+Fm6aJqDXKwGmxCB6OEoVq54egTpSoqiAaRKOUZEhF9ahQFypAvWYuoQPLfopnqIgQYgHuKIAOZqxrFsggQOwryAqQWEmutsU5UIySIScUL73l5/+BKWTgDYTwqi7Lo2na9Wvmuc9ZURXHn3tHDRyfrpleV2XRcFK6u67293boq1st526yU+8XiFMVvTeppXV47mD51dbsqbGAGgKIqV+36V3/1V9968426ro6fHAEAc5AYlxV8CJy1YpdrIHF7SCIRooJ+k8VolsckuABRZx//HPWMcVGV0g8ikXXOOPutL33+K3/0Oc+hrutYJw3MqtK3jbAHAAIcl2XtzLQyz17bPtibdF3bex/rXEM6Tojf+sY3vvOtb6EhTWWZCDIk1muHNQLY3Bq+i1bYeJ4cGWNBLu8TAZQImoZOpNgZPnwexNQmQigWDsLxaxGBYiYRH5PkAKGXqkea5JYckXxyiAOFNphXjoHR81/657RaoHk6B4AqkDFI9Fd+9Ef/2s/97OHhvrUWAJu2QVJrjfdy/+FpH7iqbFmY2XRaliUZChweHx31vu99J74n0MoVzBylb8riiG8ezkaVZRZCCn04evTk3/5P/0ZCWC+XHLyIeO9DCJJDAyVEHXsbBbNsKlmQcNxjg94B0iNIKEQBABhQ89CHFDeQBvpaLWJVVQ/e/O6ffe7fd1033dqqR6OIcbt1w8EjaF2XBtQg+r7rmiX3zfzsyc7YHO5vx3AHWZkYAXvf9V/4/BcePnhgrU3PNOeEqef3XRc8rIIOVz/0bqR/gkwwa0xclFEVoO/7bJPZNLJbQcBILITAIozZ/jDC+ewiNRmrvusT4rdErylKpJFfSEpZ73184gpZVjtQKrGQlVSDiZSLIIYQkaioyouz8/d94P2KCEBPHj2ezy9YpPf82pt3jp6cGaLDg/3nn755uL+7vbXVrNdd110sFufzhSJa51S1dMYS+r6L32cNFgaeOtwuHYFo37Yc+ltvv/Nbv/lb79y61bZN6r7XOF8DIwIlMsMuSK1GIpl/p5S/ZDlrWl1QFY55TOolU4FY+c6mF2UiiIjGtqv5t7/0hdGo2tnZHY/HIgKoxhhRMdaAct80oAwaALRt2+XionS2W8wPt9zurPR9L0lqELM1JIR7t+/80e9/MXiPiIgJDG/aflSZOXVhx+7yfNfxCglwUGumulRmsAdTEBGXCjIKSQuZM+sIK4GEBSKM28CyRMNkoVSaSPKfedL4lziyhpIXzZZXFkWUXMRdkl1YYjUAAMCkhrCksVRFUCIy9uzk+LVXv/Onf/RHk/FsuVw8ePSIyIiaW3cfnZ3PVSGwV4D93a3SYGXh6sGeQazLum+aUV1Np5O6Lpwzo7quq9oYIkLnbGGNM3rz2h6SIWMVBEHffP3NH3z/td///Be+8+1vp+0dGTyNGCvpZym7fZHhGaVdkvqgEWnTczP47LhryJDBvAYDYAEga92DW68dP75flKWxtvfehx5Uo8LbII5GdVUVzlkiVA7B9woUgrcEoV/f3B9PRk5yfwqmH0DU737r2++8fcugEYFhLtRlF5Xb+4ekMBIpmEDhuzxWEv+/O9pBDvrZa+WfKEJhZu851RRysonJIjg5/Vy30UtsxuA+IVaWFUkRCZAg0TjRhNMogTSQRNO0Bogd6XHslVpjUlcR0dnpydtvvDHb2f36N741ny8XyyUZUjXv3Hl8MV8Vhdveme0f7Pdd1/f9dDoilK2R3Z1WFgOzD713zk3GY2edISqcNUQEgCJE6CxNa3vtyhYAGWONIWtpMZ8/fvR4ujV7++23+q5TFvbB+z5fcmyngTgpiczlZxjvE0AFM+V9ef3yY88NXalKQQYtZQHEO699xxlHhH3fd12/Wi7b9XK5uODQ+77hELz3q9VqvV61XYuEqGwQnUFgNihPX90xJoKjRK6TokGzuJj/6Z/88cX8gpBi5ggAeUVj0JHBbw2BBfN8Fk3Fg8ytJJ8iEbIhEdAl5gkTz4kKKMiigqCqzuVRQmlXJU8tm/FxyVTxsm2qYuqEFlWlQf2erwIUIQoLJW0F1ZhwpbfLAP1AABUNEntfj0fv/aGP3733aHdnBxARzKie3rt/fO/+oxD89atXrEEEmU3H9+7c7vvVZFwUBV073H3h+Rujsrz/4MGDhw+YAwsDQVE6JLAGiVA4lr31cG+6s1Wvl6uyKKt6ZFzx8OHDa4eH165dFea+72IcDCF47yXNB0khP7qxjXBxaNiPzoiVkxuP2D/RgPnpbZ6fKhhjunY5P39SFEVVlNYYZ0xRFIvFfLG4aJrVarXs+z42FIXgve/jJmYO66bp2nXTrKpCD/dnmvmkiOTiI379tdde+973yGSWVzLGTRLkBM03CUpajGEN84UOfxnw1ub203tzF0AqXqmqMYY2SoU4mS1BCsi4bED/w0dFx5+vEBCRkstS0BhjMMfaiHYlzViU3FUiwBDHAqlCFGUDAqEx5rn3vBfJfOub33n44MF4Mnl0dHYxX127dnU8GltrrAWDfOPq/mhcds3KWarKoq7c1rh85qkrIfA7dx48Pjr2HLq+7frOULxczV3ZagmeuXllVFdHj5+AijF069atb33jmztb2+PxyDkXh7aJsIoE71MMBBEVDhzREsXGXISMBlIb/QAW4iNLzEMywY3EwBhjbHF+fLS4OIuSSYtUlcXu7rY1joiKoiSyIYT4DhFg0a7v+95fzBe379w+PT0BYeVwfW88rp3iMOAPENEaWszn3/7GN3zvo9RRQQGRFQJzJtkRAEMIIQTMBpQCS+SFUtROsDguH+SCI2VWM7nmiN4ksLAEzrAHMiSFXFvVhKwhBVmJc3IAVJVD0JQ2pXidGpxT71uuEEEmr1QBRHB46HmMT74kje4tcsXrdeN9j4Sz2dbFfPn48ZPJdLyzvTUajUSkKuxkVHbt8sr+TsRPZeXG47pwZm97/L73PGXI3L778J07905Pz9bNet00ve8VQFSbtlHQru9VQ1lQ37d910lgEP2NX//1P/z9LxpjqqoawDtk9kUSuYnGWsiPKKFRQlH1vo9uklQQlZVDKglv1JKIWaaKaIxx1jy5d+fifNG0Xe+9F370+Oj4+CQ2Yvq+Zw7GUFkWRVEaY07Pzh4+ftR2LSGNRuOLi8VysYqp4s60Fg6a4ckQZd58882HDx5EiXaKZTFpBU6xDUBYODrmAd3HRFhiy0d2sXGcxCX1ZBJmJ4ekktvdCueI4uyxTX5N2c4QU0twwmeYpCQKqWMqiMilTMKKMCAKbh46SlTgJL7HJNk8AFDqgsqZgkLUN0JMR+t6XFf1lSsHo1H9+PHR7t6OMVRYmo5qEV+VTiQ0q9aNSjcZWUvCHoGNQ1Dd2xl96IPPff/1u/cePJmMR1cPdnd3t7u2bS8Wrqqath0FrurRYr2aTsfTZdd3vSsKRLM4v/i1X/u1115/7ad/5rMvvOc90Z5UQQSM0cggkDGa+nciXiYFjVPQNCbSeeBdRBySpLMx/c78uyoZVIQ//I+/9uUv/Hbvu673lsg5+/bbt6bj0e7u9qgsyUBRFoVzZVECQNf1xydnzbpr2246raaTSdP65XJZlFUIOi7KrUk5X4VUhYzt2kTr1frVV1559vnnIdEIqmDSmmYq18WZmhmn53w/s/OSu+QjhIoEnsqA5C9L+VI8jKqNCNlAB/Il1u4VYqtEFkCAgqpBjHBPFBCEFTKtBTaVe9J1QBS6xVmIqpfb4mIZKg1rFGYYRGYJnbFzdjSurTlg5vV6VdcjVe19Px6VbcvO2LZvjUEiGI2rsjTCQTWwKAE557am+PKLN+4+qG7fe9R0ftGJNWa5WEymY2ONMUGxDT6IhPGoWsxXAGpdBYhN037lL7/6vVe//4u/9Hc+/eM/nlK/7GQHCUouml5KZnATRkCVYtGX0PcBEYuiSE4uDUyDoii/9Ae/83v/4Ve2t7bPzk6PHh+B6sHBvnOlKBhjiajv26IsisItl3NE0zSNqo5GI1u4ZbOuymoymVycnz969GhnZ8eVujUyi1WfBs5eilBf+Yu//JFP/ujO7g5zpN51CHFEWV4T74CSpjzW2mgTxEEis5INKbp/k/X4G9gIw1PBy7a2MTqNASySCKhxqCkOCqvkCGl4sarNoThq4JWIkgXFwWiDDh5iM0K8g8TaIcTJJ5QrAvLBj39S+/Ur3/pWCGwMWWeqwgFo4cxqtSxLOjg4IARrADQ4h4DoFJbLdrHs2k58zzeu7RLR23eenF00Xds27bperhFhNpkc7O9Np5O287Mp7myPHz56YqjsQqrJL+aLX/23v3b85OTn/+bPj0ZjH7xI7pSMY9cAEEwWD2RUG1vEVSjPAQCNXamQJ0nDwGQyh6qqrt+4poHbtus6v1wuRLRwtnSVD11dmel0EvV3tnAceDwe3ygqABLVoyfHfe9933sfwMv8Yl6PA5VjZ7APA81mAJBAjh49vv3W23t7Pxx0s7yZ+UnxMEFmBUVSjEOZLjV2R2ehkNsmk6Aq+eacD8K7mBaFXA/N+w2SsDmRU6oDrQmkmwgGzEkFExNXe8lsowhbjDGQLV2ShjpSHynApzlELGQwj0tQVe09/8Rf+wWU9nvffSXCC2H2XqlwSKAQdnf3HaGxJMKgGjhYawKLqlxcnHe9Hp2s9/b3x5PJ9rZfLBvnnCtnAOC9X6+bo+NjVqnLAkFns+3nn3227fpbdx4/OZ0DGGOtiHzudz93986d/90//IfXbl5vmiZm5rF+UhZl7okgTdIYkEicigpGqW4MmoIAaaDzJWaoa9uPfOLHntx944uf+4/rrmu7riprVxS7O7OrV3eIoCgcIqhy4B4RrbMGDYs46zrv9w92VenxoyfOFV3vl8vVcrW01Whn/+bjk1VcZtE8HVjh3v17H4NPQKo4a+a6hsxrSCmi4iqSrJezkMFkIgZIA3Au9/xkN5lEIAAJjsVrSI4KNOGrfNqAiihhStxU36UuVI2VfgoqrKIiBGBjGpJGsEbToixijE0VSgAqTADWUNzlgz8UkeBDEERXWGs73/fe911QFWtgazZGFERBEEQmUiKMC28sXTnY2d3dWbV8+96Td+48VpXAvvfdeDTe290b1dVkMt7a2gqBEXE2nQrzcrlACR9+/wvve+kZYAEF55w19Mp3v/vP/sk//ebXvhFFM7Gv35m4hSQCj8zPpVoEKAgzc1AVgjT9WEUDs4okeIBYFEXXrv/8S1969PjY+8DM+wc7L77w9NPPXC+Lgj0LBwQIIfR93/cdgHZ9C8Dr9dJ3HbBw8Ht7O7PZeGd3++DKflFWzXJRWi2cgWgZGc+x8Hy5SHqXxF/Huo4OtZ1kZKomZfMbHQZe+m+Oddi2LYheplwjDo+J50CcAmxakYlQ82gkzi/QVEdGhlRljcLD5BdBAcAipnYwyOovEWZQQ7GznOLIxlxq0ygTGAiUSxeOEe45V37oox//y/m5sebs9FRJ6kDb03o8KhAFCH3fWWcUE1A1RMJdH+Sdu6dErum6PoTZbHbj2qEob02m0+n4+v42gPoQYkLrrOk9EwoA9u3y2ZsHwYe/+Np3R9PJlYN9RHrw8MH/8N//i8/81Gd+9md/th6Pvfdp/6XuFokuYbPJUqpMQ3dnyoZUATAPfTZPjh79f//Jf7NYLPZ299br9e7O1rPPPVU4Fd+pirUQQhBma42wINF8PjfGgAIIKlDkPXwQZ6iqKkOmrEYX83nXLMd11bQejU1wHBVQvE+cRcKD2ejg0k/a0opExFkLdcm2MvgCQMSqLFPfWw4ykue2ZQ93yZlFSJompcVfJPONyCcWNhIrDwoAbdtEYKoKFhLITygk5kQUhaMAQ+s+M6cud4T41ziTHVK0RkAEQRAG0Jfe+8Fv/cWfiQghiQRAqStrCYxBQCirMpIt3ntV9T6Iwnwpt++flVVJhFvTyWwyrgqHiFVlClJVLYpCS9d7LyKkUhhCUVeY4P3i4uzll56q6vILX/yyJbO7t6NK62b9e5//wt27d//m3/pbL77nPYgoosysLGQzP7TZ98rM1uJwO4ioypRLJqoa17wejU4Beu+vX79688YVVY8SQggKaghCCKPRaGd7xxjqg6/rkfc9B+46D6DMwiGwDyIQRFarpun83t4BCzOY04t2yOUBVBRGdeWsDSEMfOVlqxoCFuTwh3qp0StBeN1A9CwAFFHvvXMuVao0d5mqppkSmni+zIWm3ySXGA1WIZJUHLvRAAAgNirG67rUXRSnBGgceKcsHNgLBAVmCcwskuhG0HgaRfKWGqcCoTAHAOHgJ7MpIMWECFWdMQZJhEVZQtAIiKyr63o2m21vbRsqLRXbW1sqOptMDvd3Z+NqNh7tzMaOoG/WIgFRRmUxG9U7k/GoKHZm49motoTWGkL0bfvis9f+2s/86Hq1WC2WiGjJENL3X/3ef/fP/z///jd/c71aF0URx0VwCIF5qKciAmKUgybCLiomYOMtIlXM+weHf+8f/O/7tt3emd24fkW4l9CphDhqIb7LWlvVtbG2qurJZDIajcaTcVFZVVaVQcfX9521dlyPF/O5994SVaVLTJACKFoyp0+evP7aD3K3cOTuWTOh+C6Mne8lZsE4OKEMUeASJkdMSrXBr+V6A8bir1z6tEQX56lbkRYXUCWIwzUwf3LsJ4OBiMdcTo5kKCCQIYrdkYghsLAQgLUmd+he4t2Ha1MFlphwhRBGk9m1p57ue6+qVVUWRRmYOfZiWIOoQTyg7OxsF0WxavXVN4/uPjwdVe7m1f3rV/bKwhaEwF6DV/ZX9nb3trZK4yLPiUSFcxrigK3A7NmHvm2Fw8vPXf/4h97ru5a9j4/Dkl0vV7/3uS/8v//ZP/vqV77SrNcoWpaVJQLhoWiT6hgRw4jExkZAuJjP86ogiIoERJpMRrvbUwmd77pYdo4QqG3bsqoAYN2sFVHT6FNyzhkyzhnnYvLAcY6qgrZdu1guRAQNpV4uTCSjtfa111771/+/f/X40WNjTOTTUospIoCw5proUGED0I3y512ODbIzhERYDA2A+Y3Z5jRTSANjgbkmrwOzBGksmKAyKKfznjTrlIE52ARdATAOQABExTTLisxQ+2eROMV7KMlGf6sqCHlQP0BgJiIy9gMf/eHXX/1uVU2a1VJEQgjWkPf9qKpiLwYHXq3Wq3X40lfePD5ZHu7v7O9OisL64K0SgRpDbdeXhSNQHwIide2ajDHGRr5FFQnRGiuAKtwslzAafeClp6vSvHHrYeCon4nBQd96460H9x7cuHnj+o0b733/+194/nnnjLGOHDCzJfPw4cMnR49efu/7OAQUQGtUaRo19QDMAqioAgRbs3HhSFWcM2Sk79lZc356truzs7d/4JyLxWNEBGOsNaPROHgPoL32RGAQmdlag+TWTS/Mq9WqZzVYQzoGJpKQEEJ4cnR0dnr69DNPhfSAs4OB1ESafVP6Z459pykUwuVYDwNPMBy6l81u+K8OJRjNX5eY8HfBhmhqqJoCYZ57KBIBOIiK7fquKEtkiYFURKJnfOedt596+jnjbLTn3velqRKszMg9cu5DGTuEgASA4kP/3HtePrx2OD8/89b03gvbEMQ57LwfO2cArXOrZX/3wer+/dPJtN7anlmM+VTnyBhrAaiw1hACsDUgKoU1EVpbQlUIIhy8KWtSJYPsO9/bsqyefepwOpu++trtru2xcECEiMag77tbb7195/adb33zm4dXDvcP9p559tn3vf99HPxf/sVfvHPr9svvfc+HfuhDLCCsZEzMQBERgJlDEKlKt5yfJ++mTAZFxFoTczVrLRHF7vXoI7z3wrparVxRFMH7rhuNa6TeLxsODASlcw1R73skYkEAIYjn4SAiEJEwfPub33zfB9+POPSugsauB818QuKulQaXBpmFz9BoiHoYVervSgCSUWomty79Mn+H5vfDxu/laBkH8mCsiueXoLWWOHhVJQROanEiwr73Z2fnVw4P4gfYeHxS3iGYjgeMVpzmxVlrIxnHzFU1/sCHPvqXf/L7VeWYAwt2HVtX+cB9HwyggLn/cPHd7z/Y398BFGvNZFT3XecsqXDf9Qg4rquiNKJcFM73TA6ITAiiCkVRNovFycnJ4dWrqgpgPAuDBvauKJ956vrVw8NXX3n93uNTViEkAENICMohrFerW7duvXP71re/9a0vfuHz1trT09MQ+GB/7/TkZHt3ryiLcKnlHACcNX3PLP746JE1FpEUGBAkhMABkOq6LssqNq0bMppnyiFo07TWGVFmUSIsC7NMwkTuOi+qzjhmBu2dsUllqVG0R8H7+/fvdb0viyK3TOddrTHKgM3D5lXToU+Ja83D2jCVgUAzFN9w8/mHLo3HgTzFKVavUePhfmkgWfZ/yiIgQkigigScj/+LeUDq0W6bxlhjrdGkCKWr124UpVNm0DSzhRQ1qhYRrE0xlCXkSRIJ60Z23vf+Ax/5+OuvfnN+flo4RBIE7dq+qooQ/NpDP++/8crt04v19cO90ahumqYwqApFVTmEzlgJoXCmcCZiXuucCEsIhEjGqMrDhw8ePXpcVcV4NDZmFOMeh77re1aYjief+Pj7rz04evvO/eOzRe/ZkiEENAQZMnShb1YLVXRFSWS+8pdfffjg4fs/+IEf+vBHnnnmmSDp2ERlDiwEQERd056dnR0c7FqXAoRzZQjBWasiEqSuqxCCCKNgCN4YO5vNjo+POARjjAjH0Q+sQUJfFG7VdHGKJpGK79GNVSTp9kQRYblcrlarsig20mQd9C6ZJhjiVI5WiZEHgKHYCTkbGdBSOqwvAvycE2x6VjcpQkwuNSXJCdwTUOrXzE03kF0MANgYr4uywKF+IyKgW7NZ2zbn52cINBqNrClyAgqgwCyxmZLIgMbmyTAkqQZRRapqfP3m0+16TsDMcRKQBB+6jr/xysN1G5brvijtsmlG48o5w8rr1UpVJ2U9HlVaGGvRGGJWa20IXDjXQ6+q1qD3fm97i0M/vzjvu1ZxYauajOnadjydgLF970dVPR0XH37/s10f7jw4unPvuBMosBDfB+6dswjGugKBohNmkbt37929d/+VV7/3M5/97Msvv7fve1cW0+mEQNUQKExmW+t106zXZlz2vq8Ka601SBxC0zT1aOQ5TKazZr3suy4EFtHZzJVFsQ4hVsfJWAAAZgBy1iFCURTr1RrA10W5Zo4AXkEQCAmb9fri4nxne3uzdQlVJU5uxyQwT8Y2mMXlaHc5kYwWmAafZjIvv0gH8JzYisQpRMF7xGWiLMrMgIRD1EpJRB4cCApgYyKZBkJI6k9BICRjrVNtJtOxc04znTgkDrrhPYCFNactIoJEIrpYrp97+Yce3b/brs8VQhQ/hSBv3b2493i9Wi9fevHZvu/KovC+bxpYr2Vcl44MIszni/G4srZkDgDKHKwhDp0zJAoheADdmo1BQ9t1SLpaL+8/etR78Sxoyq2t2Ww2OTzY39vftda16/WV7XJvdvPJWbNumvPz9aNHD6uyGI+meweHqhA8g6EEXFTv3L7z67/yqwdXrvgQiqq8du3q0zduvPzyS4pYj8Z9CGdnc2NnpUMW4b516IqiQKTjk+PDa9fLulwt50hkjA0hLFZLsi6EcEnfAtaa3nPwPSIaor7vy7J0joxwEBPjLIAKS1VVW1vbqWyMqLEmk3tSI7+JSiCqRJdKhYCIia8arCrz5IORxSP2EAEJWRizhCbq7RFA00wAzCFSNdcrILczZ8vKZ2qramLeYykWUCF2+eQwac3e7q5mYixSXLo594cigYq56wIGRTYZUByNt7a2tu/feef1736VubcGQdQYqqqyqEcXy4X3gQidgel4vLM97duWEEpbjOuiaVsAMIQGTSRXjIm9kYwKsa24KJ2Oa2Xf+35U4nM3rqC1Aaq37zxaNy0RleWi9d3O1gwBmfX8fEGKhTXXrx8+98Lz9+7eOzp60netDyyqRVnH+VARea+Wq8XiLSBEwFtvvvlVZ2fTaVnXL7/4zMW8Db1MZ2NrLfTsrDWlc4UDQBS3u39QFBVaS6qCQojNak2EVT1aLRfxoRtD4KwPLBIqZzkE55yqnh6fjLYPfeQ1FSPds7OzUxZOReK4CsRUJdQ4hJIFQAWVIjWloKgmT1hwziEiDzg/df/lnO+SfGqo1ShoZJtUSUBi204aHJPzxfiyeJaOJvsBjbRqIh7Q6uAMU61RceDX4yyMdCKGEpmc8WbyI5/hhrGVPc2ijY0YwCwI5gMf+7EHd97q5wG0VRVhLQyeXcwRzWrd7O9uzWZ1XTjhUBUlcxBhZp5NJwASy/UheI3jNyyJiCJYY7z3SIYsFCWJYNt2bdOSLR/Nz5er5Ww2JTLL5aoo3OPHj+uqttayyunZvPOybpqyqre2dz7yketPjk/uvvHmbLZT1eOu9wBqyBhDmok+UOAQgu+6tkWke7deXzU9i9668+DF5248enDv8GD/6rXJ8eni+Pj4xfe8WNcjQ+icJWdB9OzsvCgKEfa+FxEiu1xcDBM6ibCuq9W6jf2KXrhpW3V1aokRIaIXX36pcG4oEGKexagqOpxkQJsjMxE2IAmTdnSQyCTUHoUNKvn1kEisTCThJWIsFbbSXKX077CJoTneYmI3I2OVx/4N1pr1gThE2TSlIrnQ9OKcLokwRw9njDHGRA5GVRSECFlka/fgfR/5JKBBcgDqOaj6desja7FcLeOIIRD1vY+E5XK1WDXLwD0RGUJrjXMWQFQCIVgClU7Vq4bQtwahLKxzxjnz4LR75+GJAnRtK8J93x0/eXL3zr2jR4+7tum7ruvbtlkpy/Ji8eYP3vj+97/frFdl6S7Ojw92Rx/54HMvPX99VBoU4eAR0VBkkFlFAgdVaVYrY0zPnhmPn1w0jV+uu+Oz+d37j8/Ol6cn52+8/uabb76lQMa5xXrVdt1kOmNQH0LX9l3XhcAh9LH9CxGrqjLGeN+vVk3hSt93kI/0FBFTmBdefDF2sw2RNKuZBw38cMhUnkWRvVBU4UGadpI5bU2nVGfHoxtDzC0ZiQ7NFJZimpUUd5uJxEFiRbJFR+uKU1jjKfbZxjW3AMcZjepcoRt7U4gTE6MnB0AFFun7npnrutZU4s7tRRqHtFNg/9IHP/bWK19pzh+iKZT7yciNC3d2Mb8o7Y1rByEEtliPqr7pur6razeajFGla/u6KFXYEKhK73tDhKhd10bOhtn70EuQeDrL0bx/Mu+EfQjGjGoAGI1GpaPdrdlkOqmqcnt75+mnQVg8qw96sVicX8wB4MMfeHk8rgtL25Pi+pWd556+ena2fPzk9OxieXz8pB5PUps+kDATUc9cllRXxWq9Go0nLLBYrlarNSHMF8vR2cV4XBtjdVQ3bbhYNtX5crnsOICINE0HCF3ru7ZXAMUwcTaClq7vgyIrE8fDrsF7f/3w5tVr1ziOEgYQ2VBNsd5x2ZDw3Qq+gWiFzWCtnOhFB5SJU8gkQo5DGie8KyhR9JHvyhMRkRBFgshmUO+GaAcAUAt5ZEEUhEXMFqKunky0oUgHEyJZiwjxuIq+7+M8IOec994YKyyMIMLGGEIiYxRYWIui/OHP/PU//u3/yYIXUIO0NSnPznA0qg1h13bbW5PgfVG4yrq6KgymiaBEqHFSBLDEUy0JiQwSNE27XjeqAIai9z1fsqocHhwgIoegGghlVNcxlrVNOp3bWFsXrh656ax86uYBIQnHfgsJfVjyInDousYgo4aua9vOb2/txMlQhGCtLetqPCq2dmaVpZhGCIetrWlZVuv1+vade5PxeDIddV2/WjXsw+137m9vz0pro+wWgZh7BRXAvm0DB0BwRWGC9C0H77HvyTgkQqSPffxj08nEB09khoiWanMDYIlyjHToUPr/FMAQYtUkJX4pbUzJmyRxdq7h5MFGUW0V5wtFX5MLPUNamaxQhdNAh8thFwAULAzlQ9V4JgciOmPBDNkEKmAMecw8n88nk4mCpNO8N5FUkCCEoOlkJWAJSKgifd9fe+Y97/3oj736559zzrD0qsEVtihsVTokms8X+9tbo7oiUmdRgqiqtUaVk9YWcTQaEdFiPjdkVTVOSRAWYxyRca4oHfViVWU8HluUytlxVcTSingQryKRaG1W7ItqbFzhXMGqzFK6EogeP37cB781m7EAIiCwtWRdSSSEyMHHGhezhqCBVS0C6GhUASAhFa5YWXNyctasm7K8Zq19+umnz05OWULhbN80wXdEhojIoHi8WHeFNeumWTZrZi3K8mI+D0IlGURg5qqqnn32uaTVTAcPyMDZXvZVrAqi1pIOwoSsehhSddU0BQwBBz1COiwWE/eqEcbgpeMtNNmc5DGGyRVm5a2ROENrE6nji6yoYDw2nJXSfFFExDiBhVlUgTlEEQAA1FVpLanE1CNizIBpEpUYg6oG0hlxQ3oLXevf97FPP7n/9vG9HxDZsnCxdtl07XQ8khCYZT5fOod15arCaR7HJRwUOM7PDiEYY2NKPJ1MRqPRatV0XTDGtr2PrbosYVS56agkBWtspCgDe0Ng4gH3Kigh9A0hNT4YY/rOcxEA8N6D+wcHh8tls1ytRXQyGR3q3snJeduGvZ3t8XiLWRfz88UyzBf9ar3a3Zr1/eLZp67u7+yQMYhmZ3fn7Ozi5ZdePLx6JR4hM53Ufd9ZY1er1cnJiYRAxvTrdr72b9w+vrK3HfSCWX3gi9W6Fw1Bgg+uKkV4Ntva2z/wfYiqgQ1hBBDb4kAVQABMlBMApJpKtolhUJb6EKwxWRWTrA8JNbY6aAqOEjuTRSInFaF8lONoLhwpomo++QdjZTK6qo1iR0RSKVA41/CjgYpInGKQdwYRxhMDi6KI021EgQiZg4BaJMQoWQbmRDEbY2KTfs8elKu6/MRP/+K//1f/r7MnR1uzEUuoqtIVru/9eDLquq4uy77rRUJVFpFlMAjOWWYVEWX2wWcNiaIoIW7Npk3b9b08ueiNLcpCt7dm21tjQzgqy65plUUgFM7Fg6lZeDQaYU+dD13bkiudM7YEQLNcLrsuvPnm2yrqfVDQsq5GdV1YXDbLrnW+7xDBGAOEVVEuF8v7D48KB8tlM6rqoijq2iLCbDYGkqZdF64E0HpUGYK265u2JTIB2RoTgoTAzrpHR+chcF2VfeCmCSxUVbVxJgpcX3zPS7PZDDZIKFWgiSiPKE8gO21rgDivVTIbnubCC4cQLBEnjJa8k2S6O/IEqLA58wRjBzlG3fYQBxHz4OkM9CQeJq8BQAlJNKUdcWx6OoiB45zJaIgZ+Gk6DYVV0nUhIhIVxokosxCKSaezqvc+tv2H4KM5qoglIwhd110sVo8u5PGThshdu7YfgoxG42a5KMoKlJumKQpLCF3b1nWlImqgKIq+Y447BdBZF0fzap6GbgytO990YVTX8+VyMhlVRYGgIYSycH2vzKzW9l3vjCFLXd9ZYxar9bJZrla9K0pBODu7WK8bMsQhGOPGk8nu7rYrXFk6YygmUGVVBR/uP3jUrtfjans8qtfNGlQIDRkbAivodDp9/oVnDGHXNtYUZV01q8X84uLG9RsiHIL3AXvPQdQ5unF1987948W6WTZdH0TUAsKsrg2ZIGIM3bx5w7nChx6TkhMhnR468E9oyGZc9a76cSTW42FrouicE5E4rD/BtERmJTodI7kqGvvH45SF6BKJYkTT7OniryFpkQEk6stjRUFFRAjRpmgFoHlSIBBCPAgqXeJwRI1631lrDVnf+0AcL8IQMWi89+G2bep6Q2MNCjEAWByNxr/09//hH37hc3/55S9Pp9Ou6+fzRV047/vJZNSt113fzWbbVemC7wvnLCEgmNxAhwAiTIQiwBxY1ahVoFXTCXtTFNPJuO+b4EvlQEQCGIerFLYIqIjYdR2Lb5r1fNXOl13rFU2JaKxxs1nV9y2V1XQ2ObxyWI/qelSqSN92qCoiTdsg6GQyGtdV0zR7u7tV4Vbzi2bdECKS6fuwbtfBd23fGWs59L41Xdc555arZdt2zhZrbc/PL1ZNIwzWmr3d2XK1BjIgAkJExtiCVVllf//g2eeei82nUf6nqojmMt0TEQsh5FEbm5EnMXGmvLoRmNuoVRHBpIcZHE+mSVVEJSXBaYRdtJhU8MuvSuUexLTrMHVIpMgrKja1XCtHE4pUZxRASGpiVOEQyRLnygio+677w9//7YPDmz/yqU8H70Pw1tpY2Ik7I2LGpFXFZMqj8biu67/1d/7OnVvvnJ6ebM0mHNgTrdtWlevKIdJiMa/KfQC0xjhn+tCN69FiMS8KJyKh8wC8joyiUs+8arnr5MqVg/NVM5tOCJg0KELhXN91AFA4CyDWWgmhLAoWe+v2YyWrWJJBAGQWAHUOd3a367ra39th5pPjI+/7rm0JqSpc3DBt3wPi3s62sdYSWRANtShcXCz6rkfQ1eK8qm1VlNrL4/n9siqNsTs7Ow8fPuAACtq1vbAQEhpCldLiApSQrKV16yfVKBbymPnq1atXrl4JHHCjoqaBMtTEWYoCKuWBuJCdUQ418X/xksh9wEADTzmwmAP6NsYAYByoAgjvOmYxeqw0GiWOCUmai9yhI5E2t6oMEBk3JcJ8ACoggoSYcEq2aWRmBSEwxtoX3vOBsqpzlquIEA8NHOqgsZGa0gHjEEJQAB/C1u7eL/zyL/+b//FfWmNYtOn7EHxgDzCajCqRsG7XhXFd34nYsiq73hdlJcETkXN2vepWy+X29g6CmV+s52sPtnx8dqGqhaWD/Z2ycKvVquvCcrEqi3JUVywhsqzrprn34PTkwgftjXHOGB98UbnCldPpxFhElLOz07OTs8BhPKpBdTwZQZwEoWrJBA7WYlm6uiz7nibjqu/6xXwtwiLqg79+dXc0GhljmRd934k0x0+OfJCyGsVgwRzbSAURR3U5Y111IfQcAhsbjzZSEbl+44YxFIQjLo40fVbg5eElUYEVxYyXinrZhcT1TnkiB7bWJiids/lYKI5HfkYOzFobQoi9dElQeamSE/8YW0oHzUQs9Kkqx4nUqkSU7gQJQeJkWIrW44PEuRSUUXncBXHvWmvf94EPxXTSGEojBVWttbHYHjHmIBXr+94HH5vJROFDH/3YL3fdb/36rxWlNYjMoe9D50J/dr6/N+u6vhg5Vh2VpbAUhVs3K4OIiHHiaD2eenXK0vRysfYPj09Z+flnbzoUCWHNvu96BKirqu97JHTGpiYjwYePz5rOkzWAAUDrutrd3ykKCqHv116YWfTs7Hw8qiUYEF1eXKzX69GoHo/HxtiuB981zEHEzGYTFO4sLRaLPrC1RRA9fnIhwlvbW3FEQts2IhpNyllnjY2DNowxccJ+4eyiCV3vI5slKqw6m80++rGPqgICbaCzguaJ2cn1RO0cGRWJqudsTPnPqhKLjkjRD6kyISEgD44qUvaptVCJaLlcTqeTBMQioiLUKCKK0F5EEYU5DR9MiC5nAkSKZPNJ4Clb8MFDJB0RiJBQFYEhDtuPf4/OSFarpq7LZNGosDngL+mpNQ++VhBRsUVp0Bw/frS/v2esvfHUs6PZbrs6c5aMdcZgPKrtYrHe25kFYQPYeQ/MrGHdNHVZ1nUtwN53b91+8vi0B+TD/R1Wo6C7O1t16UpH7XrtQ2jbdmdrq64rxKlBAGEyZAr72g/ur9dLYwsAdc6KyHhc9e3y/GxZVWXfdixSVDUQdb2/8M1kPCbjWELXd0VRECVxNip0XVuWzhksyuKgOlium6ZtAWw13iIyq1V79OS8bZrd3S1Ajexx07SARIRx2Hdg8cEr2tZ7AajqUUy2O9+/9N737u/vxR2uCnHgOysTxVHYCKCpsUwTPTpEtE1dOXd8xplmZChmaRmzowIDRMiummbhg4js7OwMK5jBkKRZ3gjKoixJDJJflQViHIs8IpKO7o1Tk5FQvSJS7BAKwVvrUn+GMcwhAXzQSAwqx7pQrF+ChhB7wggocoYU5y4qWlvE4L29s3v05GRvd+eFF1/6hV/+u//6X/xzZytV8J6LwiJGVYyIU2vIB1+6IkgABIHYcWuqeiJ40vgOEM9WvFqtCmtn45EKV9UIVafW2l0yZKwl5iCisUmEmZ9//sbhtWvrIKfnqwcPj7a3psG3dWXruuraDgB8COh9hMY3b9y0hharZjweL5erGze2iNA4EwJHNQchBB+ctSJSV7Uryvl8dXqxaH2xvT0TNOvWy8lie3v66PGj0WikomVZjScTWa6EFQKLQtO21pjZpG76oKre96PR+Kd/5mesdSGksfJwiUaKGjhrjaqSuTSLcFCjDzYVp7EPv48938noomAvITHcsPAAAANPToisQsYKcxyibDBZOgQFi5r66SV+ieSWQ1W12cxTzCQy0ZX2fdf1XVloWRSxCBqEI1eBCoTYrZuiKIEIVFSJmYlAVckYQDBoRJXQIGngyItB4ODKoh6Nbr1zZ393+dQzz+zuH67npxF7rtftqC7ratS2HoDRjNiLIVNWpbGEoL7vvedVyz6IgnZ9z+fztm1vXtuvS6cchLlwhTE0Ho80cNRyEQGhAUBjbVVi4HC+XJwcP5mMy/G4nl+cGiqKqsSKiqKg5bL3gYi8D/Omd8jWmMKOLs7mF+fz3b1tVSlLGxsGJ6Oa+6DC5IrW92enpywynszuP3zy+MkZKgjj0ZOj5bJv2vbx47Mrhwdoiroqy7IK3rddb5AKV2xXJqiVZes57Gzv/u1f/KXnn3++73vMWtAQBIniaAJjnDH4xg9e39revnr9mjVmUJbqphic0z2N2VpK4Qa5VWQbCDAOG9WExJVVbZ6ZEAtQABDnIcSuVE5pJxKl2TWaqkXvGryLeb5+KjrmQcipyGONSRQZKIAQJRIFBLrWKyCZSI9D8D52n8buSiAQUDLGOIdkIgGDRAqISLPZ7KmnnmIRCfL8C++Jva8AEJgDM4dQlkVRVMyiosvVer1ufM/BCyKNJpPHJ8uzi3VZlmVZiuhoNJrNJmVhZ9PparlCgO3tWV0ViMrsY/UzsI/9sX3feQ4iPJtOrhzsG4TCGQSIzVhd1xlj4mF8RPbew+Pj02VV1nVd7+7uLJfLuq6dtYYIQLZmE1CtqrKu67Is6rJ8/vln9w/2BbSsq+VqfXJ8Zlw5m+00XWAhL+bh8cXR8dn5fOGZTVEWZRmJ8+DDarVGxI9+5CN/+xd/8amnbw79g3GZVuum63tmAQVDFLz/4z/+4y//2Z996+vfWC6XwxitjNxFAYKKxMmMkMVdkD1KMr1E2ydzjKOLLo8cyacywaVUICltEIVgoKiGdxFubNpaMjyc5AESPaAKWutAFTHGcgURFAUiACUyZVmRM6mMxKKa3FVUzoAqkQm+f/vW2zeffoYIY5soEYlA2zTW2tn21nQ86fs+BMYy8vi2630QQcKu752znfe99wRaj6reB6hKUijLEsjFLJbZ72xP6tIyszEVgrZtE/yIe+h9xxJLQFFwIYhA1oRVv1qtR6MRe4+gREYkqdqZxQdWQBZdr1rn7Mn5sq7P9nZ30FAf+hD6sixEuC7LqihiEVNUjDHjcqxEM52ens9ns9nVK4d37z589OR0MqpH40nbdqHvQ+dVqQ/Q+w4U9vb20RhhDgo+SFFWjx8f/e5/+k/PPv/i3/v7v4yIecvpeFyLAjPHsawP7j04evTo4b17t95++8233vzZn/u53d3dOB0zTk3ODA8IbkA/DPwWJF3WBuwPQikAzYPKmRmJKBHrgIaEGTHPW8pKCslDbyQmxhHyRY9lyAxtmZ6jNFsK50Z1XblCRRDA5PG9CEiE1lLsEut8CCEUZVGVBeZj0EWUAwfmhw8e9H3vfa8isddURKwtVJGMa5ruxfe+z1UVi5jCxnjf9b5pW++567wClmXZed+HwALeh3XTFqUp6yqweB/K0hzuzxyRszb0fmtrurU929ndvX7z5qB3jYk9B1YRR+bo6HjdtGXhisIVRbG7u7+7t4dAqCDMbZum+xdloQpIpm37x0ePHz9+bK0xxoQQyqIgpNjiEUFu1A6VZTHb2j49uXj44JH3QrZglvP5svMMxgTWsqhEcb5sl2s/X7ZPTs680rrruzZYWyDio6PHDx8+7LvOGJsbSuPh9midi+1lfd/9+Ze/3DYNGey79vXXfvC5//S7i+UyxRZVzVyAxnNkI6LKJwkkZUQap5zGxSR4nqmv+Mu4ZyAV+pQ5nzJ8WRaPCJrPbARKJZsochVQgTSId2gAIjLCoAwKwBLiKbOx0Elxjocxhsh73/d9bFLVzYQPDUGYuSjKH/vxnxiPxs4Womlcdk41CBQV6JM/9pmf/8VfBmPJWDSWjGm7frluFaDr+1XTeA71aGZMVdSjtvWBBZCMsat14zlMxsV05AyBMcQS2PvDq4eIeOf2be8TJgSAvuvj41633rPu7e9ZR66wZVUWRWHI1lXFISDAeDQyZJTTrrWGdndm21vTmzeuP/PUU0VRxfYkQiAkQgzex3K7MaYq629847vHJxfrdX98crZet845MnaxXK7W67IoDJmmaSSmqM7NV82DJ8enF8s+KBmDAPGQ86tXr5Kh6Ebi2D1nLagQwmQ0un3r7bfefKOwzhABqFG49fbbf/7lL4fA6WT5WI0PQTlN2gHMdcZIgGUtV8Lyqfw3kBiAgCKp4IJkYtTMgojUV4qpJpikhEO3RA6jOSt0Lra2Jc17/nwaXm3IhMCoyMJI9Pjxo1FVV1UZ6XWRgT1LglpEZA6DdF8FgnKSYkejBhCV3ssnPvWZ+3duv/7KNwGRWRDUB6NKxth4QiIzF0XBQSbTmZdw6+69s/MlqHRtNx3v11UpLMLsnDHGnJ6eNOtGAyNiURSqyuyjDNUHePvuY0AqS2etLcuqbVvnDKJuFVtl6QzRfLk6OjknAGPJEN443KsqWxalc2Vd1845IoMGXOH6viciMkZVi7Jq+/77X/3m2fliNB45V1zMF4TGGBOYi9JVRTlfLNq2LYpiOp2GEBbrtRfoe7+1teNsKRqzeSWiZ599yjnHHCIzGknEf/KP/h+jsvyJn/ypV159NfQ9kQE1QIhEwvL1r3xVgvzUT/80DfMXJGqFAZkJSSmVXCK7JVlqENFW7DiEoUUHIGpJiJLcTxEMUUgUfEomCUgkDN0Sl94MqmJp8G2EcWR9hnQJQYloEatFqMxMNh0dK1FomOo2Q4kUlUCFIc2FT2QEEbZtT2TIYEw8JbCCoiFA/Ot/65eePLy/mJ/0bQAFETifLwuHhUVbV0VRPXp05IO/eu0queL4bO2KotJQWLMzmwACGazLioOvRnVZls2qERFrbSyVdV1HCML44PFp58POzr6z1lobvC+dm21Nve+991cPb/Tden9vUhR07/7RZFxZxL3dWdd3Xd8L69bWFnNgDs46Y4tYhEVE5wrv5dXvvX2+WAlghP9xKBIZcM5ZZ4ui2N3ZOTs77/veGMMiZIv1xZxZmqLBOrKXQEjBhy/+3hcn09nNp59hCURYlMWju+988y//5Or+9re/8ieT3ZvbO/tRKxBPEyFA3/uvfe1rO7u7P/zDH9c0GAJildHEIu4wwSlakupGFAo6HDMXf2PI9L1vmqYsy6IoohAMU61WiIyiBkmHJucPwk3rFiogEhlCIszid0I0SLGcjIZCHlff930Q7oOPx34eXtmfzCZJwvFuUk7zWJyhaMjMIYSiSIfneB9iFskqAsDBj6azT3/254wt6npExkVIAEBkLaQZlrBaN48eH1ejiWc1xiDgbDqyhtq2M9YiwdbWVl3VlsxkNHLOIGnXNSJegAXw6Gzx6PhsPJoYS2VpicSSjkYlEYyryqgWhKTMffviczf3d6fNalWVRdv2RHaxmMdJL13Xl2VF1iKAtcYYW5blZDL5wZu37z44Mq7ovWdm7/vC2bJ0IhI4rFbr8/NzY2gyGa9W7dGTk0dPjs9Oz50rtra24kFAMYDERf3B97//m//u37VNmyoNqp/77d+8ur/zvpef/vSnPrS7VQpw7OXXPBkk6hC//KU/e+vNN6ONpgilKqpeOHCQ9C0wUFxD2IINa6DKwhy876pR5cpCNSkBh1gTJ6fEddmkorBJJxN4T5FK0hg0vFSGVAVrnSuK+H4WNtbECqhKVP+lslEsRCZx43CJKojoQ+AQMJ8wYo1FBDKmKAtrCIQNmeD9+z/4kR/7qb/GYNDaSM61vQ8ByDoBbX2YL1YX8/nxyRlFbNf1eztbzlkAVBGyJhZ2JTAaMoWzhVOBvuuNcU/OVvcfn06m06quxlVZOFs5W9dFYWlUF4Dctqv1chV8EBHu/XNP36wKe3F+9uTJk5OTk8V8Od2aAUBVlfVoZI31IgIQgg+Bv/3dH9y593B7Z3t3Z2c2nVRlUVhEDcCeg/eh730ftxYijJIYfzyZTMkYH0IEUppKJ4KErrC3b9169bvfIaKyLN5547Wv/sWfPnXjSlUW27PJ8zd3qwI3SZwEVEEFUjg/Of3DP/ji6fHJEK5iVVFE4lzydKKCJk4LVUGUdHOwJSACoSKUZVVXdTqLNZEYaUJHPFxiYK6IqCyrVAYYVBAam4AjaZGP7UvZX/q8OC6LjDFxZIoId10fAkfsJczAIiEkSWEkOSR+FHjvQ99jykU4MiLG2KRrVQAlFRZmH/zH/sqnn3vvBxhNH4KAAGLb9ecXF31gMhYAy7I6enxEhH3wRVXu786spWjxsddURddNs1qvWXS9btAYV1RNh8dnjSsLMjSbjsZ1ocwIGMHvcrHs+353b5+sNc6Bwvn5WVUV168dxilw69V6Z2d3Mh4DqMF8sKNqu25U8eHR+XdefZ3Fj+rSEty4enDtyv7WdDKuq9mo2t+eTccja6mqykgHjMejejSqyjI2UAdm78Olee6R0NTA4St/8efB95bgP/72/1JYKIy2TRdC6LsOQwPcQjJG4SjaZwHRO+/c+d6r38M8jDR7pVT78SKeA1wiM6OicCAaYgInKoCiGvDS0BeMTzh+6SX5feDwtb/8s8cPH1BsPtA0MNJqHJ4aadah+V84cfoghgwSKEtV1gLaNG2kcD2zQUPxYHcAFRbZSIAACGPTd2oLi4KKeLx3GkeuHFVcDIgheOvcZ3/2b56fHF8cP2TfGTIA6INcXCzKqjrY3/chrJqVArRdv7+7pcLG2aBqjTVIIXjftQIagrfWRM34o8dnt24/KapqMp0BSj0uCmOL0oKC9yHyPcaYzPW58WTGy4vg/dXDq7t7+7fevgUA0+kUgJw1o3ocmEG198EZu1i133/97d773e39wjkADn1PSKNRXVgnIkBU1XVdl82667sOEH1gVvCdV8WyKLs+WGu87w2VgIiKmRbCt95643f+/W/u7ky//tW/eN+LTz/99I0QQtt5Mvj0td11C8fLoIBxNG8cfxvD0Xe+850P/NAHRqOxMusglgIdkjavajY6mJjQpQ5YGjJEiNAfsnhBwRBIKtfE85SiIFQFF8v2qaLUJGhOb6YUcTGz8PmzYuqWAh+oYop0RMZa631Puam259D5fsBVcYNI8knKIl3X9X3HIbVjaK5j976PsSC+rO/boqx+8rM/V45nxla9ZwYi4wKz7/v9g4Ptnd3JdDoa1c65eNuGMMo1mYO1hqwhoqpwqFqXRej90ZPzelyXZeH7fjoZ9X3PwqyMBp2zxpiicCq6Wi6std6H1WpdlyMEaruWRZ5++pmnn36mLMu2bQDV+9Cs113b9L43zp2fLw2ZyXg8qqu6LCwZ5nR4w3yx8CEwc9+3yowxqwqMRCGEELjvPTM7a60xy9XSew+5cTQ9H+Y//9KXfu/znwOVu3fv3X/w6PRsfj5frFarEPrzk4dW1tJ3IKICEkSFRZkMHj1+/Mp3X4meZWiaAAVQwdzMkyNGLD2iQhb3AUT7AKQovsgFSggcHj18uFwuLmmzUFWddZ/5yZ/Z2tpmZkkuT2NzKwIh5u4wykRAfK/IpTlgwohgDPZ9F+XQcfJiHMQ7pIoiEpj7rvfBN227Wq/brmvajuO3iqSRwn0fo4MqRKbRB+9Df/X6Uz/1V39+NNsmV7Sd74OwQNf7d+7ea30gcgZxOq6n41HwwXtvjUHRru2IDLMYorIsR6Nx4UpCrEaVdRYJdrZnV/b3RlVljSlcQUgAWpZlVddN21jnmqZdr9dBc6VWFQQIcTqdXrlyZbY1s9YE9q6wRVGQNQ8ePzk+PhEJdVWWZaEi7L011LWNISyKous6VDBIBLBaLENgAlqvGuXYMg6BvbUxdcKmbQf5XgxwiAgQ+mZdGLOztdV24fU33jw/OyfC/f3dqnJG+5K8sg9prmmeB8ny3W99ezGfRzY9HQcHSZuV/FHUTiWXgTqEQk2eSBUAjOowPoEQcWtrK875yaE1irPY+w5AVDnqJCLfYXOtR4b+nBjVogWLsPeMBDEnKorCGCIyBMjM0rXGWBWJQxETXEAgigd+Q1XVTjhmA6pKgAlqiYhwFGI3TRdbsgkIFDx3z734EpH5g8/9drM4R+MEAJFu330Adx9t7R6uuzCe1LPpKIjvvZaFK6oSEPquD0GstcI6Go8N2aZtq7Jat6uydFVl+741xqiwiAYf0Fjr3NnZ6Xgyttb5EJp2bYtSBFzhXGVAUYIooO/7oohjHhkAnXOnFxd37j0Yj0Y9+/3d3bIolCUIl0UBql3bIqE1ZJAkyKiud7bh5OScRZ2xQSSeDoKGhKXruv29Pe99CL21jmU4eSUAe+77w4MD363u379X1/Xu7u5sNj0+PimrQppWfWuAPdSghjDGRSLCJ0dP7ty++/4PflBAAGIHVa73xT+gqigRSeymjpq8yDNtapQQ/UUCzQjxTKQYCjPBSXFyluomA4lBmQCRL51ryMKcD45j5q5vfej7tvO9L6sakKy1hbFI2HStjxU2ZhEmYwwZQoOAEk+24yQcq6oyliN8CKJqjHGFq+o6GpwhUpY4XJ5DLyrL9erGs8/+6E/+jFLR+1BUtbHFi+95+dr1m4+PTy/O50RkDHnmpu1UUjtkHJaioqLc9+u+bxksA5Zl4ZxRhfl82XVdWZbj6Ww0nezu7z58+KBt29h4L8xF4Xa2tm7efKosHAE6ayeTcVk44eAMlYUbj0YImo4PI0KE5597pq4rRDCGDJn5fB6CF9GubTn4IIEMsveFo9GoUA3Omjhj0RlLgGXpysItl4uyLAxR1zagIsyI8fArrcc1GeOcu3LlylNP3ZxOJ33fnZ+fGkPGQAhN5bQyEoGBqsbZXz74t95+kzlEhB3Hb+hwWFOiKVJ7dCK2gDQOTs1lH8h1wKHvbMj6s9NKJ6JKtqqEc6KqNE6tjFy4qvZ9l+ZnInR9s1xecODCFXU9dtY56whJEQLLZDIzzgHharX85te/ZmLHiGLccmQMptbsSJ0hswISSzozz3tPFFMxa62z1jJz4ECEwtx33Yvve/8nPv0TrMSsxjpXFueLpUg6kTCEYI0T0RCYAOO4WGcARJpmvV4vv/+Dd77z6lsXF0sOYTaeOOfIGCIUkaIonn3u+edfeCHe92q18t63basAq9Xy/OIMiYrChdB3XWMsIOiqWVZVFZGcir+4uIhtGpPRqCqKsiwjUrHWRPLJuQIAVBhUCleM6tHOzlZRlJ7jeV3oex+6XkIgwr7rTk5OvO+dtd77eJExrefA9+4/qOvRZDwpy4I5WGvrujaWnLFbWxPfra02hYkMOLAKCwPigwcP2raVSHArQJzjIPmUrUx+R1O47Gsuq+AjgyCatr1KRE6KiFHuHjlOGGrEqUsNEYg4hOT9UAHEGgOqIhw4rFYL7/uqLo21RESIhuJUbY0HEiFAvNUPfugjnfd98EgYT4AlRGNMFN7EyGcMOWcBkUVZEu0Wc904cRSA8hBD9CH4vv/kpz/z0U99+ujk1DM7VxRldXp6oSLOWiIC1cC8ahovzMGrSuAQ2FdV1XV6dLIQMJPx2Bhji8IQjaoyahma9frRgwe3Xn/j/R/4wNVr14jQuQIRDZmL8zmo1nU1Go+MoRB8Yd1sOiak8/OzpmmCD+PxuK5rAAi9n88XomqtqaoytnsQknM2BH+pd1QI1VkajQrmXP8FVNCu96AwHo+3tmaREq7KMhY4k5sBNYbm84WxNhaRisIZY1SgbVoRLitHwEZ7m4gjiFqDi4v52fnZIHa4zCJF+0ozsGO5OaPxHAcz5or/wXS5eClKKqGk8k5uw08HzQEAsggZGlo+FBDIUNe16/Wqaxrnyul02xgXX+AjXx5iI4aGwMzSdWG2sz+ebpNxxtrIBFMKrwBp8KQljNDMlGUFiNY565ywJPl9pNTQqoLESjygAq6b9cc/9aMf+9RnXnvj7dPz+Xi8ZV0VRIvC9n0rwoVzGo8AAg3ex0d0dHz+ze+80Qdx1vY+WGdZue1an4dNdG37zju3zs7P1+t1PRoZYyMDvlgui7Kw1nFgBdja3XHOXpyfoagBNEjWWmtN07Q721ujqhyN6qqqZltbiqKqZVkagz4OdCXT90FVi6JAhMChKIrt7e0YOZwxQFiUhbUGlJ3Ryajou/Xp8XHou8JaEY4lTmauRlVZlQgQt9NysUQ0ITAgLZaruqqFffDr0C9jBz0oqmrbNicnx8N89gTeIZ9rgtA27aa8F+fPROcSH70CpZYcUVCgPFFNFBQF0jG88aMpNXUYZx1mbjyOOgERtZYA1fdd266JzGg8FnUiSmQFJDBHvtZ7JmsiBScMZTFihrJwoMLsVbQoXEw8TGy9HQ7cIIp+l8ioqLCQISKTDs0FIEPGWFc6FcgHTwJ7/yOf+rGHd+9/6U//1NmKDLGqMVY5dL6vClOVZWAxUQ4mKqgCMNma9WcLVVURIgsqhorxqHYuDaYCwOV6zap1VbuiiL0e1jljTFGVzpjJbLa9s72/t/f6q682zZLIrhdLFpntzFhkuVw5Q0VRhOAX84vZ1nQxX6DCdDpbrVaIae8QUd/31loJ3Ht5+Pi06wICqEUCKKw1hpyjwhlj4HBvpw/SNH3TNPG4KEQsCldXBXM4OzuvR+UMyblCAY6OjgpjOYTFcmGsKS34VQs4otjnk6BVMqmI1kFBIJ/DCxAdytDlmmuFKVBme4P8UdGoclgFvHz0RKbKkqA5/XPXtc16aUg59G2zXi7nQFiU5SAAgjxNWfOoSAIUlr731pXj6aSqKgBgUd/72NwY5RlxupQhC4m4ylVwJFS01i2Xy7Zt4t3GuqlzxStf/dLJk4dExIElD7z8G7/wSx//kU/NV4u+72xRRAQdn0RZlMwSgigZAVTEaJ+mKHofWGRUl7PJBAF9YFXpug4Iy6pq2ibqL1xRns/n1hVEZJxTgCCiIobM9s7e1s4OqwTh6zduXDm8Mp/PV+tmsbyIrZrG2Lgo29tbriiCDwBgrXPOxUS4qirnnHPu/sOj07MFGQNEiOSKAkBC31aFQdS6rKbjsbXm2rWro1G9Wq0ePTkOgoWzSFAUth6PQ+Dz84vHR0/atrPWkrO7u7sazzYL3nfr1fIsOZIoCYbkVDQGgkRIKqiiqLEWYJitkU88S/MXdGCqov9Ljay5XygXV5KVZTCGSZUqoqpkLRnDF2ePTo8fr1dLRKrK2lBK7iJtmPlSFNWmbUUUgQpXVlWVSoSqEtiSURbQdMJRCAFyXI4DgDMwVAX1wU8mEwSIvefCrCJtu3j9219dnB9HCOgjcgo8nW3/0i//vQ99+CNBJXjvQ1CAonCUSd3YghHx6cXF4t6DJ8vV2jk7Go9dUazWa2PMZDoBROPsU88++9GPf2xvb7dp2thk2zSNde7KlcPtnR0ypu/7+WJ+/OTJ6z/4gQBube8aa+aLixdees9nfvKnjLHOFTs7u3VVr9ar0aheL1enxydIOJqMogApinZirQYALhbLpm1ZQvA9B8+hD75TDttb4+l04oxBBOesCh8dHRljqqo0xt55eCxqCldMZ7PZbHZw5SoRtW0bQtjb25tNp0VhRTj4YK1D1GZ15n0LREAEomcnp3EgPWriA2JEzHagl91TTOQvaV9U01G9ka7K07OS44rcGOQWas3ObVMntmVZ9e18tVoaU4zHW/VkFAIHDqv1KoQwmUwhxTGK5judTpkZIc7EVuFYhBZEJGuj60LC+Exj83eaIRIPCkWKpNt8tbKWfNeLsqo45yy50Xi6f/XaarlgCfHNhuwbb7957Wr/u7/zOz/8w59ouubu7duBRbif1lXpDIsYMiwSAouIM7Q1GU3G6/PletU1tCAO7XQyLgonwoHl4ODgyuHVk+Mn165eH48WQbQo686HF154cT6/iM19zpr5fH7l8OpitZptbZ8dHwtDy913v/PtoqxOTk7H4/HFxcJa45xhH7a2ts7Pz4MPABrr9HFYrbVWRLz3D+7dq0ej6ZVtIlNWFQMsVk1Zuq3ZpO/6qq4LaxBpd3fnjbfeWa3X5GxZFat1c/vB0XueuyYI1jlQKcuyqqrJZBI798mY8WRycnKOaK11ZQmgITolUYki2OyEIuP7n438kzxjEohIAwvls04BCYE1zkyGdE40Qcy6VPNxr/kc+BgwEUglRIOx6/Xi7OzcmmJn79AVtYoQkjW2bVvmeLw2qQKCAZDlYkHGlGWR8ksAgDTZLRcslYjyGCcEwAQy4shoiUpUAMCyKAFFnQ1eBJA59gHj+z/+mRg4kwkSbe/sfO7znxtPxh/66Meee8+L/+T/+Y8AoKpGZE3uNVIVNWSsNb7v0OD29uTeoyfT6UE9qsjQ7u72dDqOuTERvfH91+bLeVVWnQ+vfO/1ejT2HF557fMX5xezaT0q3Cc/+cmqGr311lsvvfhiPR4v5xcsHELgtjs7n0e/uFwui6IoiqLzPa7XrnDW2KZpENA6O5vNIiVRliUhvfSe521ROFvMFwsBXLW9cwZAu9arqgosVy0idp6ttW3Xo5jZZAaK62Z9686jonjqygGUZbFcqLW273tRDczNan1xPi/LkWqaMEMGVRgAXeFu3rgZBY+K8ciW3AqRM/IoBNVMVCHlgUSx/pPOzY10w6Z1bABFmUxIXKlcEjerql2vm/Fk2xV1UU0QlFkBiAw554hYhDUPn1GR6XQqyR1GHQgZIk5sh4beF0UZ037nHKERFe991FQEL6oqIIYQieJo+khiGKR6VIkqM2/vXondOlGtKyzXb1y/du3qk8dPbFnc2Ln52b/+s3/xx1+cjMxqtcaqcM4gkagEYRIMHFZt23beFc5aAyqLxfLsrJxOJ9tb27PtLVe41773/cAeFB4fHX//B297lsPDve2tLaLldDKbjuv5Yrm3M7t353a7XPquf+7F56/fvHF8crKaLxTo6Pj06OgohODDxMYCtghzCL4vipII27bd3t6ylhBd9F6j0RgJFdE623nt+uB7j6DNqplNZwHD0dFxUZTGmnFdjqry7Hy+CKwaD4yg1968U9fVyy8+R8YQETO7ooiEZ1FWiGbdtE3TKdnVYjGZlSGEl19++eDgINY5Yp9VYjFFANOx0XHuS9LAiGI+HyCIpH5QAh1oLVBUJETPIcqM4zAaVb3comit9SEgolXA2da2KkVxbIRjBKRKafwCAOZzLDgd1gCsKqK+77EgJKMBVNhaF3MQ5xwixAM4y6qIBcS+7106JRH7PkQZbhS/StS9MPsQVISIWCAwW2viA/mZz/7VxWLu2b/++p2mbY9Ozq/sz5RtPK4CUcnaaOzWmBD47oOHZVWKKhlTFI6Z33771s2bN6/fvNm07WgyIQRj7XK1ss5V42I6mXEIzLJar69c2QcN3/zG1601AgqIi9XqfR/58HK1ujg9v3f//snJsTEEqNZY5oADAlFgDuv12lpbFK6uK+/ZOacAi/ncGNv0naB58PjkYr6YTUe7O9vn5xer9ZpZrlzZP35yPB5vGUtVWV69sns6Xz85WwRlJAQw3/3em87Y61cPQjiyzjlre++NLZyD3kvX+977orIA4H2/vbv34z/+466wHBiBNkfGAxDSJRiV+o0hT4HPLFZ0ZHl2Uhz5l0qGFJvxkTYSdo25Ws4fk8caj2dENvb/S/6tiBiK50ukUpGmEjVFmooAyFoE9eydtTERRDQqQjbL/TDGRkU0xqBzLp7NHFuE4qy2PgRAdK5g1hCEyIQopDQmZgzW2q7rvvfdV3/w+g+C94ZMUZZXb96cz1dX9rbYtyF4VS0LJ6JgDIPYcrS7u9u0HQD0XY9IZG1RFIvF4vd///eff+GFyWjy8vvfN9mevfH2napyTz/9zJ07DwT8qK6X61ZUrt24dnby5ODg4N69e5PxZLa9e+3GUxenpwD45OSERdbrdYHUdd316zdWUZugEM+mQ0DvfQi8v3/l4cNHzFxXlYg8Pjp+cno6X3kfZDqdtl1fjaoZSNt6abqqKA8P95nZOWstGNCbhztdH9q+B1JnqG+7V77/xmK5rksrCSqTNU4cLZslIAHicrkab4139w7++s//ja3tbQ6cOINUa06Ba7AdwIFt1yhyTq30Q4NhSAf9alLQ53m4l4CavkuDqipx/JpYawwgsqZQG2foI4AxSGpkIBqAMmWfsB5hnlOvSIhN3xnrqqrEOMBNkRC7trPWQQJXoiKuSDo7jpUCAAVl35Mx1kZeXnIypdbao6Mnf/Inf3ywt//pH/vx7Z3t8XjSrBe/2a5ufe+7T9+8OvedsWXwXYSDPvCyae8/WcwXbVm6siyRSITj7R8eHt69f/fhw4eHB1dOT06DynQyttZ+69uvjuqiKGzTLLe2ZmVVrtfr2Ch37do1Vf3Ahz8cWwm2t7eNMbu7O33vDw4Ozs8vXnvtBzdv3nDO+c5778GaoqqaZn1xce6cm06nTdP0Xdd33bVr14qqWr51j1C3t7Ye3H8Yx9atV+vdnZ3Fcq4QcaqURR1C75wJ3RqECWk2mcyZFfD23YeocuXK7KUXnlsslpPReLlumXm1bsi47dkBqyuq6tr1a0TpnBJIvKhAjn1w6bxxzKlc7LmPIc9AasPRPE050p4CyopkTARIGXHlye3xg+KINdDUpRNPvkjtsMMEImNAsfc+dd8bQAThtPAKKix931vrgg9lVQFgVAAppNZq50pmVvGRX0FDGsU6UZzDaoxVYkD0IRhrhMWQSc8DkIxZLJY/8sM/8tzzz7VNF9gvl8uisJ/61Kde+9Y3+z6M6mnXrMmIgDgy3vu+kydni9WquXF135VOma0xQMQKx2fnqnR+Pr84n5+cnl27eb3r2qefuto2fjodlaVTldl00q5Xq/VoMpsJaFWVzrrl+fl5VYrIYr4Yjceienj1EASuXr26u9urSlVVEtLYWWsMKBCZgXKM82yLwlX1aDwaec9VVRVlef/+494HAEEUa+n8fO4KNyoLFB1Vdd/73VntCuOs25qOCXS1bmfTyXq9Xjf+0dHJ/OL88OBK3/ci0HZ+OpuU1WTZ8P7+Qey7F1EwkZuKJeh4QNWG1YwWlY48TXPRIqUeqzhAuX8/hUuDkls4ogcaONUNrYGKRCpijY0dOPHITCDVru9paE9Nk2sgzVmJI41Ah2QCAOIksdj1qhCBYBT5YKyMRS0lkdVhoG/iWuO0cUJDCtT74KxNFa0oDFK8uLg4vHKwXjWy6VyD8Xh8enr6zjv0/AvPmcIpBGH1ooG5C8EYa60hg8KhKAoQWS7X1trj4zMEJUQBPZ/PbVnu7e2XZfni8894H8aj8fbOHiFdnJ+K+HKrJMJ2tTo4OFzOl9efeqrr+3v37pZlEaWwF2fzk9Ozvb2d8XgMqkXhECH4IApFUfi+79bNerUSldF4YoicMyGE1bohMqvVylqzXq0Wq3Y2q9umrUu3v7NNRBLCsu93d3dHdT0aj9Zta0yxXDc721vz80XTtGVZtV1378ETUL5+vWwXq7YLo8msGs9WTYemePa558ik4x0UMKm0BBAhNihAesBpDB9kJ8Ys1pqBd8dMqUZrA0TQaAyoKpSPGrjcixFNEJUwDm+PcSoVgCmfiUAWFFXEGmOsQYIIIERVWEHiHME4TVVjqjJ4zOC97zrv+6Zt+95rkinGAks6tlUUOMI2JWGN9ZyBhYv9s6CyXM7JUKYU4nYBQhKgpuOqHqMhV46aNqzbHpDavm/bNlJu7INBtNaWVd22vcmzJ4wxriju33+4v78/qkd929VVNRrVHFpnYTwabW/vP/X0s1evXi+rcntnZ29/9/atN9964wd99/8v60+fbUmO+0DQ3SMil7Pd7a21vSqgUIUCSGLjTm1NLUONJOtutcas9aH/tfk0ZtNtM90zYyZ1S00NR2yBFCVuIAgICwEQVaiqV2+7y9kyMyLcfT54RN4L6cIAvHffvefkyfTw5ec//3nKmR1R3/cuuIt758vlypRq7fgiYd+1m80GFKYpGi80xantm+vt7gc/+PHxcFDJMY5ZMqtenJ+cnKzbtjG+T9uEzWZ9fnE2TZOqBu9Xi0Xfhsbhfrs7v7h4/vzli5evnPP7wzBM+Xvf//Hl1VZFm24hEMg3xgE1sjXO6bRKGaW5xcq1ZlkopuaNGLwvukd1MbXlPirG80PU2wEyO+eFXVj+UQs7WVlVfZ22KB09YWmaxrrIts2EOSN5dAighCCAKWVySLarDpAlIyJQ2Q2Uc7YkzDnvOso5K5BUuBdUCakMoxnXpOIZwQdUYMkAYKr0zrnD4SjCirYNC0GBmTOzb9uPP3v+3uG47BeHw2GKmTnTogfXBB8ARRjGKXrvkXC92vjT8PLFs6bpFMFojLvddru9efcL7z799OnLly+OwxAIPvnk036x/M2/8bfiNB2Px+ub7Xf+4ltNaDC44Tio0IOHj1++eHY4HMnRy1cvV6v1w4cPf/aznzVl/XMjouRcnKYpRx98ztJ2LsX80c9+5rwPIdw7P33ryWt/8q2/nMZxtVisuiY4InLjOJrj8ME1IRyPR0TMzN659XIZs1zvhqYNfd9fXm1TTi74/TE6ouUSmhzWm6Vl4x/99MMvffnLCJhFoALjNYk3Mpn1aowFbEFyhuNvsXQoq2sMTAKDKaWYpSDSz20+r18lgQco++xVQbUcO4MVWCSn5L1jUclT17UlxYOqU4oeCYWUlFQFBKVuvEBEQOSUwQE4QkVhrtNlJYobp9E+i4AgIEEpfQHRgl6M6bXXX3fOIwKDMCsqqKL1d8eUvv/DH37pvc8JGw+EhimOU+r73jKKtumGcez7PuZ0dXnpQ9P2nfHc4jQB6A9/8MP1avPgwYPzi3MWubm6XK03v/hLX7m6uvrRD7//yaefvHrx4vVH9+8/eLjsm+B8t1peX189evzaZnO63W1/+uGHNzdb7wIhdf1yGI99E7wL290WUTllJcrCiflwvb24uL8fnvkpLbp23Xdf+/J7l6+ukfw4HtSBc83Z6Yl1zkJoQgCX/DiOIpIduRC6NgzPXzbBv/eFt3/4Vz/dvxokZkTnnc9yfLA4Ld5I5cOffnizvVmvNkW9yAKd2Q6CiDhL7FXR5PXAoFKsMaE84wIF3HapjTdfEOkYY2jakppYq5GzWaeYVFENMmhgkhUJNvKVc1aFtmvHcSxKpM6Z7mBODJqBkBxZD9ER1RE28abswBm1iIk4DFxG7ZUIRcWmFK3lTlhoQ8Yi0yr4FGN8/4MPNCdmJiQBERFC7Nuu7/ucszAfj0PXtIvF8ubmWoEUKKXUtk3bBVBdLJZTHJ999gwR1+s1KAhzTtE5AvA5xh/98IfrzXqxXDx67fFquTweh7/41rckp5PNehwufvxXH73zZmjb5vrqipnbbpFzciE8fPQ4NA2L/uD73x/GIzlarJbn9y7avnv57DmpBh98aFQ1Hw7CIqpIeHl1tVys1psViz649yA4fxyO61VL3u+3WxVC58vCaYTMOTO3TWML63LWtmlSlg8/+vh4OG6WC9802/3ALE3bWJ8R0JvqYvABwJYdlXllqfozACCZ62TDXNbVXYJ34hqQgfOGNBXxNzE9j9pshCq4BQV81UoZBarfZKw2q1U7sG0a84xtE8CWhtlkvTKAZmZr+3IWAmKx9SRgjWFhNnkWB0hQZLgIkdAUu8rINYISmGIJFamF2ihgYQHNOaecEFBYEdW2YVi17BzdOz+9enX54vkrRNe2LTOTAyRmzqAWzbltF8zcNCHGKCIhNEQ+pczCIrzf3exurp9/9vT73/3ObrudxrFtmjffemu1Wj179mocebcfzUlnFpbCeX/18uUwjo8ePb5//97Lly9Z2Hvfdd0v/8ZvvfnkiSNE566328S8WC6fPv3sw5998tMPP2lCaFsvwvfu33vw6GFKabVcnZ2dpZgceTXtYNXD4TAex77vz87OTs/PVuu1gDqH61Wf4nQ8HB7cv0CENI6Ltln0PaFjZkAwNlO/6EMTTEHdlZ0WarsgCGx/s7WVgZBMe0RZOGcoo8vlyzycubC5gYN1Y49JN0LZmFkKR0NWLTLSLcxgboQZS0UhMaY5NiGR6nxzi8/kzJwzIZS3AwXUChMiAJpch4iwiO0oVlbJooW2YakeO+f2u+0ffPMPofSzARGAyOK5AtmkOSLGGFUZCZumCd4H59q2jSkZ9ZnINaE5OTlp2pBjYpHDcchJlouVbW8jopzNOFpQzMxIVPAC5t12m1NCwJevXv7whz/69OlLJf9XP3l6OI4xZkASkXEcXzx/8Rff/ovf/Te/e7O9Pr9378GjRwB4dXX12WdPqV1+8atfjzHuj4f94RC6jlWO4zQchzbgZr1o2+bVq5c//vGPt7sdkXPOHw8DATpyCKAKzrmu62zjTb/oV6u1c363P4go5/zg3tlmuegab0z8s81y1Tdd13RtVzp8Il3bWWN4HiEGoMIeFltciWJBCioVWQTrFpJbomlmVSi6e3UwrZYAJcwx5zt4e60mAUXECygSccomgEQOtO5pcd6Z91NRQAdAqiwqDl1K7IJzZa6gXIo5w7L6AJ3lkkAldyJyZVyEyHnHaiaHMcUpZ2E52ZwgkLOmqaiIECAoOOdjmiiAqjYheB+8p+VyqQDgPOcxc37+8mXXdYklxoyoIQTJOTMDwHZ7nVM8Pz9br1fH4zGl1ITQ9z0AgiRQFZHj/iAqh8OxbdsYU4zTn/zpt4F6cmFI+aOfvTg9WQbvLy+vzi8uck6O6Ktf+dpms3nx7AUBXpyfd10X4/Sjb//ZG0+eRJHd/pBSevrJJ23Xdq3/4ItvnZ6ugZYvXu2211dnZ2fb3dZXhrsPnhwpaPA+55RzdhSQKISAAMdhPByGmLKI3rs43+2O4zg2jbt46zVEbYLH0KoIojOBibZtcVZNrsyACoyLMdIRiA1lh1vBPgOQjLBsMy9lygYr+mWsB0ItW59sJWUGrXvnEKGmMYSqKuC898H5YMo7WeoQbS0YlVNmzpwZVFlyvwhUO1DMnBKb7IzzBgwWzEKqCo0J5trVWyJJgETknfcheOdOTk8/+NIHtseAa7AvyZZC07YIZJ9EVQndcrVqmubv/YPfySyX19fb3f7y+vrZsxeHw2GcIiL0fU/oQBVBF4seEW18bbFYqKo3Mp5vTVUh5WQu0CFO4/F4PNy7d55ySjk5719dbo/D6IIPIVjtZnOYn3z0sakTxhh3u93l5dXl8+ff+bM/DW3rnDs/v3BEly9frVfLnCfvw2azfu21RxT8yenJZrMxygpr9sFlZkLnfEBC86/kHKts97vrq2sLIF3fHo7HcRyJ8GSz3GyWOSeRPE0jS9YKFZyeniJikUyrj9tSLhOPZLEhndnLVNxcCg+wjIgBIAI5EhVR09my1KxInRkmMLO1Sk5V3ZcvK1PKcjpVAELHkucl6aBI5Gr+Zzi9OiIlFZHMQghImDPbU0cgQBLhoo9UgjQowJRj40NdAGTT12TjG4CqwgUNKborJaM3ErMioNpCGBWABw8fLbruo5/+dQjNYrEchgnUlLpERJgZnO/aZrk6TWkajgMAjOMYI3rvhXm32zZN6wn6xQJAmfM0TZzzcb9HxJgSAATvhnFar1dt13nfELnVqk85v3jxAqEQ7o7HYwjh0aNHy8Ui5yyg+/0+pQgIu5st53S62bx6+WpzsvmrH3/yxpv+3fffm+KYWXKMSChJrJHVhNA2jTXalquliB6nMTO/urzaHw6ufIUXzy+naWiapunaaRzt8wZyWNIGcc5tTk6M9mlNXtM3qP09S4CoeCmpuNTck1ElpMqMNxsTBDApxjnYVeDIHqItXyFTOaoJF3gjfZTfqEprzhGLZBZvabcRnJWLMgMQiyiIFWuqigppSoQgoE3TGew+Y3QG05NzHFl9ANvtCarAoOKQTAw3i+3EQ0eOswzD1IVQMDfrbQkWX47u/OJ0tej+3e9/U0EByKaGlsvl4XCw0VkC7JrmcDis18tpnFJKbdvGGG+uXyGC8+7exb0c8zRNbdc4gATZe+98AOVxiM+fv/LNwnkXGr9YLVbrNSKllNq+I+fH4xBjjDFarv3RRx89fPBgvV6/evXKB7/b7lQkpti1Tde1KeeffvQssQi13XKlqo0PaZq6rmtCyJw4577rnHMKAkmNVdFhO43TcDwConNue7M7HCYFBaSbw4FC0zRN8I1CSnEi9U1LDx4++vIv/tJyvTJarIGFRmctUBMVhQ+awxEZTVRrMVe8TnUI88Ai3LEQIJP/r39VBUInmsEGWxQAwHNZ3eQMOAYlxUzoxHQ5EUtTGRDQFXkQAWVRNQk18M6JADmKUzRRNfNehnKarxQAULYRHcv8isnD7YcwgXokQGWuxmefRqoka8kuFUBRWB6/9vjHP/7x2dlFzmkYjk3TnJ2fq+o0Da4JN/ut89QvuoePHqaYQgjDOBKicwQIMaXgfcpJxxhcIZM4cqbWmxgkZ+/cdrs9PVmOcSLX9W2bc97v9ynmEELbtjlnREwp/uxnP/PexZhEuG2brutjjD64pmvOL86fvfpIgS4vb/7y2//pq1/9hbOzs6vrK84ZVXNKPgRVBQIVaNo2xtgvFiLw2eULZkb019f7m/2+aRoECk3DCuT8Z88u+75frVbofBNaBDweh4ePHj98/Eiqqlo52JWwAOauAO6y9mr/+NZ2ABSRam+llnyglReIs6VqDZ72Unqr2qfepknN0YkIkQPEbNZGTusXmhCJaYODoJo6pZbmiWZPoe97yxtsR1lVGVHJbKyenDg4AiIAtBdSFQA2aN6+iIjA6H8O6gCkq1AIOrIGuYoQhZPVapymxBmLpKJq0SCJOaezs1OHsF6tkGh/PJydnXV9F6cxTpPMW4oAhilp8I5AREFjmqam6YlcSjmEZopptz8Ej4DofTg/PyNyl5dXw3E4Od0AQN93CmWO8tWrV8H7k5OTEBqry8jR2dn6yx+8+5OffprTlHP72WefoQqgLlaLcRiXzWocR+d8jOM4juv1pl8sVPWzz54Pw0Dkbm72N9vt5vRERKYpImjXdLvdcZomJOy6tu1X5Byobrc3P/jB99/5/Ods3hnmEIgAgKziAAvPqnQ94Pb5zri5kUVtAUf1YTALBBVuFyE6VeC6NnGGzank9dYvJGJmQrTzWoH52wrSQIECchTPUXbbI2KVWLrd5UJkOtVqZBm1fpMY/51zzjbghoToyF7Qgp3tZmG2VZRl1NEQi7t64iI8HIduuViuN/cvLo773XxfhmFwzi0WSxt+TDEdDseu6+7fv2/SI4jYtK3z3jlnt8CWyqecWSRzdt5ZbmCfou/7lDIADsP0/PnLv/7JR+MQn7z15NHjRzlltK1GKa83GxZWkc1mYy97cXHx4OEDQBKWJ09e/7Vf/crFxUXT+F//td988OARiEzD4J3ruq5pGlMgOzk5tb++ePFqv98D0ZjSOJVcyh6hZHbODUNURVVpmlDzDQDCk9NTKNBAdUIqtrKXoNZuBSgEqo4KEWdOAQHiLGU7p+QFlrg1RXvTmawAeJu/2wv62XqQUEpLxhSLzOMxlPU9hGSVGhBQYbOC6SZQ8E5M2z0nMkkQLbmiiJSXMjANKQCqsIIyqCpzzuYpHRGCqDKrsmqoKIatafneD3/4uSdvO2eKzf5wHDZn937xa1/72Uc/vdlurSD1IQzD0Tz0xcX5fr87HoftbueDPz09ffOtt5599oxjGqYRy3Lm4q1t4zcgB+9QgbO2bXuzO3rkxrmmaUQMs8HL66vdbmelmW0pijFx5stXl7vtbppiaNqckve+a/vjcHjx4sX55nSa4s1uF3MEhadPPyGEtu3HcbCa1DnXNi3AIjg6Pz//6KOPphhF9XgcxzGy6GtvvH59fY2Ei8WCc26ahpB8aAjRhzYLKLMqfu1XfuUrX/2KrTi08k3QhFhKY6YSL9XZWmhVUKqtNJx5W+ag7gp0Q5kkw6rmx6XFrJa0kert1jdVBajbv4jI1j8T4Z2W0TxBhsVzilhn0hBWmx9smjLkZJvAABEJbQ2qqjKCKxmhCbmpmo4cqIpk5ZwSM68WC1XhguxL2zYG1VqVyKrnZ+dmnujIIe22+816nePkHF2cnZycnv71Rx+t1ivbGDAOx65rFQiQyPv9fm9J/clmfX56ehiOly9fHY/HnJOKhBBsHwcrKIsDyllW68Xl7shTXC6XAHAcjs4tnXOLfqEi0zQuFgtEnKbJCNYppqZpvPc31zeIGOO0hZvtzQ1nfvr8+cnp+fe+/6PVZr1aLlOKw/Ggqvv9QVVWq9VyuWgXPZEj0ePhOE3TOI7MmiLHLJn15eVVjlPbdd45cC6n7B2Jatu2/WK53Q2AyKbr6b3OYzMGNN8O1dwmrGgGh+aH6k+JIrnSLRadOYBQQco5cMLtl9w2fIVFGSrJ2dd9BzUfut1OqDNUcHepBiqyZCicGRdCAJg3mAMiOOdTzM45FRWVmWKNSISU8kSOgCxqY5oiIi4WCzMpZrFGeLkqEcQytPTg3n1b6gKgKSciEpkOu8v1erHf3ayWvXP+sD8sFgsBaJr2ZrtnlqubwxuvP2SGHMefffjR4XC4uLg4OzvbrNcIcH19VU4ronVUri5vFv1iHMbIBAicOaV0supSGnfb3XK1EEAiT0TTFEU4c0JEYfXeE+I0jbub69VmE4KfhhEB1qv17nD49NNnluy0bWsNACI6Ozvbbm8Oh71zbrFYNSEM4/Dixcvr7W6apmEaxynmLIo4xZQTC0QC8I4QlTxJisfjOA4TkYkSgPPhFiIvEzYw1+b1iSqRcZhq+q5YpLIRbNZ5LqpmK1IFFcMwbp2EKmtZM2hDqmLj0YigKmVJk0PSO5Y0m0JKqbJabgX7iLCkTXdiqpmjKk7ThCY0Wriu4oAUbFsK5JzikFabTeaUmYkcFezhTlMAEQCY2SFyFnLOugeW9xDi4bD7zd/8tf/vv/6Xqqlt3WrZOQJHOAzJubhcLm+utzEzEW63u2dNm05X60UzxdT1i+Mw7vYfZ06g2rhgsmx2Ac65lOXFy6sQmt3hkFKyqd0pxeBpuVikNMWyjEK7rvXeOY/e+9V6GaekosH7CHA47Luu80Squuj7ftE1Tb89HC0FvLy6mo4HUQ2hcc6FELqu58yDDM9ePrt8dcUswzgKCxIhgTAzZwUYx6lrmrbvcs5938fE4zi+urxab05yTov1yZe+/GXnnLG0b33M7HJKCnXrgeb/LQBEafgBoq1sgzKthyUnE4TZv2GZvDPBN/NS1Xxrel+gJiiwBBYLBUylQ1fbNcpWTCIhkrP8jub2JCIAGBwHoCLZRAnHaYrMqpBzPhz2SN6FEOOUY/QIziHZMHTKdkBs7lQBdrt9ZgajEBZROM3CU4w31zcPHj38W7/1qzlNrz161PUdon7h809yyinm43GwJHWaprbpAGCMKWUgb2gwhtB0ba+KU8oiKqxzErrZrKY4HYbRdh+YsLENEh6OR++D985CpxWeKeWc8+XlZcrJe7fo+81mY5JMMUcWHqZxt9+nHM/PL3JUFn32/MV2f9zvjzc3VznlnFJM09XVq08+/uTFs5fMQugASARBsWm6pm2dc33XOcLMOeVMRDlGQGAWzoyIovrGW2/axP1t7YW3pxTqX/U/O8OOtATLyiHWMrNawIDSxVaZ8QhF4wRURUBhYbkTHksBB2RS2WZopk47m56Ias7Zuu6OfBkQEyAC76jIcNtiTFFVtFTUnlOMUVka50GVM+ecfvjDH6ScFDTnbNQag4ARwAirCMo555xBYblc+RCcJ+d96ZQCJM5TmlwIAsiSmHO36B4+ui/Cb73x+N7FWUp5mqYpTcK5adtHrz0M3uXE++N4fbOfclZQVs0C5BtWHWOaUtru90iESG3bPX70Woq83++t0BTULOpDE0JzPBwFgIj6rmubxu5SzhnBpZimacwplROM2i96BR3H6dnLq6ub49X1bkopxhhT2h2OCkBU5gl225vd/uY4HtquWywWx+ORWYi8I59TVhGHlFM2nqCpATTB9U2zWPaWtZL3jx49Ck2oCHvR/tSZk6KmZFiYMlq3dhUtW6sbbVS6IgoW1CrgXp7yXFUqaJ05LQuLqksq+btXkVtW4Z0cSyqF1IJoDXY4w0Xmb1lFLZ6VCQmAKi1PRCxMJpOEQOjee+89ASPlaFbOzEAo5p8J0LrlCKEJCJhVk6kSFPTM6LMBWalfWNsuJ5OQzTFNTePPTpevLm/Ik/eekJoQVqtFOD99dXkVM+coLMN6vSDC4/HYtQ2Rz5w9UGY9HgYjF3hPTdv4OGXm0DaOCAGZ2SN2XSciY5psPbgPnnNyRIJChNMUc0o5i6guFv2ry+3TZy+6ft0t+qurm+Nh9N6FhnSv0zgG71LWDvF4c4zTuFism7bNzMMwDMOYWaaYEgOL+OBizhwTETX9YojDGCOq9l0Tc0w5Z85feP/L737hC6a+pGVp8m3zA+fiDsmAZ0VIOXtnTTMQBdtSpSJCrk5J3Do8S4TIPJnh1YRAYL8rZd0l3G67UPU2wYil6NSi/16qR/CeAGzEHlSFynyEmadVhUBQ2BW2Bq00NAt8hYJSzhBCCCHmJFwWkZFzAmCwPAIcj4OoNm1rjK6maXJKWOJ6aTwSkiD5JhAqx3gcBiK3WCzatr252b73hTe3+8PPPr1sGm9yqXEaSr6fEjMfYzqOaXOy9qFBJHC2Iw0zpzgdbWjRe3///r0kMk0Rags9pwwitizJee+9V+VcOlqYUjT86Xjc2yKYYRifvXh1/+HjDz98Kpc3TdeSo/V61bWNJ9c0jfMucxqGMee0WHQ+hBjjdrs1uR7nAhGQMhApaE7p7OTk8vJyhGHR9eM0rparHONxf3z8xtvM8IX3v/j4tdeklHJg8C+WHTalFsMyOqFgY+hUpnEKiGViMsalux0vKPlnSbVUKjxKwly1bdkSr7mZaD6F5rTGdhbcsW70vupLY2kC1CntYjeg4BDLnnplVcnliw28mPtP1dRMVZZsYzYLm0wOIqSYVLVt25q0oe15S3ESgWlKYJQiURFpu+7pJx9dXb3y3nmHXdtdnJ09++yz87Pzt15/OI1xGKKCeo9nJ+u+bwHg4uIClAAppvTy5eV+P0yR1ZpOjhbLJbkQmQ/Hcbc/Zsk2YOh98M7HKRqgmlKyvYE5x5wTACA5BWzbjpnHcQRA2yvu29aFdr/fv/Xk8Waz6bu2bcLxeBiGwziNSngYx3GK0xRF9OLiXghlI5XxeHPOU0yq6rwjMiBCF4vFxcV52zdd1ywX3XK5ePjgofchNP3FvXs5cV3hVlVj6ty7pcAAqiBIiiBlIVyRcteytQlmnNNkHYz4Ypl6TfaxsJBR2ZoN6AjJRvHNBZQFFn7GrIsidwXyRTKULRIqIoUNX3bc2Hg1xhS9KSwYNiVVdULRsmHrEJvUvGHwpXVJZKxF8t45SpyOh4MJOorODUYIweecbVszFrFC7fpeFZpucbPdbtb96cmJinRt07fd008+ffP1B5v14mZ39IgaY9+dT5nHYQQB7zCL2CjHzc32+vqm7/rQuLYNCBp8IAURTjknzuSCIxIWVRCAzNkVMBlFRVmtd4GIgJoye+fn+khUP3n6/DjGFLf7w6HrFjmLacoDKAtLZqQy7ts03lZ+WE0wjqMqIlHi3PgOAYP3cZyO09i1QUG8pywcgmubPkMaY370+uPN5oSFHZGCOOeNL2SQTYWmEYEIiyPg2mLWcmetCQiVoDW3u+AulFX6YCUrq8KQWqTPQC0wFrij9ArmmjKmlFLqu05FQYWIFCDn7JyxWomzqZo45jSOxyY0Wj2S914EnXOIDhFEsgKVBFHE2nlN0yRmcpgki3BMrJNOcWy7DoBEtPSClD06RHLOOyqmTLZdUQQIEP1ut9ssWzFN+TitV8urq6u3n7z51huP/uOffDvc3ywX/Scf/4wV7l+ctW07TPHmZpdZBdEjppT3hyMNxKpt29jabgQAEEeoEqcpEtIYp7ZtppQb79GUWJHKRhqFnFNwTlREuA7SqfPBey98PD09R9QXLy+7bkFEbdtYuZOESYVAnXPeh5S5aRrVySTarq92oNo2TYwTOKfOr5YrAA3epRS99yebTdu206QxM4te3LvnnS+lvDGBge2xFkALynCK1oMBhDMBEEoLUAth1OSK2KQ8wDQ8zbjsO2ZSsxpDSebmRQUVtrAB0TpzjQAOHXipP22RDwhTzo0PCkBErDIOR5VsyiqI4H2o6FeZMSTyNqARAlbAtqASoRCwAIiMRurIWwvJuhDWyRbTZhIlxCJZY8UhgGRuukXbdnkcctfnFHNm5/A4jp89f/X2mw+68JVFG5j50eP7V1fXw5iO+z2Q986lujIJQPu+cd6nrMNxOo4jkOv67r//5/+8af31q1fj8TiN4+/92//fxjerbs3AXevsllvbKmcmorq8CExoxE726cnaO98tlq9evVwsFkCeMx8OR9t4pZlDIAIlZqsrz89PiVzXdYi4vTm0bSsAjXeL5XKYpiYElty0Dap67/quQ6Ippymm195489d+/dd9KEMxxiMlhIpYzYILIMLkvUVJrBuBoCJNBZ64A0moliEXwLrpxGTf58GdkjVJ8eKFsVLomb72BO2ZqWT2wZtOwxRj2zYV8IdcxGjLyUCkEBrCbLIOiOa0ip7d4XC0CksVmEVVnaO5FlVVWzmsAMy86BeggAiZRRTmxqY1quMUAUCNtmy0WtHl5uy1t9599pNvJ5a+7733zvmma549f/Hg/oN33m7jOA3DkIUXi14BUhqOwzHGvNvviSh433atD957P94cM7MNxvyjv/v3PvjSl0SZn7xNCsK8OTt/6+23vaP/6f/2f43JNw4XrbfdcSZLkTgH75DKqBKz7fuUxaI5HncpTiJ42O/bru1Xq3GM0xRXy04FGQERmCVnPR6O/aIfhsNwHFRFgUREEZquAdScc/C+7ztldkTjNDnvbnbTO++9//f//j84OzsDUEQHUNQ7wKSvzRtJ2TTuyGHlwWlhK1TrshwI0LijRk+y1kgtK6E+OKiDqGr5t5bf1flHSv6ONcE2zmlwBMwijAht26hqzllFVJhztt/JKRNRExqDGpCwrOwGtV2x3oe+730TTOgypZRSnBEvKNLhggAp5a7tVBFsJpsZAIQZLB8jR0gWIEwvQMHZiJEKf/CVXwvtghBBIeUkqudnZ7vt9vnzFykxEAHZKjwK3iGKJ9u945CoaYP33hHGaQTN6Gm53vzTf/bPfuO3fiOnOMUpxpg5s/LXf/kb9+5dPHjw8Gu//BvPXlzdbA+7wwhF4tDUNINDhwAl6yKyE8AsKaXlcrHs+/Ozs5xltx+ubg6fPb8ap5QzqxKLknNAgOSI3NnZ2Wq9MtBx0Xdt24zD0RHazZe6GMb55uXV/rW3Pvfbv/33Li7uGVpEhAhIRGpLVo22UpomSETG72UohBgFFUQpqXuVw1PzOWWqx5Ku0uWp7AaoJK5Ka7Cy0bAGRSqIuk1Cq9aU2cpOBRBWRKyTO2xwOpDzgZwzDUKoVGC1zDCl2LVLQJymMYTGkWNmldy0AZC07if2zg1jdM7nnK3VaNcHaOUtambwTpVVjLpS+/OqUiRYSZlPzh/ee/Tay6cfHcexXy59o4DQ9/3l5auU0unZqQteptGKpK7rENOUchvIh0CeRBmSqgiSe/j4/n/zT/8vjx49kJwysymTAajtvfbexxT/xt/826Dye7/7v5MLzmVEaRSIUFgmYUT0rnZOLeJ737bN4XjMGdC1MQkpMFDTLw5Tdo4AOCt7SkRtjNF2wHRdv1wuxjGaHrxVVIvFom0bC1fWaHz4+hu/84/+4Xq9YuHbdq0COYt91bkDOEfoXOE7aNmAUvKM6mpuYXMyVgQUIWIRMBHfWQFsxqvqkI9ZHdQJ+wIgiHiRUlQikK2m9S4YVJBSBChNV1QAZWvboQNObJNrdi7sLdumt7BpE4I5JROSB3QlwUcgxD/98z/9wuffbUKL4BAQq/YaAKDZkdG0RUGEvOdsS/08KYTCPQRAmKZhjMn7kDmmmA66DyE0bXM4HFNMbdsqCiJO0wSA3nl2fH6yJMSs6oILIbRNcxzGfJi+/o1fefz4YYoTVmmuZDU7EoAwS9s2i9Xyt//eP/j4Z09/+P3vKi5br6DQti0ghLZDROeIc/ZEjfOKqB7JOQX99LPLy5sr8o1mIKKuaxHpOOXNogWAmBmnZNLl25vdcrXKzG3XZFaNltawaTNn5r5fhCbsjtM7b75+erZRUR+ClGUkZk1o+Kb5H4tiIkIFNSgqGFSAoNpJ1KLxoqoOCw8QCFSFzGqwup7CcJcCqxYYgRAtASjtPET0OUdLRUtMJko522wDojrnzeuxiCgSmF9mKKABiMg0TUQuhMZgXERgUeMWNqFBwjKrg4QiQvrw0WPvvaG31lcwtyuWUtX+pqWKmbNSgdA4ZavJRTiL9P0CqLve7dsQ0pQQnSdddD2ROx6nzz57fn5xFkKLnZumCVEWiwUAkG/GmGxUhJm3+8PJxcNf+sovGi5lXh4RfRFMR1A0dfjvfOc73/7zP//+9/8TKLy63J+u2+B8YnaIOSdrUDlH3gd7He9tzTM+fnRf4PrmEA/D0DaNy9CuV8xxezw+enBfOA3HYbnsu76PMdsaMEAMwZsc+jiONjZnw7/7w/Dw9Xe++rVvmIS9PXBVrXTdwh1mFe8c1vlyuANQ3v5U+WYJchY0Kp2hLKQoxaFibd1AZaBWEaOSnZFqhtIcAlD13jsAyllTmlgYVM1KTMTKhh6piCehipJzWlMls5bQtKpamMpgdFWwFb1Qmupl+Nrs6+HDRxxTTsl5pwDKTOTBEXEdmgA1IqvN2zjvfPA587wfoYROotAt33j7/euXz3Y31+Y5iXy/6I9j3h4GINe1wdynLcaYpqjKjjCLHo6Da/rPv/elr/3KrzbBy53WLCh659ChsFIIKcX/9V/+r//md3+3b/1mtRQGUbm5Oex2x64L9y9OHKonIXK+DWwJo6EzADllQHd+tiY/nJ6un7+4RufGYSTCKHx5fbNoGx+alHgcx67vd7td57qm8Y78NEUAXa2WNmbgnGfWR6+/85Vf/a31+pTMDFRMCbZQTkpdZQASEpKUERUAG3vHO4EPANhSC5yppGBSIlgkcAVLlw8UCJRLAw5EWLRsjKvoZIXlQRTUM6tIipGtlewc+aJGbNVc0RNzzll5ILf86GLdJudllisqSq62x8Egk5yTKoqIN6VQzgTgQ8BKKhQRc1VGJbV7oSZfpoJlLk0JiciZrrcC5szX2/2X3v/C008+BXLDcARcdn0TfCDvpinu9gOzZJaubWxATRVz4iGm/XG62R//+f/w337pix/EnG0tGSIWrj3W6ShCItrv92+88cZmvTlZt8o8SWqDXy/6w+F4HOLV1Xaz7KKMq/XKkSNyXdc6HyTn/X4fQnMYpinmLuBqvSKkZy8umaHpemWMSRonAjoMQ9dtRDg07Xa7W62WbYur5cJ5Epacc9M219vD577w1d/87d9xwaeYweQKRK0vVdVi0RqFRrQVVsubVLXO81mP+VZOAQA42/rgGRUqfcZaLYKqllYiAKmrtJnq22r4g7o9QFW9Koioc0jop2h0StuDws+ePXv06GGhx5eeXV1uqFA40wb/Q9nmam/GKjX9VRDD2cx5lo16wFKNhkrqpSDKjrAKFJbzo4JGyiBHaFWCrRATgczvf/BL/WoRIeSsZyen4zgARAFN06ishG6cEpKLaRyOo6g4T8cx3uyO19vDN37l1z744IMYU+IMYPr96hyJaOHsM1uxff/+/TfeeGN3+eIv//xPo4jrQtc2y77bLHv0EEKAlJbLRdd1XdeuVmtb4TSO4812u1wts2DkcYqjam4bXPSNzcs7dClJDLroWkFJnM9PTlkkZQYg55wPfpwmEckpv7q+ef3J+1/+2q+ZkpPtg+TMVu9ZgwSgbsF1DgpT1CjGdVAeAQUIKv+4moaplxGQqkCd+iy4qMETlTAMCKq5zl8hCCqK9Y4M3J5dYaEmex8IcYqjJTc5CxE9fvwIZnao1RCiAJAzU0H0S6VgsklpiqpgmYFWhpgqeyJbDgy2ME2h/jqWVU4m+gPi0KkRHaCcBkKMKRUfSZg4IwAzc2Zw7v6D153Hf/LP/vm/+v/8L5c3z5rgp/2h7xenp6cxZiK/Ox63x9EkdUNwMMHLq+uT03v/w3/337/77ru2tt7KIzK6LqIqO+fVJtHqJ1SR4/6qa0NO0VmjKUYi7Fw7HIcHF2fBe6vONptN13XWtmPmnAUQgsNENByPwnCyWrJgSlEBWeRme9wfxuWic75J6aoJDbMm1O3usNvvx5gceebcLU7+9t/9x23fi6lTW5dWoTQTa1QpubmhC6Y5Wo5uRaGKLKgps8xtHARRIQWq0mVgTmHWkin5Z2n91G+W8RqkquVRtgcAgAcEct4hseS5cCAktfdDRUIBUEEkVDGdGFIbQoTCzwc1IIVAxYpZy6wAFIjuiOkAIjokyaxQBHMJEdGBB1Uyga8yt2oilIS166DkCBgUVUCcQ++9X69ARbT7rb/7D//o3/7rzz79qPUOQFfr9eXl9RTjcRwFkMgB4TBN05S/+vVf/ft///9078H9lDOnjKiuwMtkvtg7z7mcJRe8cl70/Ud//aPLl89WizZOY2IB0HGMhE4FvMerm92ybxHRpn1+4cu/cDwcP/nkUwXabm9Y9fLq0rmw2JxM0zGmdBiygC76hfchxTxNSQVECTStVwtlzodD04aUIgEiSUzy5hfeaZYLZVEgRXSIaD1gREBkVUeGhikAEDpLMKA267T6fwDVGhbmU1NSIwRgsbkxKW6quB8itBfT0tUpCyS0RlUzttmyAcCbTjwD27w82woJ6zghiQBwtq2WlqtZfLU56BmUNQ6N9z5OU+bCO1Tb/QrCIh5dLf7AthUiAHO2kdfijc2VFizkNmy3oWE2dg6ICgF4dGYIApJTZpXz84t//N/988tXL65evoxxbIKPw+GP/vAPb/ZHAJimiIgXF2f/53/y33zpF76Sc44xOueC89M0AUGdL6qjdqZo5Zx3NMX4b/7Vv/jzP/73y6659+D+drs7HsembTJz4pxy8t62iCMinV+cq8j3v//94Xi8vLq6vtmlmFar9Xq1jlMKoQk+snBo4Xgcd/tdCCFn9t63XXez3Z2s15vN+YuXnx2H2Aqenp453yxXZ0/e+fwv/9pvcMqqGprWPjsAWDMDEdUOrdGkDAA0Cmfd0wS1DCx2RKjMZjs1eQcwaX9r/xHashyoDw0r60TvwOslSatOro4+qNZeIRoRpgkBDalCQsPsEYFIFRyCAjGozf5a7ma6XPObz6l627SiSlYBiFh/14TBYkwoSoTWyjaCF/rqyW24BxERuGB6xSkiEJYTiA5RihOG0AQSQYVhPPT96uTzZ+Scc/gv/9//z1fXN2cX97/69W+88dZb3/3ud1XlyefeFbGc0tmQJ3lKqQAujijmkSU5dJ4IUNI0/D/+x//xe3/5F2cnq2Xrb7bbLAwGBplgLxKzHo9TjOkVXyJR17aPHz3MOd+/f+/kZPPixSWiX/rQt5pSzFkUEIm6rrPI0LX9NE3DGFUBfXjnCx/ce/zmk3c+d3Z+b71ZN02DAMG5zKwmwGytAwJVmY1G61ynsIqNwGMt/AEQqUIKt7SFOjF1t/VnnqukVsVpWAeP7vQRAYzlQkQsYhuaYWY8VxqLlwqUaVkJLiaThoQgiKj2hEUEi5yNFu+HZGtboGZbKXNm9t4rFDKgVjS9oLLMIHbFmK1RDQXcmy3dPg+zsAgqEKFzhI5sZrVoDmrR6yUiMU6ObTxwJUDnxP3q5B/+k//2c5/7fNv1Ivrkc1/AWQ2RyMiSAFBHZIsIBXOUnJfr/vLyehyPf/gHf/Ddv/jW4wf3ACTFRIT3751dXV+NQ74tYAm8dykm1Xx9dbVYLK4uL9erFRKO49j3fUqcs8QYY8rWANGq4eSa7uzs7NNPn6JTAHDO/9JXv7HZnIqKD0FUYowKGlMsTRkiIygRoifHxXAKJGVy1oDAzEXPDrF6Gpj/UP9sNjfPhendoAYzrKN1OszgdijKWiKSkgTnVMlqMvudQlFH9IBAZWABvCObRFRmRHSElurPXUgEdc6ur/Dky0rpokIplqvMmJuleyajaw6ICHOKRqATtcoFaD5G1vsENVULcg6J2CYZAUEhM5PtqbI9AyXSM6KtdVUQUlJA96u//jcRwAc3xWjigZUAp0TIetuPYBZynkAlR5UcGv+f/tN3f+/3fg9B9zc3F6cbVDb/v16uVuvF6cnKofvs2YvnL69iTN47JV2v+8ePHv6dv/O3b66u/+W/+BcpptB4ED0cj+Q8oU8pjWNsuk5jQhUCbdr29OzMJn7tSbdt77xPKbHkzLkkOlZgi0gFXVmyCHRGXyvgASBqVq6jLJAlee+1QkIEFc68tZxiCTUY1md8O05o1JIaj0zEv6btwzDEMZ+enqiy2TZgbXwrKqi34tI558kZFZg5oyqRr9kPMYvV4cLCIqDqPSXh4maLEnUp9Tgnhx4BbQ7J/Gtt+6DkRERqQvNarpozQ5HPQUUgJAUmIlVhVhQlBFY25+cU2JYbzGwNLHgdYtk3yypN31ve6EIwed/CzAFSZTuotddg1Z+oZFSYxvH3f//fHg/705PNovOkzpGyqEi2CShbbv3m6/fvn2+ur2+G8fj6m289ePjg3Xff/9w7n/9f/uf/GQHG4Xg4SBv8su/fe/+L3//BD9sm5Cw5Z2X2iP2iPz0/H6eUE1daCpycnDShEWWqYsalFhfxziOAshRVjFLGoYFBhhtSNRBr6qhZTWFllZlBRxX1KhmSjazP4aJ2EQ3VI8t5wdZEQCEBAqi2oWmbzt660iSsm11M1oN5m3l1nagDwDm9R1DbUFCwUGeZP9d/NYX6GiEJQQm1IiEFcCcCLnxsshhuNlg66kWeHq17UJydCpW4bKOU4JBEhZCk8FPJ6kq7+HGaENBYh0YgkpStGWVBG1VrR58MteecEUBUbHUFKAATgH7rz/98Goblou8DnZyfosLhsD8MQ/BuGobVskfyqnxyeuLddrFoyYU33npi3JDEeb1eeu+G4/GDL33gCGOMu+0NEmxOlk3bvHhxbdq+jhBBpmlItlASUFQu7t1zzlnJXNkpBdJjVTJZMmuJGK2XSHiWpFI7vlCGAwpcaXmVMTvL4AQC3J3mKpsmapOm/Lfk7JZQ5ZzLLtkSMW3pHKqoCeIpQM65itsiAPhSdlabzTkHH0RBoJwDg8YMYTLR+DlO1yYUIKJIVhsJQvQEpcSzGouhfN+VI2AJioKoqjMTLIVGie4+mO6vCts+XsxZYk7LRRn2tRsjqiwcx1FBQtPe9sLmgqbeKQTQotolXHF2tKVARM47R/6Yhj/+j//xT//sz6Zx6vsW+uCd894TrQ7DkTnbuk0iPFmeceZpmvrlqm3a4bh/+fIVglsuV1//xtfSOI7jeHZ2dn19dTgcrq6uLy4uhnEA0IvzkywqiCJwPJhEmy93E/Hk9LTmKHA74a6KxthGrOxyJUfGvvTOZuOKcRCR4elYNYYsWy9uySgkUIo7++F5Unmu2mvNd0u36rpuJitAoZE6VVEQGxm0eshWEdiLeHtBi+NIhN5x6RmXR1OH/MuTgMq3L3NggKY8mIVv7dyevRSCLAIZxZnFQokz+UtAW6kiBAacAAKyMiJQ3WU/lzHOOWRWJJUMRFpZZgCARF3TAkDKXMBVhRgnJG2bznZJzIcHER05Y35YXxIRQ9P88R/+/h/9wTe3u93hcATVxvXCmVmCJ0LpGm+8/t12t1ovp3FExOVibV2gNMUHDx7kHLu+vbm8fPzaQxF5/vyFTXSR88MwOKK+7YbjtF4tYpKYBBA6gSwlP/HOLfqFIWpmGEZQmdEko13UBIi0dmCw1k9S9PtuFciq/5hPHDAoac3Itepjg4LBPXp7tmf3YVegtfoXETCNXChduHrGZweLAGQ1kQzDsOwXtvQhBA/WrwbW2bzx1pLruyoAMHNOWcGYD8bhuWVriJhqKBA6QQFAS90QQIx1o5oyeyTwZW4Mi66D+WBBRFQEIO9N3laBaL4GQsygTdsKlzuUxZIz7fueORMSaC7uq/Db1HrnRvsgpK7rv/XH/+H/9T/931U1NE3rCQHWiw4kO3LeASd21qBiOe4PKY7LRedDAERJklJ66+3POcJPfvbRf/yjXd/3n376rOsaEd3tdlk1C6ch37+4l5m7rnOERDhNQ1Zd9svr3WBLuRxS1zSgWqZOcB5IQVs6ycze+wL1qEhWX9ek3SK8NkVKZH+2wIGIUnvMUrAm62BLbbQBGPX0TupudbdZs4rOjISiLQolhwIsQlXWC7KWklqvEEGbECzWupKgWTEHBYlDqzJBFVnYZK4IHRS+gw1xmR4aQ43gWNVE5nqBHIE1DG13in0eRVYhcXP1qbMrKl9WCrFzjhAkCwIEcgCQcioHDqpjJBIoHxYRWdk+EBHYdhWiIhNVY4eL0/SD7/7J6aZrusU4jpyZAAi069umccqcU+q7ZopZlYl0GA4319cnmw21HTM3Tcs5X++2F/fvD8NwdXn54sVzIjo/OxvH8dWrl6cn54tFz8KA4D1NKalC2zaL0HrfHoZkJw21SnqWLMLqDNMxKJ24elZJC+mI1LiRxjYy0Jj5rsuxG2qzo2WLn3X5igu6a0oF9ZrLRkTMOTvvWHQYhq4sma6VIaiN9wAUEAJn20H0ZspGP1KVmQtlIQbL79z9ZQSjg4F1lB2zgIg1RLJKnTZCLDtzlMjFmIkQXClDag/KbAfQ0W1epKAAJhVJtXU1q/KoWPlYzhNYi98Q5vqFCN4Z9Z5YEwDmnJy3x1A6qVARRXLukw9/mMb966+//vLFi2XXQFGKlb5rJY0u+LOzzXA4LDo/jFPTdjfXEofxQEQ+9P2Sc/7s6addv3C+UT0+eevJenO63++Ph8PJZjOOk6pM0xRtEoFQVXOOjhyCMnNK2eBoUd3ttuRQohLeni4b25zi5Ppujhh227jsK8U5Zdayk/vWsLTMbNUWSdWmqXccQRmrHJEWlKoqiJDlMJo5DcOxCR4AC7WpoBcgIsdh6LpWa49RVMCE18z4ZgTWGRtVK2w5X2WJtSrKxuxhFhGTNza+BIBtHEbknFnEF8676WYpc/bU3Ppue9Gi01RzAyDL+hTu0LMq7gtAZU9QsV4CzcNxaEMzIzGoME2Tdw4JCQgcmZFrGZorvlBFFJBz/Kvv/qlDOA5HT1gCHPNqtQiBFD2qKKfNaoEEm3U/xSzrtm0b1Xzcb2+ur9q2JfTXN7uXl5d9E9568vb90OSc2xAO+8N6uTqOg3NumqZxGru2zympagiORWKaUoqIikoIHGOyNqWIYhHbL2VV13WccwELit9AA1wQgLN6m04DzLUXU7xQ0RGqEHexr7kAtPSimN6c9mB1b+a/gvOnJyelxqQyL2pn2JHvu0WRMYI5EogvnOWS1hTeBVa+TcUUsAho25OxZ1K8ojJrTXHU+2D8ZiQcjkck6vuFdw4RhvHIAisfCMhKbpODrs1srY7a8FSwyZ96R9B5PzfbrZdpWHxwHruFedZiMSrGnWRlAsrCjhDQKbLW9rjBij64n3zvT/bXLzmn4Fw42RwOY46xbZvVaoGQEbwKt8GTcwriFNpu0S/aOKUQumcvrtq+b7ouRZ7GkYhO7j8YjsOzp5/t93vnXEyxbULKcYrTdrtdr9fjMBA5zsKKoW2mFHMZvENAOAyHKrBRZHzsQACgzUkXwRVAQlIAT2iDwgDImQXZZoWp9mqhLMEsjdfbBAMKygXz4lKT2K8kq5KPItb5RJkn6KGSCc15itz1PIB1uLouoFOZJ1ctExOt1EGpLR+gmNLxeMBCLywGmDMfj0cAcJ5EMqL1STA0YXdzdTzsU0rMOcaYUhJmFgYVW8hTMYniQ4svFYGiPa5zX9NgEjP0Ob/NyqwmT1rOYkwxmsSPrWcRw+2BmYWzQdhWr/rg/9O3/sN3/uwPvcc2uLbxjsgTNo3v+9Z2ywCo8wiIOaeSwyGenm42J6sQ3ObkpAkNAUzDsFmvL87OReTjjz/ebreIyMyIMAxjjGmcJkA0bQvnyBjMhM62LEE90n/1gx8c9jtXZ2K5JvJmYZawMnMpqC27rLi5NU8tNs1V4OzFqYrmQwW9TP+/wFx3eFTmCqulGGoFtR6YZQGp/jAWl1dTEb2tWrXoJWcjm85hB/D20RrvWcQRNSbfgyhYSlwkbPsOCYWl4CUioNo1nXf+1ctnzNl8Td91qCLCVl8IWOcGFYDhjowcmDqkWq6qqigKph1brQ9L1UQIhHUzgvm9aYrTyJmFmUGBmVWscVZU8AkpePetP/7md/7490mZUBerTtSmJnkYBgRogvOOpK6QbNugqiwSQhtcE0LwgTarXlj228PJZvP5z3/+eDx+9vTp4XDMwq8uLw+Hfc7S9V3fdqAQQmBm8/1E3nJY6whZiPDOv3j+/Mc//jGhq67FdH7IyljnnKjEqjIMBZMsgERVG9KaUlgT1nINQFVjIaualLqVhdWiamAqhleMuch2qsptmlFk/QvWAQVaspIUsbwkmTC3GkHULs4ekNz5qi6O6jiRs8UHxeVAhWlF0dS7LOtHVMSLew83JxeGdrahC6G1MQ3mjJUnlEVVUQVBMaUkWmSVzHqoaiyJiLIN4EvOea6NTYveew/kLAfo+945MhlcQ/etT5dSNnp013ff+86ffe/P/70ndQSgQgQhuMPxIDmvFr0jEM5t0/Zdi6BI6H0ITei6FgmOx6MKn52evvfe585OV8xM5F6+fOmCW61W25ub3W6nIgDadd3xeBzH8WSz6brOe48AqsQCInI4Hk38slQ6RKD6x//hj3a7LVVIxR4vVqTc6j5rnN/GJpgpRrf+yczLpIEKyEJ1qYlZjIhy2T4IdxzWXPbNJONqQqVpbK88L50AvPWLUHQ9zKepApb1NbObZC3TXbUoQyGzZCPxlG6DmZRxYwkJQJCUap0Cqj40p+f3yTkKvm1bUUk5W0tHmAFBJIuyogKKKJtu8n63u3vXAFER0DtHZNOTZVM1KFaym6o41OBD1/WmKoho+w2QyBOAcxRzUtCm8d/9sz/6w9/735oApigPqpqZAHKMztNq1S0Wbb/s2q4FzUhCBDklYPHee+8RtWu7pmlXi8WD+2cP759f31w/ff5st99fXl69evlqe71drDZTkh/96CdTyqFp0hSvLq9TYhY4DEOMCckBzDBvyYabEJ49/ezHP/qR945mnHTW+AElpOA8c7b4fpszYcE8bXFfcTqGYiAW6KXwymswAkCiOYDNpjG7MCsNihjxnABDCVOWjkkBLywrsmKabfrMA5B3pAoxJwRwPligRCssreJDU9dSQmSoBjyfD6xTiyVrrCNHCnGafNuqFqborCspIugK9kJkItBgyz5BpW87VQXRQpSoN4Lr/g1ny1WsWVZCuYKSmpIlook1Wp5GzlnsCd47B3/67/7N//F7//tq3SGqJ4dAUqn0fdeIooiaguE0jZxT2wXvw60INJckOqX09Omnw7D3Xsnxhx9/ikCksFwuN5tNzsn7gI4ePny4u9lyZhHd7we0/QzZtmbnKU0K1HV9dRcqkn/4g+9//Vd+2YaBTQNc1XBjVFAWEZDg/NyVskyoEG0BcR43F3FVF0hMNs1ch7XQ6ryNfUnp3JYkSUtxBrV0FHSuAgomroGGWd6iXrV7ZJbonff7/c00TW2/oMJIVETNoiBqQ9rKagsHEVCYRW39c02kywUpogJSijGXqQ9AQmZ2SDMv1Izde6+3yqpASGWWqCyTdlYNmWWXElFEFDyigjLcFh1cZQfLk1dTmTIqmRgKbMkuOfrJ9/7i+9/51mazZkl2b3NiwxeQsGub3e6YczOOU2iavmkzC6WsooC2+RSmODLn3X5HSMIS2o5ZUfKibYDCZrPe3mzv3buXOZN3w3Rcr1fDMNzcbNfr1WEYmDknQXI3291+GLtFC+CnmJrQGkHF+/D006ff+853333/i+QJ6iQNCpqGnQAHCqIlq6nJsvVX0OwP5w5LQS6okjyr9higOpiRp+L2VAlQELhM6djpVkRC56rsuyAAIjErotGW2ABY1vktRBUoxviv/9W//vTpU3LFgFXK0rlShpSohCIapynPwK4CilTEC5FIWHPK8xyBCFu+zCqAyADK6pxFE9tuZlAbmFIblPH5shlVLAkQVZESF0BinFLOAMAqlkPM+UTt/YHN05rdFZeP6IN79fSj7/3FH6eUj8Pgy2YK87MOEDlnYUFy0xRT4jhl52mx3Iig7cd2iN55m7BdLJeLxaLpmvV6HbxL03DvbJ2m8cWLl7ZlLmcWls1qdXV5mXMWECLo2iZ4LwrjlIZhGodhs1qcnyzvnW08kfE/iGg4Hr/5zW8O0yCqlQtODJo5F9KoznZzi4vOWCXPExDGLqkN7PILNX+1Ozaj3zMlsKRfWudG7+RPdw+wYRhQNudg2WyoM5dQ/fX19Xvvf/Fzn/uc+Y+Sy5nwxi2CQsCloeRsdxyhxcqqFVmiIgB43wDEgoPVRLI2EMAU61iKMIQmBSnKkaioIuqQhREIqTClTCoNbNrJBATVmAol16O6vwVUoZJKyl0nBGEXwuHm1bf+w7978eLV5eVl09DZ2bnKxCKAwDmhiKR8PA7HMd7c7O/fP3NEcdku2rZt2uP+WhGbfsk5ORcQ3Xp9llJq2uXp+bmCW62PCnDvbPPhx88k86vmZUypX/TeueV6PU2TXZsDcM5m4Qgxr5fL1aI3OS5H/mZ7nDOc9Xrdd7016kvphZhFUMRED53dXwSAupqQEFR9E5JkR44IhQvlrXaZS6e/1oBzPmOYglrNzVIoMXOaa7cxyyxXBFrWqMzFeGVZVkMUUb9aLTebd8tLQDn6ACC2VqUu37HLaULDwgQqotM0knfeN6gqksVSHyMTk1dVVqnz8tXgsfCEoMbBnDPV3pXl2gaVEFE5lqpAyJmPx2Pf92WVQT2wnJkQbe6KOTOIWnVenJdDQHIeZfqTf/dvPvzpT4dxEpUm9MNwJGRCiCk6BSJi0KZrQtv64Lu+bYKvo5K4XJ8hwr17D1+9emEOSUDPzs8BaBgn58P65OR4PG7W9PD+6c3N0Vaw8I67vptSzikpc3A+k2gyIqNIks164Z02TeAGc6ZhiIlLH/D582fjMC6Xyyx5BjZdDSkGAtk6o9JPgIpJFuqVJRFU0GCoiBTM0xRQDz7UBouhYlq3SN/CFrvtzXqzsZaIlJJAa4Ixe7+q11L+pr5sr8SS8YuIAthMDYJBiYzgkBwIi7KV3wDQtE1K/OLZZ+vNpgmhUl9UBbloKxqOgiqaYg6NgzpzBFh27ThyRARSWmYAYrxUKzbYKgYGRLClzrefGQFsilVht9s578kX5Qq1Fdo1+QiO/vSbv/+D739vGMaUYtuEhw8fHoddEwgQDFdDR03bOO+Zpe0a5rzZrLq2M4F/73DR932/CKEV0AePXnv16mWM6bXX37y+uUHE/fHQL5bKes5yPEZhGXP0nmJKTdMYvS5Jjpz3+yMLNaETos26W606ZnYOF4v+MEyvrnboGyScpri9uVmvV/YpBABZyWORv3BODVKyh2WYTLUDw5Tm1N46OZaq2jOtP2mGdJtmaQEm4NYPIALA/nBYLJaqyCXwAZR2bf1rcWz1dQDABlbtC52Vq4iANmNj8CQoSuGJK4BaxkaAAsScbX0jEWWxrbvqgyNUj8E2ATEDIjRNALR9ZUW5iQuOrpmZzFHbKp5aY6PAHYcn83VTqXSAJZI6AGqahrwTYU/OpJ7UOBTetZ5+9J3/+IPv/uU0TcF7YT452fjglrREELIRbBVA7LoWAHfb/RTjkPIwDBdn5/Z2Q5ru3b8/pXh2duG8840/47MPf/rhZ5+9ePudt1OKj19/fNgfhsPRH/3pyVIBr653Kjilya56miYCEtRF36LCGBMot60nBNuRnDl5h5vl4hiTirZt2zRNzpW2hDalrMYrM3MwuNV2tluDxdyJK3cKZ7xBbVFqjXglNN1BK6r5Ks6QfXVMzvvN5oRZbNWImaKVxtbZsRfRW0MkkQygHoAQmVkcOcvogRTKfCyaSrsiAYLVjFozQ0Tq+857MpSPTL2y9vzsjQlJq7CDZUVGSs4pjVNsu6bE+Hm1TkqI4MilnDjntm0ISFSZs3NFSUuKjrnYpK8qV2oGiAkL2sMgdM5fv3r6sx9//+Ls7OWrS++9I3d2eqKFS2jEHtMbLyzwEMIwjagQQsPCMaWc8sOH9znnnFOcprbrVuvzxeJB23WffvL0Zx9+dHp+HnNEQO8aBQxtyJmbFtvQ6ABZeNG1zCk4b+31nHmcptWyWfQL63EBOgcaAo1jATC7ruuXSy5SwbZNyBqkNq9nQy5KeMs1ICLjM9qT896ULJ1wrtkHcElXbPdEEVWewxlokcVShLkLAiKb5SblXH3b7czqHKOrSVUGKJKoerilCSCLTDE2XQOKYkt1oRQUJbsTmIl4Vgt6H1SpPNdCUaiomxad4yqqNPMVBRFNLrDwX7FoATjnjKwmnE3I1dIsQjeD0c45BbVpLZtfFWUVBdGYIzmHjlSVnOc0/vAv/73kmNKkKk0TVsvFomtTigygLCGEu10yRPTBex8cRURi8wBEoBhjco588D6E65v9drfjzM4HgOOi73nPITQZGRSDDzlz03gA9siKEDz4VVf7WqgOyOH56YlNtqVkhb0EH6zoIXI5c465b7uUs6iQ8/OBsWfvyFnswaotaP6HbAICEQCdczY3pQXc1LtMkTmGKVgLrsbAu21DRADInKpudy0k6DZPq57PfFWa76cHUzgjU7ETsnFg4+hZBC/TWZWLXGRuCGvnx6ETEOZkWhSorrIUcS5XEVGBS2S7LRG1dgDMXO7kkwW8LxftyMSZlExpEyDHKNY4uJuFeg+1nHbevfzkw5dPPw6+GY4HR5DiGDYrRHWOJLMLtvBaTSg7xnRzs08pZ84A2HUdi6gAs7x89Sp437RN0/XD9f7q+ur1N95QlePxAABxGlofPv74E2MoNE2bU4qAqrroWyiKP9VGBZTzarVaLJdI5LwnF0UxZ0kx2+5ZJJrGeHV9tTnZbLdbdG61XpU2iyEsngzHqyWYmKRWcTH2f6TMtxuU6r206ZRCIYDqcKAAoVVqSg2nsC24Whvh5bEZUoh1KS7A3NMsLFMRcc57C0aE9hLqvTMSpoggOBVWZfLFJ2G9rLoaSg1iSSnubrZn9+5xzuUAGRYgFSYhRKMjs5UzJFrkJ+2ywKEwEwCzqtqCU2LJITS1P2Q3zalqzinnrAjeeVGQzAYxo4IKgyNEBwof/eg7ypmRur69ON0QUdeFlJMIe0+zQCdzRmzHcXz+4lkI/aJfoMdxmEzeQ0ReXV6mcYqZZX+IcVqvN977Tz/5CFSaxj1//hkomZTcYrFU0f1upwoIlLkQmGwMS8q4S7PebGKKtoZYREXkeBwSQ9MsjlNCoHfffffi3kXOeXOyEVVgBUIpAzG2FQwRSKsyjPEmoOKihhaAqO1Q1SL0KKWHo9WiZtuCeuRFEW+BUwtMFXeoRIbSdb5l0WBZq1lAAHNAvgYoUICYUhOCWgcQLAEGACz/UTQIXWt3HSsVsGmbs4tzUQWHYiL9AEUmvuZlhM6pApIiMKti2TNtvjTnDKZjYxx5ciEggNGu522dTlimOCVhIlABSOpdcM6moMoNMjHP6+c/G26emfz1ycn64vzk6uqGPEnKzjZM1agQXHDO3bt34Z3b7cdpis7T/rC/yOeiutqsz+5drM8uLl++url82fd9CP768lUIjpOklPrFYhxzQIeAU4pTnCo2VO+8KJEXUe9dznpyduG9G4YhxsisMebg/TAc++UpuAbgkJnvPXywXC5jSqWuQlTjkKk4DOXgltS8fO4iukRowg53yr3SndZCtLl1dXPwgBlptQ7kXTphLQFKIVkG3O2DGWUHbOMf1IaO/Z5nFQFFwDhFJLJSFgBYhARt74q9JNU5xtmDEhVpwboiyjDc28a7VMaFzQwSoZiIGhWOKAJQgQ8cABh3uUbQAqOzpJyjd95EzHPOUqAuct6pKNXuqimyOeeJ8NWnP3aoZ2en9iLe02K52G53hOCKsBx45wqDmZkZTk5ONienMcVhmIbj8eOPP3n4+CGAPnrt9SdP3n5wcf/61csffP/7n169ApW2cwQwTuOYUt+turbfbrf7/b5tWy2NFECLA4Bd07AouebxxQMiGsfReT9Nybg9cUoqsFgshqjk/G/8+q9+8KUvWYMBjPGHWrrq3vYb2/zerRoU1B6giBABkTOmFgFy6W7Z8ylmCjPIrlqo3uUlSssb7gDxoOU5IqCaulZ91BZbtDA/AdQIhqoq3q4vxcw5m2LYrXss7eHCFTXqn9wehVogVqdkOaHOSdWtyddsoE66mqpJlZgrVetut+3apgmhpFeVXi0qpgHFLDbu7AkJwHZ7sOaUkyOCQsNEJJfG8erlx6FtDof9NMXlckHUeO9zzn3XIqIqeu9sQCPnLCM3bZtSFgDvw+lpS6Db7W4chia0cYof/vhHP/vwoxfPn4swgDInGaKJy4sCEQ7DMWcOoY0xp5jteYsoOgrtYowRAO6dbULww3E4HA6ZdRwn5z2SQ4TFcpFzutnu333vy7/yG78BJuGEM9kfkNCTc87bg0BRE4C15AmxDJGbJ8s5WxZcBPOgFH01DyuPrTyjO86tEhhMx0r0NlqKDVpbeLOpADNBBEcIDMlev7wWFc67BWAEoIrTKijlOqOMCCy1CLlFUuxK5uJgjkQACJXHDnevWqsDN8cGUpioqgqo6+WiFq5FkFIVRBmRjBSAKIQoDgjQOfTOiagJjyKRipTOEdD+5mUah9VmffXqyjnXtp2RwIiQnJecQvAsTERt25rIcQjtZrMR1ZinNE1t23p/HMdxtRLO+erVq+32RlUz59OTk/1hC6CiaPtsASlzOh4P1q1AMg6JsoKnEGNm1rOzs5zzMAzTNBotCoyFkRkQV6vVMMbX3njy1a9/vQxQYg1DBgWbrumdYgh+/qsGN8saFAnYDAPn9NyM6dYXCAgocOG4V0UQNE4nY6mvFPB2bNqef/GOIIAYp5g5h+DAdGYqWdAbiuS9D00ARVElUKxU/ppF2VQ/3DWg+n2cvyPlNS1vwnoAKlXmjoEpYiX5Y6GtVmdbx5sERIoABNl8hzrniNRwUwDItdk83ywDz5xzLz/72BLnk9PTrm2ZxZjgnLMI2wabaZpMvW3MuQnNYrkQlePhcDweu647P78gci9evDgc9pevLveHPTkX2mZK481223dt5sjMIYSbm5uuW2xvbm5uboh83/ciCkQpZwCfsgBAXTp3tLEc7/3V1Xax3EzTpKLr9cY7f33Y/Vf/+O/cf/BYVSw1tV5pCUxEtrHDigCk4m+wftVkqN7jOuMGBXK6TWNKDKn9wvn7IuLmEvLnHNn8g1baGu+qlGXOETo/hy1VASUE9CVeSQHN0HQlC4WLSoscKkB1xwXV4nN2VMbqh2rTAICFH1bY9DW5K1wWrbGfQHO5C2jDuMKcRNWT885nkaxMYFOKddlZ4ZYawaIEhVpSwNNPPp7GtGHu21YLX95W3IJzvmkaFeHM5Ojmetv3/cnpiQ/N5eUrE9bu+0XThG7Rn5yeDMPx2bPY9QsgQsTlcqUqbdtRJlFOMXrvP3v6WYwxhCACh8OBRTILoHehZc6OqG3b/X5nyVzf9wrY98u+77fb1HX9arX+6JPPHr7+zr37D1kYa3fBPLyiref0s7MqU3l624SYzenWCwgAqJtl8dXUKxCMymYVfhXatrtHdRC6FmvFKO/EJ4C65NBcCzPbz1bYwoBnAOO8C5gepFVqZVAHADgbeWUGwe58gpo5zYYKs9eeDc8MuMz3lBJP4fZH6mvavCJgNVMAmMaoqoUaz2W2wg6sVKEsBWe3WQHEbhsiOZfS9PTZZykLs23/Yea8P+x8oMWiv76+nqZpGqeUYhynxWLRLxacZTgeCTDFdHZ2BiDDMBDRerVeLBeH455z5pRE5M0332yaZhiGcRj320OM2U4LIpkSBzMzqwh434oogiNy+8MxJs6s45RYYJrSen2y3W5jjCcnJ9vD8YOv/Po/+if/FKuHme82edeGELwHAz8rrXS+v/MfSiloon6G78wMBVXJDDUhhkJVtgkdsB+e+TN3jNRSKECgIrxY4cU5jgGAUQfqlVQHh+CZGWw9bfmhMtIMRkRHArRRvoLF1YQRzFBmJ2FpIFQPZh/HrsU+M+AtoUXVppJMtwQK8mWWRADq+q5HQlOjJBRH6A2ssCF9RDbsTYtPVwatI1OOsGn7MR93+7FvHKLGGB25xofVcnF1db3dbp1zzvnleuNDs9vvp5iG4Wizxdc3N13XCXNmZs7L5VJUcua27d//4gc//fAnL168DE2zWixUNOUYYwqhUU3jlNRcP7nQBFYFdCzCSRARRDVOgDTGFIch+rTd7b3zokph9aVf/LojLONJgIroim4l2FwkVTn022ZvPZy3WSmhispcBta0yX69WhWC4ewIRA6q40BEwZ9zCa7iD1pB+Vqqq97Jaz788KM33nijxmJzhloMWzODQhynHKNkNu2lsvpGjahXjMYmU2cS/u2hETEmp5n6rcHVw2WWx0ZmNUUhqBVhoRprzpkzV9wVhcUwErWSGDClVCoVrPNeiEXmbz7EIqD45pPPi+JumF5dXYtoSsk5fzwOgHBysokxMvNmsyHnPnv2DJFiTNMUY4yHw+E4HHfbbYwx56wATduqgnO0Wq+Px+P2ZofgAEiVMktmEMEp8jBGVc2i4Dz5VpSQPJJPiY9DVHTMkoWbpk0piepuv/ft8m/+9u+Efv21X/9bi9WyPhFER8E5T84TuaJuhUY8lzuhY85utYwz8YzyqGpt4VeuXA1uOg/IzBNQdxKvGV+1p6R2TWV8v7ydVNlt84jL5WJOcmZfhwAeHdk2+bZtjfmZMpMnQw0cONNcgnoOijVqWY9eQzE65+bq13oAWC6wsBatIWX+GgmUBW3uAoCQWItJMStQtpORc8opO+dUivJcFiFypOicU2UQUC4rMwSEFDiLKD547cmP/uq7RK5v+2mamrZV1ZSSC2G12ux3xymlm+1WRHJKNzc3bduE4K4ur1ik7zvvfAi+6zpy/vmLF/ub7XK5msbx6acfH46HxWqFRIvl8ng8KqqAixzJ+5xECxfNeY8xJxW2FtjFwzeuXnyW0nA8HkV4nOJxSJ//4pfffv8rr7/9Xr9agYrz3vTWi5spizYK40QFyJXs3Y7U/CBrBmzeTGumDVTMsJoO3grU/Nzv3grX3rorK6oqemQ9ToQilatGHkUA59z9+/dzTv9FJFWyAs5W8xKSI2cra2u6nS3SWQfk1sBBYW6MF0O+PS63GloK1tsxVM7N8vYAQGQie3bgZsfDmVNKOeeUohGd7U4Zdc0H77wDBC7FtKpI5gwiaNOHqpzz/UevXdx/pJKZc8o5Z042NaqQYgQF78PNdjceR0clKU4xM+tyuZnGKaW0Wq5jNKoFNV07xfHFi6cK8N77X3z4+NH5+fmUchSdUmbR4FsBJ+CcawEdEoqxdoEU8dEb7/z27/zXm7N7hjtMY97ux6/8yt/4zb/5d7x3y/WaCMkjomHrRpLBmleWNGNeOmR/FbhV1IBKLIZbeKjcaihVOigAW8tS52KxuL07BX55fPZ7SKh1QhWx7BwoBaPALOI6E8F/zl6tpWP1BYjknL33KIAFu7yN6GYsUkFb80DWSYc7ibxI2coKiIjEJt5nS02M8WPzbpmRCKho36A5ZhUbpBYBkcSciJz3nlnICRE5H9AaA1wH5FSmcdSyAKHANKpMGL7whQ/+9Js/ccu2M73/KarCGNPl9fWUslPt2k4yd13XtCHG6Jzv+t57f3FxL8YpBL+gBSJ659quY87jcWj7BXnfN82gx6urq3GY7KQdjkdFR1T2IKfMXMUdAcO7H/yiqoLrrm6GB/fvfen9rzx6463Hr7/pvRcVUl+QGnuOQIWUVp58jXoIRUsISyoJZeQLaT7wt+AnaKUCAYKokoHdalOK5dHW7LsooM5tutl9wK2gSHm8VS9R75rjzyf95Uc9MJiMggMExCxs9FSDQahMudg09jznpaLgiPJMvbJjpIUhRFja2DbUW3g6LKYgA6q2Ac1EOpwjFXVIjKxWOgACgHMBKivQQIacc0OOy6gkqQBnbZpGjD8AhuUBostZHjx6vWn64zCs+j5nBtCY+PLTZyE0bNA/c993oQmE1HTdeBi8d4h6HEdP7ur6xgfXNE1mRrWOr/vwo589efsdVb25vp6mOI2j82EYRrkD9YiIihI5H8IwxS/+0jfefPPJeBx++Vd+/Y03n1xc3Ntut0/eedcUA2weydoglnpTGQrEShG2fNK4/5ZZgE00G8NBFEz3yKQ0y7NAAJWqtgIAwMI1rUVVITJTBgBAgXGabMJAqxJIdWzFrucUyv4H6+gr1OJR75iafd8XrBULRwYBUAXQARhXtHQBzaII6OdeFWbvh3Oct70X4MzpSS6jHYoI1qMzhWYsm/UKqqsA3vkkbD2AHLP3oWmC2WHm7MirwG63a7rWOW8CDPX6SjmbU3YmhMW5bZfr89c//NFfnK5W1fOjc8E53zTMIoou2/8T3NxsHbqcYgEwlytR2O72wuy9Xy6XLNK0/fX19qc//dBGj3JiQNrtD6qFrS8iFgTJOd80RP7LX/3qux/8Uo6TKnb94r33v8jMy9UqxljmRKrUIAGCCAKRefKqtYk1spQ4VxKM2k2FmjUXIZES/iw+mJ8TW5FcOxmKSkjKxSOYim5wXlRMe01mX4kF4sY7T9lmNLSolZSEf/ZVWvNrBPIKt/wuBS0VvBZ0E2s7CebFMtXxsWSFW4BOQVWZYwYFtEkbdDkn5zyoCIhDl3MWVXKOha33UXqXqsVeEdGR5Nw0IYR2ZsvYQUoxAkCaErVkEqmiReLXEYmqc2QIK6jGFL/0tV/77NOfPnv56nSz9m27O+yaENRmSLxvu44QWfW4PxwOh7OTsxhVUvLe73dbACDvVOFwOOackXzTdqenp8MwCJCIHodxmhKrOOcADAAEEXAhAPnQLt/94MtvPvk854yFiwc5Z1W1XUO3+vI1exIW74v3qh7QKn4B82MAzNmHACW7rv6pOjP7C6uUM16xBgAoDrDKpGGxCymybY5A5ixZb3MwBBKQsnTenj9ZJCt+5e6YfwnHJTkiqANTJqY8i9oUrMlAi4Jxi9wxrPklC5yuoqAMNlBlNHZApMxZJJeLqL9rdpA5SwUpSu6pJedFJKv/CzMeAGxFGaGI5JwslZydcGnJA6jJeKhkTuuTi6/9+t9JrL4JSBSaZrffxxiJnCpwziIyDIOItG1r2goizMwpp8x5niROOccYd/udijDnxGmKMcZktNsYMyvkLCJIPjjfnFw8/MZv/M03nrxj4wlUyqCCMDnyzgUbnCzL+moiyypsidEcWWqEtRsXvJ+nl+fP7qyughKY5n/HmnKpKpoFza4B1Z47Qn3UcyCbf78s/6iPp2AQZWXEzwFGiFj8jqGfANYrhBo+FYs2pDCLsTIQFaBOk1XdbPtIQKDqDEODknuF0EjOSKhEBn8BmBIkKEDX93EWSLH8CZ2WLdSIig6Jgcv0HfI0xSao896GeRwQIGbOFglUwEbp0YYvUFAhcx7H2PcNAaQcH7/17mtvvbt7+XEWSInHmJCo7/sU4/X19WZzOg7HR6897rtumkYRGcdILvdtN8bovO/adpqiMCROqqIiMeUYswgxCxACUds0zgcb8yTXvvP+l996+13nnbBJWN+WXVX6gZjVOT9zuKt7MHoGYh05UZh918/99T/7sufCUOi1Zay+joBZtoDMJjpiNi5l4zSIqqvvqKq2ABsQBNQUKO0dxWS3YU7MZiJX9SoVXJsPQmW1F/QNmYsAk1WwzAxs89jmTKq0kCgVx3ub1CFQZhYERVQBUEI1pSG08iPXziUioqUT9VexLLhABGf5hfd+tVqFpjEkwjy4IoTQ2GsCgNwOPRugByKa0ljungo59+Ttd4T11cubT58+FwUWOB7HpmmJfAjBOWeAxTRNquJ9AKRxGhFhs9m0bR9CG2O0p3M4jIZKbLe7lBICIjou29lhuTn9xm/8jc+/90Ub0jI/OhMDzKrAfGp5xFTz3+LFbQuhuY1brBKx0voQTKejevEafYDvNvvL81EALIsdDZQ34xUoW2cQuWY5Nolupm+mihWJPOz3MUVEUCwIis5j/+UsoKpg6RZqznmuVUt5SdZ2EBGWzFwkxYsUR5H0EDD5ZS0qwljbniKibNiWpdRiTl0EVERsk69B56zFxc5BDo3KzcwKdWqiyloAmtAyAhE4r2AIFhQQ+udgaLTvrVaruUemom237JeL0Lo4pSmKAln70F6fvN/vd1eXrw6HPYuSc4vFgpz3oVMxnRZA52xtjvUBc2YAzKzDOBksPYzj7jh84YNfuPfgMd+mHSZD4RAxhGBGbJfqaFZnuv2qMOHPoTz/mW+aH2fJiW0/t4nBmB8SKex3uKNfqAqmL6Y1fok5H0SEKcZXl1c467WA2tAVICrDcrkMLmCNx7eh0v4iyJld0Z1SAA0hmHqUr+WiMQPFkRNR21dkcbAUE/Wlii9VVVRRVjFdMFTVlGJKObQhOG8pJPlCv7HaxB5/+aAz68OKaixWbpuMsk3Te1dAVsuiTDbNkdaBelU1xP/OBwbjegFaVS7d6mJz8TCJpKgvXl52bdt3gVm88+M4NW2IccKyK0oto18uNqwSp4TOoq0iasqC5AApoCdqQmj2x+Nuvw+hUcCv/+pvvfbm51LiOWEo7AuYgQOFonF/B/ssjQpQZ6RimtkBcwCFCksWg9L6T1KTY+v6VtzRHKgFOC5uquBeULt+5SIVRNV5d3p+alBFYTfcmrVWEy4zFgBFc9pekICAvIjEOIUm1DySAMBLYVEVtld5LOhMxNTVizZEmMz/WGgTnqkLKjqMUwih73ujchk/2Tlf74veRdNKaLNTULy9ljdBLLtnCREdFr0wi5Ko4Eo9Wx+eSMnxCElBm7ZlZiQgAVUWZd8tPvflX41/9u+ePr1sum6KkyOAEFR4jJNoJ5zbELxzzNL3fc6ZyGmKLDa0wW3bjtNE3tuGQiQf2lYVyYU+dGcPHn/xF37p9cdvJGYAnVMZ809F0xXn6SFgFufM44Ol/0hIJqgtSI74joKe3XwCcIhiEBVZzY4s4tBhQSvKjUOwMU+5xZlUywRyNT4TibTuYw2RkFN2jvQ2iyMwMURSNyczAKpiTAc1VbdSXYAPoURAKqCXrX+2rL5McCAiopNKNa5IaynNBMpWCVW0zVSiPE2T984HZ3riBso7w3DLswey5y9SJQwryqHl5NbgVmoiVs0xhhCUizArknNELKXLhCYHwpw5I9rmbQHQcTyKyGq1zFwgvsXy5PMffOPV5fZmd/DOi3DOGIJLOcYYT082bQjTNByPR/JhsegRSdWLiLCmnGLMzILkkHxosF+sEsswTcvT0/sPHz9594vn5+fZ5jsUtOgG3NZ69oeYMjrxzps2ZOnpqeXXYs10VWVTiTI1uQpdIZG1CC1WAYKAeO8rHQHgdpS+gKJSrQqsBvwvAXKzOTUogtCGfu94SgQovUtQLsAVQMXly6MrFD1AJFXWmX4M4G+RMEAWdsEV0L2gSyQ6F662V1oVlQByZkQy4KvrOwMsbM6zFo+goMV/VBgMq4iNR8dm72ocPXOCnFmIkAhR0XvKObuKmpAjYRGxXQMVHwTwPiAAKCNojDGl2PcLEQVykgVBc8qb84d/+x/81+Gb/8e3//SPLk5X5FCUnXeIMI4RAHzTkkuq4H2rqoR6vduyCGcxMSBE7BcL5/wwxinlxfr0rXfeff3JE+8b5bJ1kawGseOFBfcunFhCV/+hQCOAUEUW1JjsAAhgw8qK5mbAWWGO6KAo0ykC6RzYaiKPZl41EgBALc0sGBShNS1yL4qlO2hvmkpMqZRyS1AsZBH1TZtSVv35jrBFYSwmVtM+syX1Fk3syr3zCihQZKvKILTargAQkcw2ak3DFEGkbbuiZzvDr2VA3z4a1SwKpe7RVADbY2z3BKzWAwAiyRU6AhAVQm9/KKdN5Hg89otF2zS2RRKtbUtlaMnklpxzq9UGsTStbdKVCIUltMu/9Xd/RxR/+N0/I1JH6Lxr20ZZMwsgLTcbR+7V5eU4jiqamG1sy3odRJjidORRwD964523v/DFk7NzVXFo7TZLyF3hwILmnAnNyRIgeuctf1K5s6oZAYwhWE+d2QsiKWj5TcD5363zg0VRqKRj5YwVZElRgUuPT0ELJmplvtVbJGAknJqE3KJfzvqPphMzG6jIH/zBN999972Tk5PZqgDqmsvZNVaswS7KVy9i/6aabezQqqrylqXQlWzkMBUMwTsqm3bNqrQsssBiXwCg4hAqhajoUZB5U1AQ+jmNparhZWG0KAcrEJDVHTb4YAWtrbYzAC/F1IRGAVhQVcgFFBEQcFRiKAAAsWSRRN7/V//gH77x5Mm3/+Sbw/ayRzcMg/cNT7kFP8UhM8cYJWfyLoSgAgAusz1ET9T0i+Xb733xnXffR0RlNr9O5OawZ2InpqQwl1qq6mpqArPKmf2Gte8MQDEEy7lZAf0WkdGipYdayepF8KloMdSirST7atk9FaqMBVaoMhBoA3hQG9fGgBXG+hEA1MBzS+xAoWmaOzZUI2lBTc2eFOsfVQV///f+tzmxqWNi8OLFi4cPHtRPVbxbzllFLNsp5bqNvZslFc9PiCSSRcQo86IljmQbkiYkUEfOMko1QZIZXFAV1RCCPRICyCKcs20jYksGiRwRV56aI+QKJc1D4ABim8bsZcvu18IoAiSM4/HpJx9fXz775Kc/2t1cgqCo+tAAAjkEkZgyAPoQqvgngfPvvPv+e+9/uVutLFmEElxm2BrmpOIOkGmH2znnbg8qzoeQEMlIH0Yb0tkx1Z8wST6sTm42VqxZmIiWQfO5MKrNQ3seFhvURES0xDuCkqrbKB5b8iOqlRhdBG4QAME7z1lEuIpx4C2v01Cd8oYwP038vd/9F3IruGj7vlREfCWzGnVfVDiXyqAw10UZmVkIgKXOPSpMw9C0rQUmJFIQIq/zeKQjwqKrbN/JIgDgbGpUGBC9D3aMQct76cyhAKii1hBTcoT2ugaDeecBlNBkqMvxKmAEgpU5YMWEiE27TdP06Uc//fCnf/3y2WdxGhDFehnO2x45BXTL9cm773/x4ePXl6tNE1o23+EcAnJKzjnLlFQVUVFJK0KG1gNBcGg6EbOAO5jaAlaxIUIkR/NoJiiYFyxOCgEQHNqKwFK5l1ra3vWWCFqstfxk8YdzdmIMFCpa2fUUqNZlIMWLIpT5ZLk9riWslV9SlcoIBjQJWQO2CjFAi2K4TVxVnr3akL8dOla2SG/rd2c0yxL5UjeSKy5EBJCst2p1IYCNYCMCOO8NibYfJkTAom+uM0hbQZqSgVh+pTZkUuwaiVJOKSV15J3TeZZfxOjvAlKr2FLpzJlNvZOQORORD+3bX/jSW5//Yo4xjePNzauXL1++fPFiioN3ftEvHz5+7eFrr602p6qqNbcTlda5b3/72yer1ZMnb88pLWjJC2psxILeFChrvqmFSpVyDsHbn6Wu+tG5LVMrlNIy1mwlXLWBOV+uQ3iI9S7V02hEUCzNYXNQCGAjhVQy3ZK5GKPGfsWsGcmBKtxVnUWqc2UoioBFVKtGNajwthSPJUWwC6tcTcnzQEFAXJnXMqs0b6osNgzBIMoKCsjMoGrc/6LLXTvbJeFAUICckidXNGXRxC1BVQhARacUQ9NYpwXqu5auFVQmNJFVKCrZESqRCqSUAMr02JxFSiGnQWHKVchDaki4W2DbUUZ0rJpSUpGubUDV+lSWjhQLBgWFGGMT/BzX5tMMKAhk6BJR6bhjnRJWY2GghaOSltuSnNnuoDiOstmsSGyiGOP3FsmA2vMhVFPJFEG4WyoWN0ZYpGOMqgczzEWlmJSSNpTkDhArKxViyqpl4Q8hgpLaHITdarS7LqDARY1RWbI3U0RXAzPODUYjphoBrRAqEEkURbMqKgohARArq7GsUB3ZdIMrzrXeKFF1diagkFuwuNP5/lhtCE3TYHl4UNl7KLfkJC1LY+svWvyZzzrakpjSxIJyky0bMZ9c6Jk1ny3FKYICK5f4ibZcAyyTQAASsIVS8/NWhMViYcMmwozkoEosAJT9lESEoFnELLJk3tUosPaVraq0TzrnT1agaE3EymXd1oC3ZQEoODQkSWkeHSswWVnKrbPDMQD9tqVSHMmMgsMd5qZVCPNuyXJqYF4wbv9eq8cClolB6aSzp4aKiBaKQ6H6WslSYSMBEzQGBdPatwgIRlGzx1FMppYyaHXBNI2csxFEuZA+q3kUWEShLqjVGhyhPgz7jlSOvLIJPSIASGmgOihXXPy7qBAimXZnbQ2ZEReeHaBT65mDw9KbElQr8KmagIKZdfm7/YaFJPsMBRCqMs/F/xHhzx/9coDu9AGx/r3YU/2+qt7c3EhNPEwwQcvYDOidCQN7LMwic/fUbt3cnChVuH0TVPSOLUBFfMpv3oqDQPnMpshml6lSemkzPwtKnTLrZmOtZ4AqzxkIHSIpq4rGyMyM5c3KBRfzrDi4inJiZbanj/OQkM0qVUBj/vBN05BzCGCKo0oItbFTI5OKamYuq3Kg9MTrAwCLr6KClYlVkoOSW6BVXnaaqHAHkIBQ0frZ6KgwDioF086M3t4j04qGOZICIhdeNpR2HpHeCSYCOn/w2VYKLYzw1ligwo7VewHepkfFNKu7yjn/9V//NWgxglLzV58ANVWvN+bWoKCemVL+F9OxATIQZigMgNtjI2rY6ZwF1oudjYMQFebkVBX5jmiUBQmofJNiKYqe9DYtVxFEE7AugQTtv0a+AxDlKSVHyllUFJ2DsjAYVRmhyGLN8K9dvKEptflaQvWdarWc0XKPRAHLNnRU27RuwmJUrKjUSmAP1SQNDKogBHCkADbT7L1DRNPcQucsXhvlTFVta8Z8cHU+CZbSVeNS6/TP91ttXy3M1+KoOvpqJUREGCriXX+3inxg7UmgNdS1VHdQAxAAOOd+4Rd+YQ4aIFpstL5EPa86N96g1nRzCkFWEJDhV6U9aGl02fZhDOE7yUAxtbpgEFRZKuGiPlPBygSvSSVWoFYzV8+rfq4RKyxSDEKljiOV6Q4lcliCWvQuQMXckJwKGxBTP53cKWbN01rzsIxE68/PshVKfPEhiohTSgDgy1ZOMIaT1mnq8i6GJUpJqgiJNSOB8aud89YALWuYCuRWognerngElWyDnWVhLqKt8alSFIhQ9scWAiLemoA9AKks4TnSlTrMDr7Bn7USVIAyvHQnnceiQ3b7CrXOsodCdyrK2cQN3gFVIBtYIXMeZYmVmtUhlHhWHoRA1WgwGUe7frFhRcACTtb8A5FUhYxBZr+o2Vx9uQe1c1V9FSCCqBRZ7EItFck5xxhBFYBFVRSzMGiRUbBj3YRmPjHmTO0k3y5+MayF0FnZreU+SW2Nwp3+P9YSTlUzswJkZkSsK9qrM7At0YgqmrWMJbGU+h/KGXa2no5qT9dgFbn18PXJFYdoqbMrtxRN2RnmanEOMVS6Q1ovZ45Cd9zt7XfmDNVSOiIkG5TgWrpjMT2lOgM4S7bXK1UAMNYklJpYawZbetVSP9AdLL/wmuplmNY4wq3bwepqUKvnRxuAtKTYHJjldHc+oKjaxii4a+A4vxqACJQcWAEK3mu3WFhECY1YY3dvxh5zZgNVkcjwUUK1Fhkg1KZWJYUC2jZELTVdTREBoCyeKrsJKqsE5z/YKXPGb3fODA4BkEix3lCzF7UUHhFgHIbr62soBLVZ1BerCkk9T+Y2ZmlY68CUgwCiUmZ3LWmtQae4kHq4dZ5WqP80U9drxUblv4pSUtJSbefMc1moADklnJXqAECrtM9tvooAdWYE6vmca57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\n","text/plain":[""]},"metadata":{}},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAMgAAADICAIAAAAiOjnJAAEAAElEQVR4nET955MlWZYfiB1xhYsnQqasqu6u7uqe6ZluAAO1yyVpXPB/pvHr7mIBGkFwFgQWGNHTslRmhnjK3a865/CDR82GpVmmWWbGe/Hc/Yifuvhf/9f/Z2vl09d/+tPv/ni5TKLqGMehiyE2kd3VPgY/nc9SSwgemFrTmmprzcwMpCPa7cL9m1tEJ82aQFVTEQBQ4GEcu6FX0LwsJSVUVRFRBQByZLWW86WVLLUSOz8M5BjIGzJoI4Q6TaUmApPSvv7m24eHw/56199E9R68BwAEADVWDMROwasFg2BAwKBooqaCoghoJlYFRRQQDdAAAMxMVVWbiEgzE1BQCTx+9ln/kx8LgKjkXAjIOQJQM1VDJO+76J0HRGkt54SIRGQq1ioxudgBkJkBAACyc0xEqERoZmZqgGasaqqiqkSEiEi0/l0TA0YkIiBTzSnXPNdaWmsAGEJERDADEEYsv/02fXgqtZZaa2tqioimsPnyx2/++V9Ox8Pz48cuhDTPzhpqRYKuH65fvd9fXxsDGLJz7CJ7z0yIoApgBIjMDGYGoCKl5pwXKRlEidh5x8yoUtMirdSSUkoiaooohGqm6rb7q/PpAORi10/zoiJNwPkIyKLSxCxXQ/L9AAAiIk3X28PM0CRu3c3dDbPPqYqAGgHY+kF738UYiUhqExETMRF9+aYKWaxWk0aMzNH5QF0k52O/6TdbcKjS8vE8n495OmPTV/c3UjXNyXcEG2esQAiGZmBmqGqGCOCIlJDYM3gjMBUprZVqVQ2BkBAA1+uItN5bogzSsAECtaEfPv9sfPtOAsGSpsOcl+SZu+jZkZmZganW1tRgvUsAABEBAFCRnRsG70MrRUVVFRFAxMyIDA3BwADMzEDN0MwQ0QDwh7t8WdJ0ufTjCEwcOwYUlWmec1pUlYgBsO97VRVDRgrv7nE72umMS/YqCoZISLT54o1znr0fr64iu812O44jO+ccxRiZSVRqa2gmqqTAIghGxACAQABQAMAMEEVEtJEBsVNtKkVMFNEx+24ItBnM+pKXOc1zboqAIKpOFEMcNvur4+E01EpLmZdZAAEg5xJyllbNgAhExBF7ZuecWlPRyLzZjcNmC0hGUcVEFBAAgIld6IBIVdXMRKVWbWJiZtpatbKYiSMmRkAiH1zX+a4fNzsfo2oTUH+1jdEdQYvZ1lF7rY8PT1IE5yytmfMKZKZFjZECkAH5EMxH4PWvTEwqQgE1MEBAMtZKZgwIoGamZqrSUCG47voufP4FbXfZDHMruYIaE/ng+nEkptbKkurHj59KLa9fvUJEZg7RE5PZ+hrGpoDQWlMzM0Nbq5SJgKoAIiIAEhAB4FpzwVAAWkl5TvOURSXlY1HdX+9LKSVnq2l9oKdpUtVxu2XHdb6cp7OPsfvs1a17Dwq1qQE2ad6x7zyR7a92G9ugWR+j9x7Q0NRMVNr6e60CKAZ1mZPU4r1HBHYuhOC9Z2IkJERPRM4RegsK2ppIq1WkAQChZ+cHF7pu7Mdca25NckpuXmZrLcQ+Dn15+NQMltIeT4c+hM3YDV04npb1czFTRjIwJI2efe+HIdy+ejVstlWUARFRpamoSGtN1AQNDJCICXC5zCklJg4hmFqrlZmQCAjVQAC70Md+i+SkqWjTXPN0ycvcakMiRI4udj7mXK0aiiyqBUhN1xrpAPc+9K4zpQYGoCpaW60iyqTgAQGaQCMTUammompmRkjQD8Or13b3WvseVRRRpCkaedcHv9tvALDVSsTM0kW/pDnXvNvtYoyqCoiqomKIUOa5LskAwUzNAJCZ16pmBq1WMSXvmVlMpDVpAgi11jyfp/O83V1fTodvvv6T74a+/7mqjf2oPphZrTVE8dFXVU+eCJeckL2LXQhxSeVyPuWc+j4Om130PgS/doy1gYi0kher1VQM1ICnpUzTEkIw0/PxDKaEYNr62G23WzZD59g5FwISAZEBAKEiswOOsJZpA1NAAER2Q3BqEUS1jk5EtVVV3YwbIm51abU9PCye8P2b111X1yK9Pp3MQAio5hyNY7+93jhPl+nYjEIcYgzELE0BnUIFQ0BcS/90Ol9OZwPgjgFATRXQsScXhExFpa0tUlQAiUztfDyePn5iQlVpaZFa0WzootTamnTOzUs+pVbECFHNiJDGfueiA7f2FhFt0hRMEQWAiJABTMVUBcRQAQEMmYe3b+j1u2ZIpgjIxAqw5CylBOcOx5OqDsPgY+xDF7puu9sgYvTOMycREWmtgQquNxAAGIhqaw2JMAQmWq+DiDQRRlYVNci1IqLUlnL68PV3vuvf3Vx/+P7r4+GxG4sZXl9f19aKgXPMPiITOUcEqkou3N69qk1TSqYGBtE7VHe93/VdJHYhBCJabywRaU1FUBtIU4UGZAqgANOScs7LPJGpY7za76+vr2KMzEzExIyI6w9lqmZqLx0SzH6ouGCKQLjWZgAAZudKmrTVNE2ttd12b1XTPOe0xHHse6/W+i6YqgshxshmJSUy3oy+23Sh69RkupxCv+u6ntC1poaVGD1xMzMRbTVdTiVfgLHWZjUDgan5ftMNAyJIaWKt1AbTZGCOHSC2mpfDGdVaadoKEfabUaWQleVsTZQdXvfDeTkflkwCgg2ZuCk12I/FMQVmM1gXBUAyJDOAtQ+ISTM1FDMAROVgUMtChlqVkM1ouUzT6VhyUdXz+TyM45/94s+4IyZy3I1EJmJmrVU0RQJQ0ZYBCNGtLc5gHd5/2BJE1j+3UgjRdYGI1RwzFwCuaM4/HY5//5vfTvOCLuzvXnPw7H0zZccheFVFJkASaTUXYhS18+nkohMfrq6v+30/nWt0ii2hEWA1QSUSoyZoCtJaKkVqcw6RyHvXd15E+87vtwOBxeCHoSciBVMVVEFBRERmJCYFRkRCA1hL8torXn7A9QcFMIOq4tJ0Kct8PhxDcNsxYhtMc/R2d/fq7bvX7IAAW62IYKpaS2OMHLz3zBE5+Nhd93v2gdiZEhIyIjggs7ZM8/lUlkVq8j6k9Hy5TP1mIIRNP47bHTtuTQAUjMxsnrMqElEXY6u1lWoCKgZE+5tx6OP5+SQhe+dEyRk5H3ddfZxnAzRDFZ1LeQLIJQXGSOwpEDtEhHVYNwMD0CYqTVRU1Wx97eVyQcdlydN86ccNh266LN999/0wDLe3N+jc/f29ICwpe+98CByC1VJbM4TQD+CIiMsiRI451KpNBNchGEFUrTUEJKYYI6/bn8icExAQ0eVyEanDOP6H//AfX787/fIvfvn+J18O/TAMPTF1XWfetVoBAFSR1CGQd6K11Rwd++BrSpaykXbOnBYzpYZQyRCF7Xien57OiESIKecYu/t3n/X7rbQ2DsNa0taNjEBl/WzMwAyQAJCQUJVQGFABAFVhLcC0FjN2bv2AARBU1GyeF2emACa1mkMzRTJtNfiw2W5iPwI7ItJSrBazoiqoKASKToywQewC+2hmtSkCIjEim5pKm8/nZZq0VTBrTdKyEKL3YRjHzWbLTKZC2tYlCRFba6fjsR/G7e5KSlY1NEXUcdNfXe+WeS651qouhMA1lTIdplqlR1gQRKGJmSpYaw06JGHsvDEbIRo00wY/TMtqJqZNm6gIGEGrTx/zcnG+6/ru6ur66Xj63e9/vxnHzz//bBwHMSHiJk0FiVzvvGcUIqDKROgdhUDk2XszUIVWJjEFAAUgIuc9MzMTMzFx13dLSg9Pp8fn4zAORGRmw7D59pvv5ul8dbW9vtp7JkcEZtIaEYpqTou2Bmhmyux88NKEka5ub4DgVNLTw/emLXjXuoBg3nnnHSEh1HY6n77/9nxORGHYDOObN6aS5oVwHc1hLTw+eATDRj+AQmq64jkGBoqtKZhKa1UNmJnZOe+99wYAjEBoZoqARDFGh0z9MNZtqVLWtiEKQMTOtSYIqGZNJMTo+0HdLK36GLrdHtAMobS8vr6qiazrLktpZV7m86mknFNS01Jr1/e7/dWw3Q5DF0JYN6UqCmAvv1ABpOujD6Ewhz5iRRB0bMs8n4/TemMhkzZ9PhznpboQr0NEk6xqikVVTERA2YOBQPUqhGSqpvLS/xEBoUrJdTEQQAzgeap1vuxuX8VtX9NlPj7v+vD2zX0IDGiOIwCwYzRsosTOh/VGcWaqZMyMnlouyzKJSNMCCIYEQBQCx+ic8468c8zcWkvn85ITEppZKWW3253P57//m7+/v3/95s1bAtBazDmMAdEA0VCtVc1Z0VSFu46NLE2WcmpLa0LavCcCD2A1L6aSEZl5s9l00V/fXO3228vpcj6eayn5+GnZjD1ckSNwDoxfPhkhXZErQAD8YaB6WWTNQERyzimlYRg8+xc0C1/AFjVbn1gCQCanqnlJl8sFGWIISMTMt3d3IQRRDcyIyOziZhu6oU6XlJfQBd91yOgoIICaGBIQg6HUUusipZqIj70aGqCKsotXN3fDuDFERRUEJgKzVEtKi5iJmpoAwDxftrt9vx1jYGpNyjyfn4/Pz61oybXUYmYppfP5LMrO+67zQZSq2Q9rtJKKWhMJ6/qFZKLSmqqCgZoCWdMmLTNZcAzJCCE4mp8e23wIIUJplvLh6aEbeg4dEZsZGrFzIu18mWDsPCERrQsWs0Mz512MUUTYMRCRc4iMAISkqipQrS3LUmp7Pp6bQggxpxRiPJ9O/69/9z8B2l/8+p/tdltGCzGQgdXWxJiplqXmpLUiKRNaTVkylIRS65IAoe/7zWbrmAjAVEQbOgYAIlqrRAhh5/wwjLVWAOz2W44BTJERQUutpQoiAQICIoCaSms5V1XFH+6dtZI552KMzr0M9bx20h/uR2JHgMzBCeL5dNbaGBiQfPDDEHdX2zAOjr3zHpGcjyH0aOx812231vI8J++922587EVV1WB9QzBPl0/SxDl2XeDNwIgmUmszUTNDMiIyAyNS0JxLbQ0RTRXNus3oQwBoXd/7cUDVspzTsqTl2JqkUkopCNAUjnNpopurXRz8K+8urRxqFQUQy2gJdCIOjkIhhwRqrZlpMxVBcWQODECqtFINEb3zW+xCE1Z22prWfDlM89RKu3n9dry5AWRm56SZaqnVs3EfQbWWkkvlEDkEYzRCMvIusPdMAcnVmldYY5pzWtKypCXn4+nUdz07VkTvw1//+397eT7+q3/zP37+9j05CMwB2USPh8fL8UTMSMJgL8CXc445eo/RmZqqMnM/9H0fkQxAUdcOAK1Jq5V9ZOJSaytqyL7zPkR2DkwMAE1VWs11SRXUai1m5mNAsGWe5nluTcWAXIj9GDs/bIYhRCY0FbAK5tWIFRHBgJCZDACgmbmWEpp2QzQ1rQVMHSMQ+BgYHSETu3XuU5UVUU95abWoIvpi5JAdoGmroros8+lwVrMQwrjdbq6vEbmWWedzyRdpFZm88yE6JBQVM2NiQ2NAYueJg/MIUEUQ0TMBswsRyFWpqvrS8omMMKU6TXMc4m4YX7fd98unbMZKAtbIUmvQjADYkAzMwFTAxFFzaA4MtRKY9+yYRayJEINjuN5vllI+HY/ztHz45g8Pj5/C7sr72A1bQBIR733/y59u+vAyUjooebGcc8po61gCqoqgUsuHT59aawDWWiNiAFID7z0Q1lrTdDp//y02/dWv/+r968+vxhGcSi7L+dRKSufz/Pzc9X2/iSGEH0aaEGKIITC9gDkEtM6pnpzzDEQABkBx7WLszDTkWpaUUxKRWrNoJUQVVQNRzUKnKV+myzRNADh0/Tj0p+Pz5fgE5Ib97d3NVdd1ztNaqJhZwZgIAUSaATATEvzAYoGqunQ+MSERSa0qYipqVlMBBQ4e2SGRipVSyHnnPJA/Hp/NbLPdKdg8X3yIzB4JDWxJRQHZeyBXmiJ5Cj2IiE2qoCWLmjCCjNz1hOSCVzUVdc7HGABguUxSauxiIlSVdD7k08lqYTBzTAig5hi//Oz16XRxhKSNre0iRYRJUG3t92CAK/ZNL7t/I1XUtWyaiqCJI2MidMzMwfsYgzQVse249aGTKXsmKbmmxYxSeiqtjZtxHO+my9J53m+3Zmi1GebD4fR0OF1d3/guAmCd0zw/Px9O6zdv0ojY4ct4S0yt5jJfzt//oaXp/fv377/6cXRa05yllrTUyxmkEsA4jPMyL6Xc3t1trq5i9ITmnHPer6sYAICKSEMmCJG73nlva/1YSSJrVusKgKxsoJmRGoFhE8kpz8tpLp+eT9O8iBoxZdIjUq3ZVMLmarO74uCbCjRDwAbAhI55va1f5mNDUDOQlwHNzFmtogYApWQEQCQ1nNNy65wLEZAQQaW2ZsMYx3FbSi21lFwvl+Q83L/9rBt3qig5MfOw2cVuaK2WlErKD999u9nta0k5lZrr9HxoNSPCOO53d2+JyYABCMBUoZTKhGi2TFPNedwMAFpLVYA4DsGsqWipUltt9Xa/f31zQ4StVTPrPUY0rKAESgaKhrQyic0M0NCQDQnItBEiGoKamhJI8DbEuOlHNASgIhJWREa11SJq0GIcd564o3h3d3//6hWC5lxkFDNr0qCC97zbbZlpvkxVdMl5uqTa2hC2yEwIaCiiZrAiHdFx2Izd5z+GVm5evQ+xayWX0gSt5DSdT/PhueaWcpqneX+zv7u97jx7x2ovXK333jlnZujZc+9DdN4TMSIDQCm15WQqAGa1lmmWVhCBmRDRwEgBkDxUK6KWhnaZ06SCi5RayzqfkXfD3VtDuEwXQmQkRvQO95vR9R2xW1EJfMGv1remvG6MeUkiAoBNhIhDcAZoaq21ej51wzaE4Dx1Mfbj3scu9vMwDMvyXHLBpb37zPswNNUyT63IcH3Xh5jnCyKxWbpcHp+fmrV+szOxp+dzqhkR8JB257TbbQgMzJxzRCStiUqM0Xsv0kw1RD/stzJ0rCCt5pwSzGZG697vHKIBQquVEbaOP2kRRSEDsHVQ/6E4G6CYARuAAZGhgoohqLXSpKk1QAsI3jljAOSU8vl8liYGtI3Dll0M8frmehiHkrN35DynZW61rXi6c54V55xyaU1ERHzw7H3O2auyd62pqa7EjiqEruujR75GdN651nKrdQVdQdV5JwizFCV488X7n/z0y+vbG+edrcyrWpPcWvXeEREF34UOOaAP5DwY1lxPT4enT5+0VXbsmZyBd+iCIyJ2vPIDqIYspB3U8vZ249k+HZZ5zktOzExEBHg6npoCrRNmbUPfX1/v1YaSC6sCvsDyhqLrl718uWVKpdYQvBEaUWm1G8Zh3CDA+XIEJMfEzhNRy6ks8+V8DP2O4Ahm42aHRCUvoRuH7b41C/2OHENrvom1ggu2VnJafPA+MoVQcyKD+fz04ZtvPv/8szdvXqkqkr+6uSWmZZ5ijIh4OT6nZQEQIjYGQW0iEKLmMj0fEZQIzAzJoWNCQ7D7/fa7p09pEUUwIAUFe6Ec0AzBxEwAEMxEmyqprv8RVI7nNs0LMzlm+oAiMi+pNkFCci80jx86ZEo5IcKSDKxcDb0BIKIiI/OSp8tlZgr6osaBUuqcZkS+ffO5Sr5cjrdX+1aLoBEToWlpTbMgruM2EaoKgoa+u3nzZicyDuObN6+7YQSAJqIKZmBgq9Yn5cqE5CjNi3OOvQshoNgyTQ8fP5yPZzAgxuh4iN6PAzIAGhk67w0RVFVZOfbbKx8j+9D02fddyvnpdK4igCx5uZRE7MbNNoY4BNd7hyZNrNlLcTJoq0xIVRVXCFXckvKHD9/v9/v7V3cA2krth8EH9o72+x0RlDIH6JiJCFop2jI53l3tB7H9zb4fB1UVld2rd0gezKq0EGOaZ1Ulx8Nu229HF2Ps4rvP3sHXreVixQ39/ubmKsZYWw1dZEeA6GMEIh/C5urqcjzMc1p7eCnFAIB5znlJiyckRgQjA31B+Xg7Drfb4eH5IZsZMiC/QO4rjQWwPk6IumpfkF4uJyKsEppa27KU1pqqEiGt4zECMnkfduPWe59zblJUxZMN7gX3VFOVSkRd3yNwbQ3QSi61VhF1zEQcuy56Fx07xCG4MTiQpmCmUkTceoXMfIjDMHrvyTESee8BoTUFgJUoQKC1o6mhSEEAUqi5LNNSSsp50dpark3VRFQaIxlBwB63vUFTUxHjhuYImqABMVNEF5i8P025Xi7B99O8tApQRDABgIJGB/sxjJFCYDMxNEImIgAwNQNdiR1YGUMA10SOx9P5eH7//k3s4zxNwxCdY2mVmcFEWytanfdGPXvqh20uadgZE/Xj4HyUJjUvab5430lrYgqtmalzToOvxXyIw27Hjm9eUQxOSgFVZh+7qK240pyT+fSpVcWVKR/GbnfD++vj09NlPs85TXNyzndjX5u2pug5IKshrLJBxwCa0zwGIC0pZTVUYCImwhUiXucANVVrpBoRewfOgXMUHAXPRNSkqQiCMSESEBggxm68vn3V9V1a0vFwUAAzcYSF8Yw8jkPnmQyen5+UqOtHQEfMVClRU9VVwZHmqWk7Pj9u+n439DE6a7XkhIjeOUY0UzXrum4zjs57IDQDUAX9R30UrI8ImBERMwOYWUQAM6mtKlhDf05TmQuJEoqpmDRm9D52XadiBgpVK7bmCxLVUlGBmQyByMceN9t4OJ2qwWYcATMgMbGojH3feScl15zSMsWudz4wvYBbAAb4g4LjB3LUxaG/vbs9PD59/+HjL3/9y24cELHWWksOIQAQrmtHzTjsfBwQGYNL55PkhEi1NFUBsuX0kMCJqGgDEdDGjjz25HzXxdBFAKBx450DaWhq2kpO9bKIVhe8c94Hx45NtdZK88U75wlA28o/AGZ2HinEfodQ1RSARLQ0ud7tkd2Hp1NKc+etnVNTFEMzBCRmDiESOUQ0s2ZiKk0NAntGA1QkfRlezDlCcghIhISALmz3NzEEsCa1ffenP+1vbzbDGD13XU/s1dAMvPebcXg6X6Z5Zo5mIKJmVktecqpNU6nk3OV8vt3vfeBa87zM1urY90RQS1bTzdXtfn/FhLqCI+uyZYYIKwL+AoIT4VpHgYkcAAo0AgroQ4ddN5wen9LxJCreuRC7YaC+iz56NQWBtQHWamCmqozAzD4EBDSk65vrZW4fHg+ecej9ijQBQN/3se+89zUltQatSeik6spiAdD6rtgxObe+Vbfdb4ehr+/fX07Pv/mbv/3iy5/0Qw9m0qRi5Rc+G6VmH33otq11PWxP6J4fP4K2krOI+Ogde0BYVbOtVQIgJnYemQFIqhIRErsYUb2pqKpDBLpE733oAQiAkNGk5inVOTnH0zyZqDPsfZjnZXp+ftHENqxNtKmZVoMwXF/d3f7hu0/n6ffes3eulrbuvmbaqlRpL7S8mpoqaAUQIccdAqQqYGuXxMAWY2BmxJXUWJsl5JKXaUql3Di32e8YFH+QIzlmJt5ut989PE7LKcQh9sOyLA8fPi7TVLReLvM90v27z96//yw6Z3WpJZmaD7EbRkSsYmMXr69vzOxymYgdB7eydK21FQZb+R9mdt475rUqrPeXIBiSgqECIbmVuqTOEw0x7q43qxir1qatmVlrspYZIopDF4JfORs1Yj+8fveWQvzw8ZNaNjBGQETT1nKSkmstRGBXNcQe/RTHHflogCKydjBQXdlY1/Vb3jurrZb0d3//356Ph3/5r/4VATZpCoBsRGRINS+tiu/ImpWccy5qBqS1JDTQ4IyYXeh8NGjzNGtrIHUVdLdcyrTEGGMMhghIhgZkpmraxEAXU1FmYkYw6HoiZgQYIaqWmlt0pI6sztpQa2tNW2uEiMxKbOSmuXz3/cdadRPD3RC/bq0C4MsoCbCKOuRF/mtmBaCJybnNznsiRCNTz9Q8N23RI5iaKVGTT99V0P2r18671+/elHn55vd/2F5f3d3dIXHwXoxblpTT6ZJPpzPR7GIopZynickRonPtd7/97d/95je//ie/+vL9ewdGqiGEOGwwjiGEuAEOQbw7PT0+PXza7PYbHIEwp3k5X5o0BFO1ru82u70BGhISww9ljAwaQC2lplmlgbR+7Prog/dd122ur9FROp/z43MTFNFSmqkQIYNAH2PfqaiUamqqxs69vr8jgL//3de55hhjjBFBVTIRIaiKlZzYOedYyoJm6IJzzjmHgEwEKq1mF8at1kJs4/5q2Fz9l//8N10cfvnLP1NRAVknypUwfv7uD5enR0R6fvr0+PhxHPp+t0Ui5z2o5stZXIJ+oBC890W01CbS2DlQW/dVsxcyykxNQZq6rjNpuZRSSohhEwfnHBJpLSrCIbirXfD+cDghdK1YLVVVzcRMDNkxMTtE/Pqbb56fD0SMhkPwHqG99JO14iAivejNf9APCUBqyihETKvAQkxBVK3URmDeU3AeQOr5ML7/PA7Dp48fltOl68buTe9jD6BFrZVmpmLgXPjtb/7h8eNDiH53tWd287RM01xqXeZZ1fR8uf03/5e7V3fTNKGZ60aMkUIkptB3iHY6n0U0xmgAJjpdLufDkb0z1VLLuNtttlszePFumKxVdsXdwaTWgmYh+N049tudCz72fTdEkXZ+PqdUzHR9tBCNmTyzma4KxFqLtIY/+ACurnZj312miVZYx4zIiCgEz4gIpq2Y4/mcAHnY3XTb6x+0Nw3BCMFtXn326bd/Y2VxffejL396OJz+7f/y7wDgq5//FA2aNAQkIkCTmvPlQOyplunh47HWu7efjZsNd2wmZZmS6nR6ZucIV9WiIhKZAlGMQdEA1JEDRAM2Ew7REZo2l0uvwghoIjlJayZtRUgc02bswez56WCNXe+C9yqttbZyjpclff/dt5dp8p5EUEWio9sYSoOmVkRWePQFJEbI8I8TFZJZLbJoZQJGUEIEa6YOkBmQkZsSYWv549f/sN1el7xc396+ev+jbtxcpsuyJOf4eDqtiOXxcHg+HC6XM1zg8fERbdUrgWMeAwGaQyV2KdePHz4xs9/sBgRFWF0A58Pj+fB8fX3j/cuYEnwHeM6piKiPcdjsyQWpVUVNlBCdd8QEqiiijgooiDA5BAhd148jOVIzbbksZ2llVYGqNkfIiH3XxaFDAGm15KXWTOSYnIES8tAH09YazYsBaIye2ZmZIa/eodYEkJC9mBi0FeuW1XTEwflhXxTqPEPn9lf7v/oXf9Vq+Z//538vAn/+518prpierTwxkQFhGLvPv/zR4enZITBDLclMa83WdFViAaJzjpCYmcSVUmpyLkYfO1zvOVVREwEGZkcMEMBaya1Wq0VbYyR0jLi6SIQQCC0GF7toBm2thcTLsjwcTo9//D2gee9rlVoqgN5seyKXcjmeUxWoJgIKCAbQIRoQEApAFTHARSoIIKxrJHrEQOTVVGurMlqMjsr09O3z03h1M51P/+9/978upa2FBAyWaV5SqrWmUlRaH6KPAQhRGppF73n1iyC+/extCHw5HhCg73siLHnxjOz9dHj89ne/2QzD/mrH/LLDD30v11c5F9/113d3++srlVabgFnwwfl140RDbbk6sN04mKrvu37c+BjZO0QSKGjSda503FqrTVjVU/TOd13ngqs1lzyrFrSmTZtVAyDym824GYfSWpMqYqIommOIsWMCq2VRFccU+o20UupCFBwbGiMCArsQwv37L769HKS1TBRiHDbjdLn82//l3w2D+/LLn5rZ2lzNRBVREVqLMV7dXM/ny+X4bKoKREQm/wf0WlJGkHVCRDP2YeBrcl5Ef7CtpJaTqggZmCACSANZ7TkGDESERAbqmEPA7Xa3gj211lZbXcda0SYiAKaGiKqmqqaNCZhhiFgWAAUwJHhZ1JFsRU2JaXVT5VKW0hRA1ZoYEjnn5QehiFkVwIHi6Zz+9uvf5aapNANjAkQcun7ogpmuwncVAW/X11dNKqp23jlC59gTItLdzU30Tir3XTRpNS+oOxMprT49PYyb7f3rt+y8aUNcod84jK9XoyIxt5JKLiLiY3B9BANtLU3zMh1aTp6JCTmE29fvfNerVlFhT2hsQIDsXEBkIlexEELovA+OCEWNHXHwS221CBETIpmx88O4gSXV1gABeW0Ctaqq6pISWit5GXfXw929NBErQtJt+pVrcsRMXSDvpakJ1FqHYby7uz0cDv/hP/yn29tX223fmhI6leJ8dLFjF4wgor+cp8PTA5GLcQwhlKaiQgZmikjsHIgi+36zYec5ekVTVajNWjXJoG0V5TMRghEhOyZ1pGLEpmqiIlXNUqrH08mAFMmkevIxBjADNCYGACDXoDRRWI1+BiiCah6xQXMMXdeNXdhvxth7IjJTYrfeDw2piCHyZZ6XlM/TnHJFWHlDm0r5MM32yLVZqvVl2wcUUQDD2oax61y01hikNXAO83ReZ8HM3AW3225iNzrvu37A2EEpOc/zNJPn3e76kss0TeNmeP3q1eoiMXthl5Fp9WMBoLVa5kVbC8E7BJNmhmWezo8PZZkAVKP3jg2g5sIuGqzifmNEUULy3XazPikA4Nh1XURCawkAyQdSOpyOpbTYBSYXuKk0RmBCIXJI6AjAci7zUltr3nvvwnl+FKDL4RKzocH2+qrzMcbAzrl5Pl8Oxznnla4isP1+v9/vW2sPD49//df/21/85S9MlTmi6dV17Dc77qICLOeLDzFNc5rzZi+b7Yadg5fRGAGAnF/10eQCx2AvTo+mrWgtJoURgAkRAGGdggjRiEBlleisNFyptTUl5ofjdLpMQ/R9CKP1BDBshl3S43efLjkvuagh4CrgUAPwDJseb3abm9vdZuw672nFrgFURVYzDTOPOz9sSimtVSb8+uuvnx4fVZuoLUs9JxHR1lSAnHPwg7P0ZQOQpq0ZIqONIUKI66VdebOq2kyoi6/vbl6/+3zYbBSptbbMs6r0fQ8AOWciGodhhXXIM/zw5YInotYaqiFSPw5gRgCtNklZTLWUIYYhkpkSETsEgNPzp1ZzHDfsGNUUNKWkps5HQHKOY9cDOqkpLZe6NDBzLlRpSy6OI7EXkaqitTrPkEStmZFDrqWWZV6WBQmjd0ual6WCLR+//+71m8/2V1fd0PuVCAd05+eHr//wh49/+hpQX726D+xDCG/fvRvG8dOnT7/97e+6GN6+fWOWmLHru1oWjoEIu77T/c4FD9N8eX5Y5tP9q/t+GOc5lVIMrLVkKkiobWHniJyPQVtbjVzEYIigSGF9K+aYQFmJBAC1EZGpMrMuqeTiCMfoSiJTnXJS0BhcF2I3DgJ6mi6lNVhnNzVTcwT9pnvz9qoP0TGiKdhK8Yqoru1QkXzcbK6vFaCWS6RG7H/02Zv391dLTkspaSnnOT1Py+GcptyygJipga5k0qqoU9VWmYiYiEhVpCkzMjE75zed6zgDjtdX0XtQISIhQqJhu9lst+PQO3bOEyF651eZ2j/qNl8IODP2IfYjIl6OhyUnNCNGF9HHjhFUBGy131qr5fnhg5/O2/2uH0Yk51ww34M2M9Oq1VI10SatSKkABiL6/HSZlnx7u4/dkOeLlAxNO+dmIhNTaw1URByZIxTRvMyGREDBx2HohiGoNgMEg5WYd9z1v/rX/8Pzj3789P23Vk9WsakNu43vYxi65w8ffvP3f38+H+7vXoUYmQkIrrX6EMxUteyur1opy7RcTqeay/3re0BZ5qk1cey8d10f65wvyxxjz843BUD03ocYnWcwKLlKq46JYLWgGzrmpiJtdbOY6FoiYnB91z0cTs65YYz9ZgcGn57/UKQhIzRZq0hVtWbAEEKMsQODVeIPKIAKhJ67EDt0aC5sb974YXOejr30dbmMfWRilaGVtiypbZpIS9Iej5eH59N3T6dzqkXMAB271RYlIgLAL6UM1ymTiXzwMUZkkiUv5ymX3IfonLu7e4WI59OZyHV97NzomVxwRM4U15QCrdpE6jyvfRGIEMgwEFNTqyIOgBiIXiZBMF0t5rpyq2qXp8fj40M/bPrthgFrTjmlkrM1ccTA5L0PIbgQEUFSefj4+P23Hxx6FK3prCU5MEfUh5BSK9JEKgF4z2au5NL3vu83V7sNM4+dz/NRFMfr6yZtVZS4D1//4YuffHX/7vPd/vrb3/yn0/npdL7kmkwt9N3t2zfwyE/nC1JgpGXOz09HKWWz2ZhZAxn7Xq9vnb/4ZSkpHx4fuz6ArIp6DF3YXe0Dk4rUUs/nqcqLGc15b6ZLztoqqjJB8OwZwcRUtFYRMQN7MSxDbbIWs0+fHuMwfPnzv3j/+Rd//MPvLkual1RS+kfS46VVEfngRdXAkNYFyg3DuLnad/1AbuXoyLmARBu3yYFgtyXHL354oFLb8XDMOcVWR8+3o39/t3k6Lx8Pl8uS7+5fpdI+PT41Eb+6hOGHl37p6hhiHG9uHNLrd282Q09owWHoN8F7xo/MLgTXxejXNcWwqhii99EUWs0v+BsxxS52AzG3VplpHEbQVmpaSiIVfBFFvQRIrH4stu5yPH98/NZWglFqdK4LgQ2zSFXxzt3c3mz3OyIqSJthhCrL+TQEJ6WQwTD0RHBJWU0AXpJLAHFwbhgGv9pDhuiYSUo+zS72DkRyUjMzdbZM3/3u725fvT6fDgJO0IlSLVhFUslq4vudcThdluBYFQAkLfOPf/S5dyQAhDSM4fr+CzNM83w+HUXEAwCiD36/3xNTymm5XNJlFmmCgIhMoAUFwul0KjlLq6jaBd707IhNVFpm55lC01alliLTnKaUj5cZEVXkcjl+/fXv/vDH3z88HQ7HMxgwoqmKSqsZGgKEy9MJau07HzfjMGyG7Xh1exPH0XlPRKBNayJVMGGCfjOsSKqqtiYmLTr0uM9lFG21VX8KMdarnb5/VY+X6ek0Px2PWpoFNseAZA4YuUrTJmAAYLXFbuxev//8s/dfqFZEdMyMAKp5Sdvt4JiQ2MjJ2qDJGaAqGDC5wGhqGje73ZsfMdL0/FitDVc3uqTzw7fz5TyfLiZCuCo/uAuhi3EdBJFd6PtgME9J1XY311+8vgvBo1pZ0jRNjvj67mazG7VVNrq53dy9uiYA0ybauug3m95M8od8Pp0pOOcZCUUNiTyRSTNERWTv+67jDbnQwXJpJQOiIbqPf/rawCDPqtJS2u1Gwtc5F2JuK6PHNF3O5+fHMk/zfK61HA/PtdXPf/SeAJm51FINrm/vx/311as38+k0XU4lLzHGYRhe0Fhm9quWVtcYAgYEs2VZng6HeZoYIDBcb0MXHEgzA+9ijCOg5FqnKR1O52kplyWN44bZ/f53v386PH/69JiWDEAItOIPtVYRccDGIq04t91eXd++uh+v9l3XOeddWKlABCBmJgM0UJMV5CQFAnIEBiamMYTgOyEstfjQa6sqMk2TUx196Nl/9/GhqjAZqqIxEjYxVVNrhpaW9PDN9wZICF2M9zc3fRe1tZzyiv22WsfNzseu1SqlAfBK+SO7wH5VOHTDNnYjqrTWQrcZd9eXh++my2m+XEyEEcF0WdKyzMNmc3d3b7QiL8LEzjlmbKJIHLuemKRUBSQk7/3+at+NfU2Lltmg3d1fa2uOCdGF6AFUrdZaj4cTOuejy6XmWsyUAfoY3r19S8SttZRS7EPnmAAZFIAAyfWdR7C6TJ6gt9KW4rVQ4DhsfIiKtkzzPF262LdUaptFoDX59Hi4f/emD740EWnnaclL3Wy2MYSWZqg5Egx9B2ArkrnZbmuItZRacimltXY6npxzgLjZbDofGLEukwqZsq0JMDmnXJFQDVTNse96VnJNdc55npfHx4c0JzRkRgOtZqW2VhsRIWO/6d79+P37Lz4bt1vnPPPLCPeS8MSMFMDB6rJArSBCbGBCQAaoKq1VyE0VDMAhse/ARFojdK1Un+bN6+v7ff90ng7nS66qVS5zybXxKnoRmOa0pA+H5+enb77+/Cc/ud2O2mpKiQhv7677rq+5ruupkXPBAbK0BggEHgzMBBFBLB0+pvmyHB67vltaKvOxieYiTBS7PsaAYRZkZJ9KNUAEEG2ltJpyazXl/P23S5vnzdCjWs25tcyAsYvvfvx56LpWhnGzqwJ5TgRUcMk5P6ZLa+npcHg+LQq46i2QcIUYUyvjeQqxy1lFG3svalWqoUeHqs29e3296iytLrXOMM86T2IuG9VWDa3kvO2HyURBujGoam2qBk+Hy9v7m5WqApDj4fn89LwS7YjQxRCCn/NSa13d7C/xRszee1OrZss8j5vNpu8hBgaAIYApmNYCgEiEgKiiIusiBqk2Q2imFOLILs8LqRnoSn9KAzJdVFx0tzd3f/7nX71+e++CX+daB+ScDyEgIjGjc2sWFICaISis3kCzhuxDP6pqmiYOVUVqa1xF1BS868iH3nddSktaFj4f+97vhvB0PD2fJxNFW3E0UIUGRiKtavCMKqSWltkAuz4idkwsTS7nywBk7BGZVqdcLY5j6HtgavO0HB6mg9RatOTTdAREk4ZitUixhujABfRdvyGVcpku0jrHvBZvNOtDCM6pSKlyukzrBs7Oo8rzw6fd9Wa82vk+vn3/zoXw9OnZFHJecmvHp+fT+fR0vEzZqlVCBARCYsfM1siyQFUSAG3msri5Oq8CpqWomas5eR/GcSzYsgqoxOCvr19hv1WkJS8KhkxxtwsEx0MhAA5hs71Sk6//9F3wPnbRMdELKqllya0W51mK+OBVRE3FBBEdeyBanaVMDKwtZfDMZK01UAVA01ZKY8cxdohYazFo1vQ8T5dUXAhdP3z+5c8+fff917/5XRNxwSEyEYnmEAnA7W9v/sk/+6tXb14DrFpQ8M6PXed9cI5xDX4hfLEsoQEYgkkTbVVyQWtWm3PcdVGZS0qmFRmCc0DOmAqRmLghuqWrhIMPN8z752f/9e/geb5MtYkawuqPXSMjVjHIGocQQlxllmCAALWU8/nMIfTD6FyvDdNS0pRcSr4LNaWWs1g1FTJ7MbE1Wbnh1lptrR6PaMbsRGpKybNbKQpVbdKG3ZUPsZRS80LaAnNwTKQgrUl9+viJXqgz3V7tS5GHj49FzIBSLqnUajbXWrUBESESWhBkx47x6fmC5N+8fT3stuNmuLq6HrYbEbmcz3la3Mc//c5x+NHPfq5NkXx3dUPM6DyiTvNFW0VtsszaFivZWxW1Jm05PZba0jKpGTsOIVxf3Qz92GBdIbgIHKZLzM4TNrAmUlsDg+ACEWlr2pqpNsC0CJg4BGZkZhFpCqqEguyYwtB3mO1SVNkxIgUX0zL//rd//PB0aUTMzTNLLWb1aju+/+zdj3/647fv7gBNjfvQre4M59yaU7UqSRENUZEQiIkZDI0UvRo5EGmtqjQ1M6mE6pxDVBUBqIyB+46ZWimeKDr+/un5eLmI6PX+ajPujqfpw9PxPC1m3ACbKIC2szwdTqW2YWAAXJuyqDZQzNlSQqbomXvfD0F0OJ0elsOZA23GjY+xLSIiQMQMoCYE7Ohqv1EDJG611lrBAMz3/SYOY/COwRKBLaJNxKMAKEBtKE1aK4RKKtBalepi6LoOgQyoNjlcLiWXdJlLFSYH5nPDhgRCqypfrDnAgDyl6U33+kdffnn/9hUHjwiqBq36Eubp7KbjtNtyms5x2Ozv3wBAXuZlPovB8XQmIjM0qVqyBwtDXDmHXGpZLtBUVUvJ87ScjtN+f7XdbZ0DRFLROZfLNJEquQDEACCtzZBNrJVSal5FPI6dZxYAakat1NbMzAMbCRkwU03t6+8+ni4zoCH559PlP/7//vOHp9MlW1UBkI7gaux//KMf/+IXv7i62l1dbZ13aMYudN0QgicmXZEIVTDBF2TbANQAVBExsPcA5nyw1kCbtWq1IBF7zyxNpNW1+DZ2PPSD9X0reZ4uV8uUD8/LkgYOjWvcD9vBf3g4PhymVLQZIKKIHZ+e05JoB/CDG0JVFUxf0lzhw3ffPT89EnHOkqqEcYhd1/eDlCJ1Dd8iZkRCdq7bjLomFAKuaU21VqkVTT0TmqkUMkPQMk+51NWDjs5F7/ab4B2UaZqOx8vp8rvf/JYImV3Xb0prXQjT6TidTyqVXjDAF2v1+lCKgYnFzv/0l1/+d/+n//7u1b0BapPaWhMFoCqqqu7u/Y9fv3oVx56cE9HWmu/HpqZLOh/O4Ojm5pb9Feq+laKS1xfrRxw3+9JkTsu0LEWsNn14Pnzz/Yf9bry7uyMi5oFI0czH0A99XtLx+XmlUdOSLsslxrjdbochOheNsbYGrQB5VS2ptGkRUQSopT4+HM7TJGaG/ul4+frpLIAE7NA6B5+/vfvlr3/1xU++eH17Ryvj0iqDhRjZMxAis3MEYKAIqmC0XtwmNc0yzSlNFxPr+z7EOHSeAUwbrkw9GKIR2ktCrSi0rNjUEAGGfuhevd3E7nB8Oh9Plzmp6eDxR29vbrabT0+nqVRVAMMhxDWwTFXXhwdwDV9haVJzvpzPtVVTQ/b37z5/98WPFaxOUzHo9/fXN9fee7Bapqd8PCC7bn+LztdcpaS6XLSUJkUlY80gAgx+CIHpkuppSQbmg2PPhiBmnQ/jbue9X6aL1VpyPl/O0/nEzhmA5EVbQRNRLWIVRFZNDCEjIsL+avNX/+Kv/uqf/+U4jqfThZz3/SCGQI4Qqzw2UffFlz8JIaypsz9QVGHDOzK73m2mZSITFzokwsAlmYEBO8euY++Qcs6n8+l8uYhBbvrdhw+fHp9TacuyxC5ux20XwpaJapnnuZQ6zbmUUmstRaf5nLNc3SDsfOc61/drKkXOOV2mSzojYBc5juMbH49/+NNvvvk4LyVXRUJPxGBj73/585/97Gc/Hq9vUm6plOvdBtCkOofsQ8CVZ2ECB6grhUmr/w3Mlml6fl5SafP0PD0djsfDZ1988dOffI6IigZosma1ma2ooydSkZqLlrT6XQEMVMbRe38zDP14meY0X+Y55bYZe+95WZZlzq3ZzW43jptaK7ykEiMAMFEXY4I0TU1EWhWThlgPDx9iCETetG1fvX7/xU/3t7emejw8nb9XaBo215vbN7rmT9V0/vRNUWUygaYN2VGIDhFKURfVfJnm2Xvfj1tTMwRijDF0ve97V04ncbDp/Pk8t9JSzi0nYsi5FinTGlpMjGig2nX+/Rfv/sW//udf/dmf95ttyhmCG3Y73/dIpLU9f/owL62odyqaU1JVZI5d7Pse0Gqes8P7V7d3dr0aGxENICTUnDMhuNX5Y4WxbjvntatV3HZ4c3V9ni6Xy+WxlOPT4eM336HBzf3Nbrd1RMGHfhyRSQECgPfBO59SLvVpHMf9fu+DjyECc1Mt0gwMPObWpjynJt8dJgT0zvUee8ZN8H/28x998cV7rfL13/5dupzaT396+8/+WbfZmBqqrhmgALBGB6CpQwLCFUQ25n67Uxq6qpur/YP+iZ3/yc++HDa9FkWtpsXkh6wVRGJi59g7AxCpCLoykICMSN7DduRhGER1KeXh8fn5+VSbMKMPbCAh+NU2uIY3MhMiISAhOKIuBJHWWm21IWF+ekop3d69GofNfru/ubs1wpxKnS41Ley6cX8Xu66UxSRLm0GS1qm1ZiYvqniPBgrSQsdb4tYKmqAKAQR2CKgKYJZyTanUJYkqMBGSlWpGpdp5ycfzcrhkMTNrxP7Nm9c/++lP3/7os9effx7GHfoQyDnnmVmVmF3Ny3R40ppN1RkaEjE7H33sPBioNibrhwCB1ywdIgqxMwTN5fjwWGvD1ojELFOtXoRYGxpz8914tRueH+mq50+Pw5++/ibn/Pjtd6eHT+NmQ8EDe1NlpvFmf7W/Wj3p33//4cPDk9qf2FHXdYiUc0KkeZ6eDqc5l+N5KmJGAEBgcrfZv7rdXm2Gn3/1lXPuw3cfzs/PIfL929fdduTQg6nUaq2+cM8qBorEwLj69QDQ2Pmd3907ET0+PjnTcfjpMHQqooRGBOCdAYKCvfBfakaI5NgNvQGAMbFbaWgWactcSgLR0fngIhgiWPC4+JRSct7WPkJgYIgGTOAYHGkYXOd6Zq2lJDUBCzEaYmnl9c3Nfn8DgMv5PB2e83LO81GWWVi3cosK0+O3+fKkIgq1toJrmg8RkmPCuDGqQq7VHM6n0+XwabcZo9uDWa1mBmBBMC6a1cwxiVltslQ5zPl4bqdJ52qCgA3Hq82//O//5Zt3PwpDv9ldI5Jzznv/YvvuA5jMx4f58kwOvYGjuBr+gZhMXwT6LkZCqjnVWn10zjkXAiBUVecYwJhZTVsxAiVC8ozKiAQmJkKEoes3m9p3xMTeh6urffA+5fJ4eEw1pwz++Rh+Ecnz3/3x6z98/f3lsqxp0quIWJqyYxXJta67DxIAo7U6jv1/96//xY9/8p6Z93e3hFSRs9lXv/zFz371z9j7VXHKPpgUqRlUifwL6UYIaIBI7Cj0xo6QVTQu59dv7mVN+VtpZAURmfOEJsM4eh9WCWFbs9TdGkRA5KPzQU1FxIWAaVlzAtHXzfV1RVLFobWUltiNQAzICrraBJmoj+w9m8pcchMdxk03bFxw3vHpeKppYmjz9LT86SClWK35fJqOJ0mpiUJJTJhPx9YaOu+6oM6InPMewNaILERjFI913CkRqMhm6NmxgZhpLTKnfJpTLrJGxeSU5zRf5vPhOCFR6APl5oQcw5v72+3V9f3b1zf394jUWm3SiHA1o2hJy/E4H57XcxW0FNc5AgBZVZ0AzGyGJoDOSCOKOR9A2nw4iop7Sf81552ZgYWqyOy99+yDKBrg8XiYaxM1iuHV+3fH42m6nPuu38YAfX8z9kXr198+/++//fb3X38UhcOyFFEDMiAkdM5JExE1WQMGGWhlY42Ixt34qz//6lf/9C+32xHUXAyhi91f/Pmf/fovrm7vyfnaXtZiWusTo6kAwBoB9BKQgmssCBooqKIJm0ortOpORKQ1U60lX84HQBiubrrNtrUqrUqrVisBqmhJSWrd7IbgfS5Za4qOK4GY64bNq/Eq4ddPj4+G1G+vQh9zWdQiIcTgmME5csxqllLOzbwP/RCDD0yU5svT6YkZ0uHqhJMhaW1QpSyzzpOWdjw/Hz993w1jHztDJnLD/vbq+p58NGnp9FTOT6oq0lptJsLEwzCaNJU2X2YDLbV+ejheLrNKAzMmdNTSPD0eDp8O5ynX65tdntMq5bh/c/WLX/786vpms90yswH4EMwEATxjTvPDt99Oj08qBchUhB05RlFD7xyxexk+DF6QcucweAFSaZfzcb5M7sXXFlZ9CBiwD02RiH3fe45mcJ4WACY0xljL+dOHpyrl7a3FMQKoZx9afndj3z88f38u0tBzAFNRFQNVraUg4D/utyssYAgI8E9/+ee//PlXP3n/drMZV6kdEg3jZrfbE1ETKctMhEBrtwFCB4yGssY66pojTUzEL7F11tBEa2V0btgYk5SKtUIurZXofbfdhRjiOKy5ayiBW1O3psfWmhaTlpZ0vd3EzTgfD2lO0Mx7TkU+fPrkPBDV6XxaRM6zN5O7V++988EzgiFaFRFDo9CP4UUhA6qrTlJqa5rnSbqIRC2lfDmXnNVQjQDQlJq4pYCibMZNuHnnxg1Jnk+P9fJcW9JVrr06wM1elBdiqyZbJK0OorWMq0JRmZd0Ok7PpykX64pNuYmCC+6zH72/vru+ut7HEETkJTueuczzw+PjfDleDo/lfFFQAI0x7vc7530QBWTH3q/KbRVZPY0i7XQ4plS0LC0vUkquLYYwbLe8pi+t7BGRis3nGakSu2Ezvo+fzfM0HR6gXVCnuBLQTGpkZI7t5sZ/9eO3h//6dVlRtTXEeQ00Wu+lFZv+P75QpAUHv/zqi5urm/WgE+/9ZrMhpBUlkVZXjfKqjEJcXW6OnSEh4OpOVgf4Aw2F8EO0pqkQkYGx5xB81/c1p1ozIjrHqoreeyIlMsfGNF+OUpYuuvVck+PD0+buery95SGlOSmgJ3t4+Nunx09DP7YGJSWdTvN5NnOfff7FGmiLgE3MEA2JGV8eFUQAMsdNZDqfp8NpdAEQtFUoVXI7L6lUJXKu7xslLMjsYpXDh29ViuVJczJEZFtrxFplYS1Ljp1z0XsgOByPKaecq4oQIBOq1mWZ52UupdWK33/3mFp2SD//6U9/+Ze/2mwGMGmtru0WAOqSP3737fnpSaTM53M+ndmR86HrGJFc3N0hUpPWam2q0kyb1txqqd9/8+2S8vZqf3w6z8+fOu8CUc6Ltby5unGxazUzko8RnDMzaYJgxNS74FDqBaLDm22PQJ6xicBKoSCjw91mM3ijho6gABRiMRBrq5MITE1Bbf33FIg2XX9/tb++vnYhiFTn/DDuYhdfTi5RBXk5ZGQ1VQOgASGxvWQKKCCuJ0UgkZmiKaNz/eDC0A1XKpJLLvNZS/JELjjytIZQqFRV/1LnDI2dHzYiUucFERCh1Xz88HFz97rfX3MseUlIst3t/vCbf7gcn9e4KHRkgJ++//b1/W23H1Z+s5XWrCKTc2H15SGtsi6Jngu2Mp9LGcFAxVCI2fcdMUkRq6paM7E3gMfv/1hqMRUiDt5vtlvvHSOtB5NIayhq1hSN2aWcWy2n81IqXkprZYFWCaTVZVnSXFUEmzbDFvvuzefvf/lP/uLu9RsmyWmap77bbKpKWdLh8VNapjjEPAshhb4LXR+8Z+fmVJ2PowFIqVYaERqhqIICKqQlrWEBpZTL5RKurqpo8F3f7+K4Cd6DtJxKGAYKQZqAgYC6wHmeTqcDkttdXV/OF6m1lgzd6IgNX55LH7rtZvS5qUluOqeWqwhyA1uj6WkN5QMC1Ktd989/9ct/+k9/7ZicIx86F6LvOlit0wCs6tA1aapaa0VE55zzbq1cakTkV/kvoq0jfM2TiYQ+AGPThdj3PnoHbZ4IwJjMFBrXkqSVkkBcoB/asvNhuLqW0KXzpWgDcmY2n8/kvPPOowiWL764L/NPTqdT13XM7ng6l9xE8NPHx1f3r4LrmkjOWczYM7uIRCVXK3Xt0nf3r7mkNl3mKfthCJ13PgJgEGUXxeDh+VNKFQyK1FqKiEhtKrLfXw2jtGJiVkutLUmrKGYmtTVoLU3LnNNlaec5T7W20sp00VpUaquyJK3Smra7V6/+2b/+q5/+4qvog7ZqBuidj4PznWg7H57Ozw8u+Kube7i6PoXQyhK7AU1rrSLN2Zp0Aq21YlK7rjcgBYgx/PhnP31+fGqtXd/e7cYBVINzd69ejXe3pjI/PhhY6CN5j+jJBe/MSnl8eJovly5GitQPdbPZng5P5NgF59gByJo7tIV+7IJWUWQDgODWs7rIsQI08E0sVykiRfTV/Zs//9WvN7srYA6xR4Y1EXsN2LRaVcQ7F50XadKK/uPhS0hmaCDknfPekQMwQkMEqXNtki8HtQZrRKYqgHjvVWUd4CgEdhxW3nBFHkRUZY1vc52P1sucVI0cq9rp+eCdI2yt5s0Qfv6LL5elEqGqni/pw8fH49Ph2+++GTbjV199hYi5VVGFBqVU552KAMjao13f++12evzu9Pj9lf/cbfa+6xGxVkFilZZynlJeqwsRxhh9H9P5nNKUluAqmWprrbakKgQootY0zWlelimV43lJRcFIK5Qk2lQNU9IlVyDebIa/+Ke//vkvvgoxTIejqm2vbrbbKyJajod5viynU8dEAOvkJzV1MYxjL03VQERdmc7S6jxdVCTPi47KofdRrbVh7GN4k3NGhFV1ycyxj0AuzzN3Qz9skL0YoAI7F7ru8cP3T49PrTXnAyC7MMQ4NH1MuS45M1VGHMfReUcOb652l8uMAI7QHJlyQ0AAQOwQgdE8zRV5vPq//4//ty9/9BMgi+PgvEfGGAcEVkRVLWmhVWfOjMgIvKJ/oqXm+qI/xohopgVe3Id1mR7LvOz3d2hiqGBNcjEAY/5hjgZg9rHDEBBQpLWySElapUkDVZOGKN3gpKmIGng2MBXzPvRBVYlj17X1/Dl0OQmxD4enh3/47W9iF95/9hk6tiKrSdIJEyGCvkicifw48mW8nCejD+yCz3kVboPZ4XQ6HJ5LtdYAGGMX1QCBuOvmZQHTzWZDiCtAUmtTUxXTIiXVp/P04fER0I3jPjAjQJ4uUltTPC95Ttl5//712zfv31exfLyUVEOIZnA6HKbL19Pp2cy894QsIq0dzMR5ViDflIjZBzZweVmk1TQv7Bw5VrO+i7VAKUVrQeLQBUKiGJAJAIuataLo4vZaAUSEVdEMHSOjj2HoulJrSckQQLEIxW67zEtaMhM7omEcx3Fwka+v9x8ePpWXZBhd/d8v/lhkJnQIvgt/9X/9H/7i17+SlEQbofMuuuCR2BRNBM0IUFppBfklnmnFCMmvc1vTrutj7LUVsbZ2WDTt+xHByRqnMU2g5pCMaT3OaV1MDEDJsIHzLnjvfLBuaDnVMlsrVmvRYtKYGQDTZTnNy3i1D7F33TAOfU3p9OmjqjDztsdnOqjWGL1znPNca15jMteVjYheWPIfMifcsB9fOfn0MJ0uzf60v94H74icmZXlYtrW0/heyAFEJgLCy3RcDsV9/uV6byFzFZWialBVl9amlKbLkSnutnsKIXSRvJsPKRW95FoMOoS7V6+jj2nJUiuILdNluhxTKq224JjZVS6ApKZMjExNwVbydnUROO9ExABD7JDI2BuYaSPnnI+tSS0V0ASdgRiJqa3mmXWpWvMo1F6OYUGmm1f3IYbz4fj88HScZlXYvnrX39yfnz+WyyHGvo8dms05WzI2+eLNq99++2E9RWPNtmhiZKBQhbAh3r559bNf/hkBJpFasiq6GHHV6KEqGAKyc61mAGut2qpKWWdDRsceIzsXTQSQEB2hrd4WFwff5enwKDlpSSUX773rBqQIFMm91E4jhtXo+XL1PDlDaQDkXe+DLMul1ooExLYGV2mrKsW067c7QM2n8/Onp+P53Ad/f319CiHnrEDKMae6nM7b3WY9cmcN+V09twZGCP0wwo08f//N6dP3Lc3X93dd3xnQqvPyRC524AgNGI3JmFxL5enTN+PVzbDdrh8FATg0NWsITVVEpaRWk71+P2x6tEIEU1oOc81qCNZvNjd3t0tOhBCYicmAPKIfUCqaKTEyB3AESKaoYNvr/fXVlanVkmutZuZkVZw5j6pqWkqp+dF7D9ounz5djgeVGra74eYVEK26xPX4ECLyXRdCAKZaqpRaRLwIxb6/4cq+Ph1Oj89FLe73N9ud5VSmM2nxiOwZRCUvCFTrN3PKaGRABqJmTZqssjiDt0N0AUV12GxSwuP5NG63fedX1QuvwYlaOhyYSaVpqwb24vEDQwTmNZDcdD37EY0cr2ZV7xC1ALS42VDXTBUYOcTQbVeBkajRD0FYBqAgiECBA8I6+wNB6LvQd6WUeZq7rgshKoJ3vEpjfBeX03HJCRCZyHvfx86RAwxx2KvK3/6X//395+9vbq+brI4KNVV2jlSriBFy9HG7Webz6fFTyvPtq7vt9nroIzrqx+sQNkqWUmrSDAE9bm5uT/OpNs0lBwQk67sYx94MHg+nw/OztToMg4i2PJvsCNG0AVhbE4FNr66uuq4TER84BgrMpixSc8qmtaqi2rbbhKFf5agCtt3tfAiHw3M6n+ua52gURJqqlSW1WsC0nC8gBUxOHz+WvHgEIi2M7KOpMaIg1FJqbbAs0QdiJyC5li25fj8QsJEr8ljL5Nl8F0Nwm+0eCLWmy9NjvlwIEVljF6jLwfuUj8EPRCRoiqAGCmuqrz59+PT7//bfdv/yehN3ubbVVm8vh+860sbOtVIUFcmDiLVmiIAsIiCOHKgpaDEt0rK2CtBgHUecI2ZVIurAxxDAzIg49BvioGDEZK3My0VNmV3seh97dESKFnsXequ5lWS1OOdCtJrb6fmAIJ6idyHEgRiePx6fH54Y0TGpaReDqWhNXC/1+duWc2Rpy1nL6BGNWRGqiJSaRWqrq02c46a/fzM9PZ3P05Lz/avWDyMCMgATiCkwKCC76H28j6Hb7gDMMUVPwZFjDs4RIoNenj+1zvXhTlVApRyeUpprmocYuiRS6zjE929vhkgIQFprbvhChBkjZ6NhM2x3V0DOVBAgOE/OWSmnJZ2OJ2ltPeDJ+diRyAoSprQs58vp44e6HFENVJiwGztsZfr0DYIhBT/uLAZSDWSX0+Onx2dDHm+u/GYjrYXQITk17PrRuSfows39PTGvjjsh9t5D15EKqDJCH+Cv/vLn0cP3D5fSXnBSAWurPRDgT0+H/V//p/24ffPTnyu5ru+NXGpCQM47QOe4Eycr+Hk5Xy7Pz4b25u075zwYtFKIqllTSSsnjSatiNYV5CIzQHZqSEhIaORzqaJJVQl5en5+/PYP2oo02e/27776s/7+TQi9Mrm4tVo4T5hPq2Z4e3OPLzwBIgCzWStSa4jREVEppVZ2NEC0Voeux1rK+RSYN8MwMMUYVxdlJkopH+Z5WhISApFjdl0/3t7Jx4f5Mv1h/nq72/th+/C8KKAAUaDd9e39/S07TFq74GueoS6x33Zjj4TEHEO46YKCxRCOx9OyLKra0qnN5z7g4tmBbDr+xS9++v7z98SIoiYiYo0wBu8chrG/vtoM2253dV2riBkRg/E8pfPxPKdUSmVmR6QAqzyaEeGSU8m5pnR4PqgUj6CtmYrktN1tS85lmYbdLe0iu2CtzfN0fHpcLpML8fSxDgBSmjp//eozjuP9ux9fjofK+dWbd8bYasEmp8Nhe3Vjm1bm2VoCExP3fnj7+mb77fcP/+m//fGPn55szc02WIMaS8Xf//FP4d//Tz95/PT6y6/eff4TUZOapTYmIkYAE2slz8+fPpAhu/j49Knvj2/efyatSM7V1pOBf4glRUB0gGoK4HzoBmJfal598cgkraVpPh+ep8tUpkubT6rCCH/68EERPt9ch80G2SMHMzQx7+JKQmNoG9fXtLxEXYi1UjabTR+7sqR5mS+XCxJ1PgZyrdblcgFtr+5fvXn7Wez6nPN0mUrJJZfLvJSmajZPMzsW0fbYuq5z4xabng6H4/n70J9UZJ4mJdjd7HdjZ21pSmS2GfqpLczsQmeGpTTQUnM1sRDjzc3NPE0fT8e1yUsTUEspm9R371/9+CdfBOdarh4JaeUuiNFIsye321+T9zVlpDD0AZFbM9O51oRgnsAh9EPnnXet5pZLq/n4+Ow4jlfhrlnJ83I8qC0i9fmwrNGM8+X8fE574KsvvhCgKVd0vt9t53mWXHnO5MenT4c47kMXW85NcX//Jm73BkStlfPx/HTY3t5uXu/z6XJ6+CAtm+U5p+Djz372k/3N9f/nf/ub//q777KqmhQDUFC1j5MNHw49/d3h43fp+bHv/s/dZl9qbTkxo2l1SHmePn3zp/3+5vbNW2Q4Hw7b7UCOtVRrAvaSrsiEzkVD5uARSVbgr1UTkNZasyFuffTHT48P333favGOXIyqrSyzMvb7bQiDsec1AiZEUdVW9CVSHrnbKfWiDUzm86VMZ2bvhz52I3UBma0JADh2LeeaCqnFrsupnabDvKR5TlWlqYhY7IbOh8fDcUX8n4/Hfih3r97Eaw/TskzP59O5idRaCK2m6Zs+Ss7sQwiBmCj06vhSq7OIEFrNbV5aSlKWMs3H5+MyLX3fS62Sas3SSnPevf/ss+urjXfs2TGRmTCYI3ME0bnoAjuPLtaGtVgVYV5RF3XsvANx0Mew328M1D18+AgiNS3zeR73+xDjuy9+BGDT8+Px4dPT918vS75MS5VWa67z+Thfnp4e9q+/CH1PVx7VwF2Webqczs4P/eDzdNIWW87bzTZ2/WqCIWLkcPPmLYBKLs673d0rNGulng8fPv7pH1AkhPgXP/0sOv///c3XT0szAAE0wKr4zVNy+nz1dDwfT6fnp3df/tlmtwe35mxbH4IBXL+6Dy58+OMfFMTHmJc0bEb0K5+y4g+wBqCqkRioqALKC0PnViIF1dj7cXf9k19s+mFk70tOy3zMaYne3b3/zDGvDzkAwErHMrdaWymw+urZEaFVXeZkVRWAgA0ohgFGXC6TirhA7ILzTS/nnJbLeU5VUtPcpJoqqnPuZnsTfPz73/4hlzmXJKbX9/fgGB1evXnDsXv89vtWJn7J4KTv/vT9PLXru1e7qz0zOxfcSr4yex9yyvNlLvMlT6fz8/Pz4wOoMFiz1lpJqUrTzbh5/+79ZuiZwDtnalIqSAvsxqHbjJ6ITQEVERwAtgbrOfDOhRibmcTouhCI2AycSN2M4zB0m90GCNLxoK2RI25LvjxJq6GLiACCTL1jyikfv/7d5fFpe32L/Wa8vo3X90IOW2LfneeTPNn2+rouc0vL8fDEzJvb22EcN+Mm7zZ/+pv/nC+X6zdv/WZDAHY+OxfG7e35cPj+wzOI/uyLd7c3+//4t7/7+2+fxcBQDWEq5Q+Pitcd69Mfpr/+/h9+M+73sR+2r+7dr/9KNzutZdhdaW1LSqL21ZdfjZtdiNFMyWw9nH3VvForqCBZal0xI2DnkUiRDKA03WyH+5/cSqtaWzdsyPlWk5SqasAkQKCKxEwEjKKmgMbczFZdxprjbQCu68EHjgGczyLLlC/Ph5oLIQEiMbOPYYTLdLlcZhVYSjnOaSo51+K8i/1wtXOplGmeS8tItNSq00xMhuS2u80bg+eHNl+UEBBrzZfz+fruNbFDZkAkDMH3ILLUcy255FpbW+Z8en4wWxxTzpf1WL9aG6F+9v7u7n7PBABKaKKNtIXI2+3oPauBo8D9zsXB+T6lfDiczKDvOu+5lKVk8d6JYSq1terGvl/nVvLOQHwMpaSWquSlzqc6H9coVUBk5xwwI9eS0nz+9PRUQMfbV9e37w7Pj8KwGe5Ojx+fHr5//dnnWtLjx4/9Znf/5vOa2n7fIQCH8OYnP//07Z/8/qYfhlpKTnMF7Hb79YjbNE9N65u7/b/Z/Pnd9e/+5uvDp1MWUEXLTQ9zCwC1pTnX0/ORmTYfPzDgu5/9PES+2e3VbH9/N253V9d3Xb9hx60WlUYIAH69mmQ6XWbDSh5arSLrWfcFQL13yzxXaVd39xTcki55evJxMGKH1CA0EWYMBAjGjmMcA1iuBUuuyqfLBzQIMcYuUOi6fuecA9Pz8ZBKPi+1VAVkQyJCIIfs0FmrmkoD4iJSVA+H49PTEwAsS95dX1XV3d1dyel8Pj8+HNhN67lDBojkuu3VItZaXj3eHiGotMuJHA/XN/12COxqS7mWKS2llpJTSrmWZNoQvYhIK7VJ09YP4e3nb/vNAGatFpHWSiKzGDtkbKp5WSTabnvrx50PfZMDoZLjYehMNS1dbY1dIO7ULNfm+n4jsuJSKAroOoqGIHnJzoVxu1nhwbZSaWjOOcBoyGpoeTp+9/Xj19+YFBq6w+4WtWotT999c3p6SEt68+WVi0Nt7fnpcRhGJPKbq/sfDauhw3G/fdVRGD/87r/lnIbtzodwPh3P04Jgv3j//mqz/8Mfv/t4KV+f5gb2aSnFdB9pKMhMhDgty+lyeXp+/Nkvf4kiLRdUu7p9ZUhi5tnzegK0CCIHH0IIpi23iwCxc30IhASqx+cHRIghKpKonB4f4mZEA2mCsBiIUrCAQK7WAmC7/bUPUVXF1BAIqeWcp0st2cw2u912vwfClspyOi3LErs+dr3l9OJTJ3LMBjDPqRqG7daPo69Nnk9LrYfDQUr57ne///3fNwrdV7/69c393WaX8zJNz0+1vNxGwgi1karpGnuJ3hFqkiVXtTYM/XZE0TnVlFIt5XI6pvnJse/HMV9OuS2qWKqULK3aZrftd5vaGiOmNBMCmjD7FfN7ie1cs+G0tCzWUhdd1/edJ6TgXr0ax1FViVialJoch7h+75Kz1GpN2Qc0E/McNx27NfNaSk3TJdeLKqB55zj2iARiqZVci6Kmx29/G4dBFMo8/+mPXwMBd9vvXr/vN5tc0u5qv93ugBAViQiMiZlC1+12w/5uOaUpzeii77enT9+VnL2PV13Y/+yzOev/46//63PCZNBSaRZmRw7FgTHCZS7L/F9A7Is/+3mM/f3du7i5TqUZJB8CEIYQTHV1PyuYGihitQbgCY0JAue3ryKwSaO5MZhZlenhgRw6H2qd5+NHx128emVIy7wgcprP6FydE5iKFi3lcjhM86WVorUsz0/PjGW+lLzUZeqv7q7evK81qWn0ngDNxFputaDV3c01sqPY5ZSen0/j5ur9j/D48P3l8VFApsvh93/7N1989XPvg5ZsNYEJmqW0zNNSiyAwM/7/mfqvJkuSLD0QPEzVyCXuHiwjSfFCA03Ae2cxIiuy+9vnaUd2RLYHi0GDNKq6SLJg7n6JmanqIfugN7IRb1mZFeFxr5nqOR999bA7PhyP+x0SICOFN6tbqVZKaTWQ0EC31TV4wHHcs6S1FlVoitrQicf7V6VhLTpOIyKWqhCgprkBCCVMab8b54mYQ+u2Na3aAZ1Wt36vj+OwLFsptWzFzKXWHrUP5pDySAKtlWZ1fvFSxrlsF60tVCkZSgrgVgqY1WXRahaOzCQcNVpt3//pz7vDHpmWpV1OqxOX//67MPrZr36BgqcPP9y/fH3/8CoJ5iTgCTOXy/n69MQASPD07p2bmtZyflRryBQeDy9e/OqbL774xz9//O4cCBb4vNmZTYgyYBYYDfS0/ae/+/tL2f7ib/7658eXHtyTKs2UEMINI5AIHMzdzJlFBBzNrFkp82FLCcwCpFJk16HHP5tjAiTJaTp+/PDp+sOjuZk1IpJevBSIAYEO2ry1QAhVq1tTtbK6aZ7meZ5B28c//bFaGXM+vHiVhFozi0ZoRKberC51+QSt7byc13PGePnwkM1O52cH/Pjj99fl8vLFy2QtgUsSYpgSrmZgCgjmgUi7+SgyB42RUrBda2vffUfAAOYAtRUIF2QMsNo+JwCCoxvH/cu3b77+WcpTIJXmkmbzVkszg9NVDVLO/mKe0zgDpdpq2QqCMAIAtNbW7RweZr6tddlKR8jk9PiRU5IkSYQJPVRNzVzyMEzz7HetqakjgZvebVtb17JcHt9/+Pj+HRTnxCnHUqqGhoctyzAO57UstVmUtWzzLGSX4+HYTK8f3vmvfvPlV28pHFEpePv04+Ofvq1t41qxXJfTozlChJOERWluT6vjo7s7KAFCQIMAQ4swoBZQCa9acqvTH373xetD+2f/xuY9AFp4rYVAezQZMTGzmpnpwCAQ1XzdNvBtGDDQ3RwIsrRtiW01RAcFVOvJRLXUtm4MMDIxILqGKnT+ECKaQq1EkIgyk1PyxEiUxglEamnr5aKlrNfr+8tFCJB8TJKYkjY2DdfR2lq2F7B+vP746dMzAibEu3EQoNj08cPHy+PzYRheHXcpC0DPr0Zh7hlvRFi2rVa9m+bj4QWEaZiZdjc/9kYkBI+2Xi+nx/elVbvpdm3/4uVv/+W/PL58SAwoubYW6rW4B/XejdqgblcBcnURrrox3vw5penlfD0vq0cwCYuoY6mmqgJah92OhDHU6tZqwfDkEKBm6ggsaXc4pCm7NV3X7XKt+mL38ouXP/vl08f32/WqW70/n56eP61lbVqJaJ6ytqaKALieTp9c19OJidbx+cVx9pfz2jDTrE7KCBzru3cSPia8gN1SswHNfV3b1rYCcb62m8YOwCHQw4MUPQAsgCCa0w/vz1+/e1TV6gYW6+V5lhhSZAwKVLOIkCSSsjClBFPGHFYua10aD0HI7uM0DpLnU7bn9+/XpyerlRPncXc3zcdxQogu9MIw02LavEdnJ2YZPeD277svhVBSchkEeAKUlOr1si4XCM+CNCQS4d5nh4QpMydmfnW3f3w6qRoJDxwyJYkZOD5cy2mtY87HnFW1VY1A5l41YMvl/L4VJo4h7998Me7uOEJb2WoJN4HYrot6ANK2btu2VYvaohmo0xdf/2q+fwlIjrxWCKNWrdQKALudvDim++MB3ADAdTtfGzCmBK0taymn02XdGmchkSSx3++T6vPz81aLuAdzysOA6CaZUjbVnj4YEX4j0KjrOToxA2GS83GcpvsHCvCm6/lxvTyXddm2VbWBeS3lcjk/fnrOWXb3OyBMSaYhQ70+fvuH2tr44sUwz+W6VA+nVJYr5zTPu/N1jQAPM4el2un5WZ/waXUChhtZ0r0WEQHm4BA9hP79qfz44fnp+SPMu1BbPr63crk7TvfzlFncNMKZeXfc51GIISUe7hkPB6Y1IKqpe9N6dQi0WK7nWrdQpTQiE2fpttUwh4hwi4pBhJ4QkQIpArSUbTPz7qVDIGs13BlgSpRkGoTalbTW8FZK8daGnJgQw3u14jxOv3jzFhp8ej4tpa5NAWKexy+FAS+nazlfrw7eJfOCPT4uMKBuxUplCIc27NLu5dfDOFqrpazhHq3aujCiAy3Xbd1aqVGqNw063B/ffK2YIJwCA6Hb5Hri5quH3Tdf3Q2SIySA1sVrPSMBIl6X9YcfH6/rOozDPGaIqLWeTqdwRwAmFg8zrch7QEgyyrhXrWY1TAkAZUCiW1WGoiXFlDAwNEDSPO9TEm2FEs3Hu16/e336UE6PZnb3cHz14phTRiGkSCm5xdP77z/+8Ee3kGmaXzww8Pn9RysbWMPwlBAYl7V5hAOUwB+2ei1l0396pABuaZt+678K8CAKdfrDdz/8w3/+/325Vhb67k9/ZMCff/NNK76fht1uiGA109OZVhkED4ck4pkDMCGgG6l6qX49XU5PKzYbhxFHIGI309rBz8/laSBJ0i3Yo1sVzWuhVnpwKFAPE1fzpt0yG4iEOOx3ySZvFcvWavHShJHAEZGZiPBwN/2KX0/v6E/vPj1vmzZIIiL8cjeCwaXYx9MSCEIsLFOWoQPkHuEmFGlZPvzjf7+ezvPDKwwIsyFRmIJVdy2X5+vT43XVrcW16lLbV1/dp93Eod2flQg9PKwMUcch7YeUKJshpcScYl2AkVhIuFYrVtOYh2mIgHBHpqratgLEgiwyZEnJmiIACknOPOTwCG09wbyntbbWnh8/tW2r21KWzR3uX79WbT/+8Xeufv/F1/PDHQKYKY4TDXttJmVh+tDWta0rYeAQ2rRcrs+nx+t5C/Pd8TCMuZYC7pmJCYO5VV3XjSUZxFr1UlrTIAKOYMAe3nqTbkV0JW8gWICBfff++r//v//ur85bHsda269+/WsgPm8tMKV5QMCg0DBqVLfquh2O41K2y+nZHD3YgszCG4A7A4J3B4ISVu897EQ5Z0wZmFh4Gkcg0nCrzWrj7m3zDRBIJOdBiNS1rJs363VIiMiU8jTBeAytul7qtngtHkaEKYlk5sQvX95fazsv5fG6bmtNgwzMx3FQL7VY8yhmqNZa22UZE3f22iyui6meSol6XXrXwbTf5cRlWbSuy+np+Vo+LPbcomhT9935fD6fh8MBggTBWrO2sjfBENdP7x6364Yku/sv5rtZIQ/TbjcPRLRe7eH+wRHczFRZ5HA8jNN0+vTYogSSDLuZsySRUjZvMO13yBzmGl5aVTeIcLOn9+/f/fCDqV5Pp4/vfvDWfv7P/mLe3/34x28l58Pbr1HYw0nynF+P+/ttLadP72C5xFqqgqkuiwIA0bjbvSzl8fJ81sfrNBsyWtM1uqM6Xda6VWfT4vF0XTB8ZOzkcRbMLEIIGO7Q1BpAdVAPg3CMYvC7P317HODLL96+ePX65SDJmqlV1aemeRzyvJcxA0ar/v7d+f2Pz9fLRWvd7fbzvA8gCHc38F5DCd2ZrapgjoAkRGZYNmBK0yD5IEma+WbVWpGwKUvzpG79g04pqeoVT600C1e9CcLRA5lhGFASpmF5fr4+fQCIlw93CEkdI/zhcF9e+XL58XRZWrPdLmfBuymZtedqHhQQxWyHKeWbz13N6mJD5Wttw/MJiQBB5t04jl2q/+Fx/dOncmmgt85ifnx6Oj8/PszZt6CUMAzcxjRM804IA2BZC6IV+7RWIxFmHo+HNAy7Fktr67aFBwKMOe/HKTymPAwkECAkCZnH3UQUanbDwG5HA0IQI7g1dN8f9qWU9XoNtfV8/uHbb19+AQ9ffH14uDseDwTuqmoGAUQ0THl3f3/99KNjEJL2ZyE8AoTTw/0DAl2v1620rijpDlmlupUoLRS1qNfwJMARApSZE1NCzIjMBBgpZUU8L6U0U8cWiAK/+OrV3/zFb775+utpGsWrL5tqc4/zu2/VdNjfj4f9fJg5QLfiZikNx8N95uThtzpMQLpVjwRAWECzgKZeFRgGxv2QxmlkNytbWDNVaJXDGRFTTkgOkXO66QvdhEVG6k2WZuZNrala02YOxgTzfqplfHq+0GV9M885ZXfc7fgN0dNpXbZW6yY8RIQ034/DqlCqBbgRSmJJ7AjgHAFFrVTjFkKNkQiRLxUJEWHz+P5UTvUWHN7tmlVb3RYgIACzKkQQYRHAlIeBhZEEUNzx6eNjqWWap7v7PaZR1RhpP05NNNyTSFtWIhoSO6OZCyK2puu6UgQx3ZRNZgEhSXpiO3gORGQexvH+5Qt0Ww6H/ctXL7/6Zn88pJwliYikAVqt1rRb5IZxGufd9pQkh4er1W5j6L+GaQSmbdvOl6WWRkQsrBhNu52QAFQCHYnAR+QppXmQhJCQSDwl/vk3X07T9Ol0/vb7H56eznkY/+bf/tv/29/+27u7h+fT+fz8bF57GXigt7b94Xf/cD5dkej111/987/864eHlzkPLBy9z+KmOkdEVLVSSymbqva+h7as19MlwB6O+znfEyI1C9+sa4jdwd0g0J17esyQhdBa3ZbFmkofoIhSIhwSmLVSyrqYtaaGbtM8fTwvPz6f82H3cH8vM5LpPuGL+7nVSy0sWVojLZoR5pw28+bATMLiQObmjjWwBkEERgQCYRACVteIYq2aFkdExl4L2oXX2rZPj/izr4bdlJgIoFrrVUIIxA4pCSdBIY/t/Y/vsqT9Yb87lqdPT+ywPxyYqCdYhvfOVAgIN5cIVG3LciGiYRhUazj00RNQSAIAiPj4+gt8PtVlxTnx23z35u3dixeHwx0y9VwgYhrnuzyMatW0lnX99OlT3j8Qv9doiSYALMtyS9wwI4Ax3dpNz+FVY2vq4eYAKM3jVLbmTggY2CCiqaNPwmlgSqlo+9P374Y87g67h7v716/e/vov/+Jv/vW/Oz68WJbr9viIkkZJveNyvS6n5+VyKdfzcv/y7u3bL1+8ej3tdt4BU+1UMiJhL9BmwVbr09OThwdgeKzL5fT8lBkfDjMLNzV3J22dXOl6/WZmZghIOUWMbmZq4RCADkgBXWsf6BDBgsOQXEOwNnAzGof8eD5/fLoc7l6BsEGVAcdxRFUOtWLhODL0pjM3OlePgKfritetR5lodE9mQDfqh/eEHAtQhwBmJAB3BOzVsw7owV6hVdfkgJwSEFmN82Vd1jrPh4f7GR0QjIh2hz0Rrr3Fsy8oEULkEBHgrqZKKSMAC4tH36t8P+3m3R4RS9ni5iqGoAyAxDgfxAIjKA1+ePkyDTnljNpaawbuDq6GUsd5P+TEuFP1rRnkTBReNiIGjCAM7iUOAS3CnYiOh/1unB5P10/XdatWzDV8K7aZMvUvGiBC3a81tmqXtQkRIwhrSuVwXd5++fZf/Yf/9ctf/SLlYW1F3Q/HOz4AAJba3M0tgBg5vfniy9/+9V/+/Le/lpxq7UUeCmaOQMQk3FtYEVESMSM4N3Mzq7VGBDEPQ5YkROQREdYJllvWCIR3UKbhel2IutHsts/2usTP6bQNmpoqeBDxOAyc5K3q6en5/bsPu/3heDzUWlHVHUtp2poHNgczR/dMtE9UFRfz52UFoNvc0n8KRIib8+OnmALC28eOhOg9sbtnWCJyUjdf1zVaSrnrcCDC3Lf1uiQehpGI53k+Ho+IkJKkJF3pi0DuTimNh91yer6+e88pR3hrKoAcEMMwHO9ejOPUz6dtuWi/EtuGSI4UiOO0B+BaCxGyJDcoy2qtEgCRBLEOZbmchCkiTp8ey+VSlwsgIUlZr600BQgiFh72h3J6ruva60WT0Iu7Y/P4VPS5aG3mjv39gs917okoEWHcsvCISIgF4MXDy3/9t//3t7/4FQKWtUSAoVPK6LGVzSiGaZfneSsrZN7vdi/ffuVB61ogQlVdDSBQWCBMWZl7zvEwjfvj4XLZzFswHY5398fjfh5fvHqdxgwR7goePReZiACAI5Brq01NbQtmRqR+FvYCxgA0dy2tnE+tFHJjhiFxJhoSvbyb3768//2ff/jw3XdRXhL1hlz3QAcyD1NvbupuEIlxn9mqXzR6hVBPFkDoKtmf0D4MAMJuLkfr1clwi0YHAAcoakG4288pJyLQZSvb0msngVnbRmhEPI6Z0whAkoSZTZu2uq4rRsyH47QbXJvWzdrWd3YJwG7zVdVSNuhWQRb3UHDoBmAPQGCkYRiZ2VzdLMy4y9xKiWju9vT88QlpOh5R2EpJ3E7Lc4yZYxfrBbRFoJlamBxRhtG883UVALJIlvTxsl1q9G9KEKWHi0MwwZR45O7qooAYkszDcHec//rf/8uf/fN/JuNuWa6tz3AAGHF6fHr3/t3d/d1XXx2E+dXXXz988TblNAAhQtdoMZGLx+egCKvViagLJ1gOdw/DqKXUAE9Mg8g8j0mYIsyaew+HQJKeb0iAlMZBW9u2WkptahHNIwIJyNijW97Pz4/np0drFd2z0MNh9/LuGA45DT97+4VZPJ9Py+lpHMeUM2Mwc2nWzEptXUzR9dWJMBEQUFeV9SQdBCAC/pzJThHEWAw8wAw84PMZdktz2o+cBUw1D/LqzXHIaXs6vftxOz1dzZXnKWUZppFFNPR8uajG3W43DMm1tbKeHj9iQNvW69MndyciB4+ePtIbzGprnz6+TyLhbq45dfl/CQ1iMQ/oFtJw19pK6QA0MpJItLpcz2VdMEBShpRkyBChtalBmg6Sp/V8jc0IEJh0W67nEyChe1/vzTzAoqNTEIDoEL22ZScsBImIMYCim08k58Q8julf/Mt/9Rf/7t/vHl61TQO4aQEA5B5E6LX6trZW27hL94cDM0EAmP1THA0gdCt+U60VzE3VzRAxCFFkGKdpdwAMCu/huK25hps294buBCEA4MDCxIhIktKIbA61tgBUta1u6qEearaVUtYlWsMI8Fi2qobDeJjmBATTbvj5z75+/2FYliWlxMLTQDnJ82Vt6updyhUB6N7xEPQw689Kb3RiFkJCJ0QAens3/cVvf/7/+c//+Lw2jwa3of2nOcwvxd99fPzyqyUxuK4eJQ9w/zC719oiD0yZp7vjOO/A4enj6cO7D22/HA97CAPVMQ/hgR5eGwpTyrkXWkdIbZuIMIo7tGYA4KZrqzlnDHAObcv16QlIpv2eiLSsWptpqLmp5pwAaN3K+fmUUhoCMgIiFG3rUgGI0wAiRkOlhOAQjJyjKbJ29FzDt1qrelMYGYvpiIEEA/MsNEmHu7HzyhFBjm6uSC9ff/HNX/71/euvm0WzhiwkGQGEablcL5frNI/H42FMkpmECQCICZLcLgpECEcPVxMmE3K1HpStrdXarFQIFkmS4JYRb+bu5h7eXCuagzuSZZZBeBxHThTExDjvBs6pVrUo0NS01FJrrWaeEUHE3Q0M0Jth9UiBQoKI+3nk1y8u16ymYOpDT5VHBSBkgEAiMISfog8B2m2yIogYIEbqnnYq1Y7HnQxDRGAHERDAAwN+mrHU8N2H53pd+rWrFm5tGOSbn79GRAABzIlRWJyJhhyI522VJAKIodCDIBE7GCvMLLm3RIn39L0E3p1GIiKjqTULop7T4a01tWKmSFRrUdM0Hsb5aO45ZyQKBmC+Pp2en69pX5H4um6UU/ZpuS4eRjlTyhGGmLLkaC10M+u1zlDNm7lqHJMIkDAKQv8B6RYZBYgU5mYOoQEyDfj1z3/24qtvaJhsuQLGPM+9j9S1PT8/qerd/fHVq5fjOAJEVXWPlNMwjSl1v2u4WTQjIgxKkTsZGhGtNVzXUlrnXiN6Fjz2DRkBPLgaefNwcATyKkR3jof9QBHQAyQwTCtG7MYhMXIEh4d4N9O6+7quEDiOUxeJe0CvstoJ5kTbutT1CmN6+/rFttmHTyc1bzeshvxGbMVtau/7DUAAzFmmTLt5en6+fv/D43cfHrfu/72RvZ8T2yEIiRCK+fV05ggEcTPTINRhyEMe1WLdyulZc2nT7uH+/tW2rGVZiAjMrYdGI91CvCEoHN37HyEQYE3BQwmIyMxExL3/qDdvNCAiBoKD+7ZcLsvl9Zf7w92DI2hr2hrncdjfebA0LU3b+apqihQQbs3c0zS11kybjEMmWj593LYT9NQhVVNTjWbAlAUrBRIhQdfw9n7DPvmIESKhCOUs92+/Or56m6fJ1CXI3WqtzKytAdLLV69evXyY5xkRVNXc3BwIJ+w+eMDeZc8ISBAJIijAwzEiYyKSnBv0cwLBTE0tiCKCRdhTAClVdw83V1OI89oCY3cbw6Bt1ZsiUWIRRDQV7JkjCYkRcb+bHVyQWXr4uxMFJRHupivWxLtpGvMYHk1reVysodmtNhrg1vFK8DnyALCa7ebx64f557/4Zh6Gj6fr//Z3f99UzT5nSPfUuT5m9mxypG9//PDpw4dv7n4DgMiaUh7ykJMgeCPVVlwBcZ7n/ZsvXnz3x21Zl0QMGIRAeCuavkk6WCIYEeVyeh7HEXHord03Ju5zVae5s6Rpf4jP9fTDtAPiiFiuZyIO0225Xk6nWou7s6QAjsAIdovL6bI8n4jYMEwyoOAwKgDm0Zm1LGVtVa2ZqeJWdGlFwwSJHJ36AUGfqecQgWHIzMwJH16+vHvzVvKotVmzbrUfx0lVzfTFi4fdNI5Dhl5a0888QkRspYSH5EzERByMhhZuYX0dDwRABPkcnNkziLXq6qt9xksj+rYhHm4980296Xq+FlffzRMgqENXQRIQYGRiThnw9nMwkeQJRcJMazMtGoqIkjNSIuGEBBxcRZh+9Ysvi9l5+XPTjQA0wgMqgJqzd0AqEEIAHsa8o/Yvf/P2619+NU3j9x+u/9t//PtS1C0AkQMQ8CZPJGRGEiHip2v507fff/2r3w67O4ZdzjjkJExp0GGevadKoOr2HG5bLXUtU85JEhOi36RsTBTABlgtEEN+/PYPb95+lftN3Cl5VW16+0iZSAaAsSNuzDwd7rUPGmZWq7Z6fvz09PjU8VZOedzdIVMAuLb1enn69JGIZN7laceDBMK6Lm1r53PbztWaOZhFqGNtDSKEmW/NX4jw00HfX4twgGoGLV4GAFItpW5LXS+MzGkYholFrZV83GdmuBnyb1kufWjd1o3VJqQ8DQhEyG6tc/vY0YMApHAzdLsZSQBSTgDQylpr7ahpf+oAyQDRw5sCadtaaY5bk5SAKQmlYUxEbasQRmyICOH99da2gWF4IHQqiHJKiORACMAyCqFFcafdznfTzIhCDBKmER4cvhd+Mc3MkBMOwgD2s7dv/sPf/uvXr18sy/WPf/7+73//4/m6qmkAM/rdPAjRadv6AZKyiGAmzCTv3n/4+PHjl/NhPh7TkMJNTREbMjCDtVpVq9an5+v5uqCHsBAHOAJiIuTu8AOsZetIh9w/vCzV1G65UQhUyratyzTv8jB6T1zsjCVxL1HivqxTT1+kJNJq2y5X1ZbnOc1Hc29le358fzmd1uvJA/cyyIhhttVal205n0/Pp1bqDUxB9AhAkNucHnGbMlEBPJwC+TZuMwJEaDFbllNdnupWt3VhYtLWq2ZSJmvo4YgEgES9uOpz+3yEO7SmPIQkEUGOHBDgjr3l2w3du2/0tshDQERixEQY1NQ/V9k6AEp0R7RDCOWx74geJDLlnNMwCDPnBsJWSrRmqhGG7mGtmXcQcd7fpSHfYlHVgjhSIhjMz6BmRCjShVI9QxoAA3x3d/jVL75CV1Nz9/PpeZeolPLh4+P7H9//7//xP/+X757Oa3XHgBDyL1+N1sK8O/eRGURwyDIMycAfH5/mwynlzDwgCQJWC2ZiiNrax6drWfW6FiAiQkfsCLpDh/VB3QI0MBKREMqXv/jNthYkAldt1pqWbV2XaxrG3L8MAG0t3HqVD0C4am3N1HqmyzyNd/vZLiewWs/bhTAN4/X0tFxOUAqpB6K3sj5/KNu6NtW1Lp8+bsvSp7w+RqmFdgIEARGdsKfssiBhABATE9ItFhaplPLx44eHp+dwKK0SomiVxCkJhveSU4CgW4AA/dR+COaB0PP2OQ1JBBACgNzBzdzAKFQR4hZXBXCDQjyEIAiA0MOTYEoJkSCgaSsRYER5iHD36CQjEXNyJyLiYd55yl5KXVfTEm4I2DOCwSzcU0pIZA63ykMWM7VA9dhqMwfiFNTC1QFc3dzTul2ePh3mPEhS8zFzLdt//k//1zhNi9r3T8tpqwiQBcYMLx/2aUTJ8nY8qPU0VmLhlDIRB8Dj6fpiLWUrQ5qG3U7SBKJJGExPPzx/en/pDWQIDIDgaOaA4QAtbslQiMCJGDEixNz3dwcH8Nbc1NSW6wIBSTgAtGltLWp1tz6jhHu0Vmtdt9VbZcTW1LZlJ9rAWy3p8qOdIc4XXsscMR3nAIfYdG319Ihls6XgdeNA9TAPRdCAqrA272tY9ykIkkOQhWRJzIwocnuwiKBcl3/8L/8l593LL78GSV0tHGGugT0HyY2IBBJiPxCp36foEAAU4K31MmVEgHAkDsDbfUkUQQ6BQP3/1I93heguK3fILIkFEAGRhRCgoZm6mXYwXLW1VqrWed6xCGJKOQGPLFm3a91WBCAzN9Sm1/MzMeVxMgdTQyZwaLVdz9fter0uZSlV3RARmdldQzXscr1++sjj+Mp0C42g9OG8fjpd19aet1YD7vbjmCglevEw//zXv8DM1jwCSo3aWqllXUpZ6+W6LusGMbx++SYPKQL2SDkPKSdgvlwuHx8f1YKIzbyWFh4mKTL17onOJd1mg0Cz0Gryf/4f/8eX3/zs61/8EojDHcADsHqsVQ8TI5iW2i5nBGcmYSaEVqpuW71ey/XZW0PmNORhN6XI4/RqHIbt/PyoC5lFwDRNzGzurfHd9BrCVbWUqhbXZb0uS1P1gLXYdQELAYCU0mE/DEkiws1vCd2IgRDuERiIrvrD735fLusv//pv3v72LyQNy3YB95xSottJkxMLsof2BMYOQoEhdu3wmBEpSPh2T8ZnMQkSshOBNXIPJ0DvnR1IN/noTQVxuw4AA4c85BQ3aKapqbbaarPlejJr07TLKRGLDEkGiWnIy1LXa1uv1Yq5t+vVqu4Od8gSgJwkzK/Pp6cPH11Lbdv1utbWPIKY8siH3Zgz7KZhHgeAtm7t9989vz/X4k6A44APL6d5GnJiFuREwzTkiQ/396fn65///PHxuV4ul+v12mpxdfRAh+/WPwyIv/3Lv1xerdPpkof5cHfYHY5FFQmIgQgdsNR2Y04RxiRzzuMgOQkAE4J5NPVt2+S//df/8j9+9z/+zb//29dv3gCCIDGTh52fnwRB21avFzZLiYSACCDwsqyX8zkiArE0HVOa7+46F/Lm7Zs0jOXyfNgfrqfLtq7MJJJUu8WtaWvmOoVhwCtrWoupIWFY1KZ91iYiYtbwrZTzddlK7ShzICBKBNSmbatm8OG7P69lWct6/+r1slyF0tsv3oKgqt6imTP3WhlGCg4zdAh3wwhVbaYYboE92oZFWCaMQDfX6krkDhEUDoxOQA7ofcePzn31nLQuLiUmZkqJteq2bW6agsmila2Wwsz7/f4u33HKXW6cEl+sbdvmEAZUl3Xd1jxM034PmGvR5fKeYmHx1tpyXWtzB08ghDBOcjzuMksr1cC1oQC/2A8OYe5ZYjfnNGQksnBUSpH34/2nD9v/9+/+2z/+6WP1QARCSoSJmCCYgrOkIX16/LiU6+s3X8770FqePj32inUzc/NmRklAW2vqHlttp8syZHn54mEcEzr2uM8SIP/wh2+HcTy++vNmxkz3u/393eEF3et6vbz7blvOXtv+cEi7O0Qws1LqWrZgyMOUYsA0TNOUpx0gTeO4O74cpulw/+rNz37ratvlsjw91nUp2/r49Ony8fHxunW06TiP++Nh0rZdLu6OGdMYTa2Usm1bUa+ttdZqa+bOzAEBQg8P9/M8Lcv2w4/vt6Waw+nju9//x/9zf3wBjF//8pcE4QatNXfDaJlQJgIiSpymERChtVs4WHi5PFvZAMG0pTzuX7yVcYDezFGu6IbhQM5ALGycqCJYA7vpyggQHbxPhZ+RyoAgoSEnDDciVVrWtaybgzHCfn/g3EUH6H4jHro32jlKrbVdPHQcWCj2Azacz6fLVjRJb2xANxvGYchiplsfCsMf7g6vXxyD8LK17949bs3bZu8/nsxdmIaUz8/6w4e//+Fx+fbHD0ws1MlEJCIHcEAN103fP12KQ/2+1KqvXq0E0HuAtfUnCdRAwdUsHIAEEMu6bXVr9ng87MdhYBZ3cE/y9T//y/1uz/PxT+8+HqZBgDKDkINVKwvUQuF5oDwkACSzCJwP0Ew5CQRSSm6+biWl5AClVE5jEiFJwC6qlAffLmstp/P67sPT5XKd5+lwfHh4eT/Ng2/rsmzrdm21Leuy1dK5SyRBRBHpiqlWm0eAc60t5yHlfDzswq3UgoCJ4jBPeTft56nVzZs9fvq4Xs/TbkfffJ3zgOQkOEpOecDdzaSlpS6Xy7peu4pqnA55t2HKxARMMIzRqtYVwuCmsggiNndEQAgigs+bJ3ROgwgRGTg4QoSYytID3JAIycFr1VKYybVFrdpKa6370vpv4+5lXct2vT8Od3czJbpc9MPHS3W9e/Eif/+xNkeCYk7Vkluv4BqGJFkQ0c2u1f5wKh9PVzMvGkwwpjQmWuulmFkwp0EQEKOTVB3bRAQCNrPf/eN30W8iGtx8GvI8zZJ62YcvSynVFNQdwkGj16UAACzrlfnmYSUiJpTv33/KT+cf3n2M8K9e3x8EByjHechMw34X0+ARu7v7NAxaW3ggESKta9HTlaRXxxoBWlMMYIAwFRGrdT0/1bJSRFVt7k6UxvGQ5PWrV29evxKmWhZrzcJKWS/Xy1pbBx57sU8X8oYLBJgbsUgewvFyWXqCObFQN0eM46tvvnnx5otexeFtWU+nd99+m3bzfDgejvck4BGlNZIkeaReHGiBLEAWHoRgWk8f39H5Mu52wzQxE/DQfAs1JA8kggASEgpUdAU3YMCArjZgSZIT9gUHydwtArZCIsOQMdw1Qsv16aPXyd28afch3FxlAR7WWql1QfQ1YQRs63o6r9Xt8bJe13XajVw1ABCpGlU1RluaFm3DsLgFgP/5tPz+4/KZYUc0b16vVZGJWMQD4rbdI5G7Y/SQVcReVB3YPMz9P//X3//D7/70i69e/ezrtw/3d8M4IpAwl6jmAQGq1iIMqXebIyAheYRaZUgiSf7+7/6ub4qMQX/9m9++mg6vjw9394hobiSchiQ5QSnb6enThw/NrJX26dPTum7T8fjw5i0TUQRBtG07u3l4zrmdr6cP3zvi4XiHnKdZ7oOr+bosecwOvm21LCUc716+VfUPn562pklYOA2SAsHNIlwQKaWgLCmJJEDUMIeQRFTJgTT88en58dPj/YvXPIqHYxZOrG71enl+er5/+XIYc4Rra00aSQ70Vrf1clVVFsnDICKIuFyvz+/facTucNwd7oTFVQlQ6DbfY8fS0APJwQEgqGfYyDTtMAncvlAGU1yW8HB0IqAwNY2I7XoK3RDQI2qt27qypGneB8T1er08n7a1Nm3Xa80pSSLijELL9vj0fAEIIkAk9yjbOgzpWu0P786filoAIAVEie7T6ItIABGC0w34is9gM0ZEmAFAR1Ww0zIBbhEeDnFeV1jh6Xz+w3fv/82/+uuff/MVMQ7TyElKaapasbI7AibGlDiJiEhr6mARFUlkJgwIDH/9+sU/+/Uvp2mSlGUYELBtq3vMwywi21LqVtHd16UuC+mWvbHVgYhSCtcId7eyqrtP44jqmLIQpWFkSeIhMrrDJ/xYt/akz+ABQJJGFmjIFhTAVc0AUZJAoAiOY23amqpZL9BWs9JqU3cEM++n+PW6vn//4e03Px+m0fo5h9jchmHuTwx+rjQzM9MGEdt1LaVgz1EBYGYmGsahXk7Lx0+nH78XkXmeZRiGaZzGNA1ZqJsFHcx65RBFEAAycuIgQGLA3obYPQnmquoVrFnYT7/6dmJml8ulVT3eDUMeHWy5nlurrTX3CPch8zDNan6+noDw4cV9a60bYolkniFMS9Evj/ND0xauEZvZteFps0a3BZcQEQg+5z7fll6ALiKN/idhT070bsW9/Qc9RRLo/eP5H37/54cXL+8Ou/5bjokhEUzZzW7a7jBCvvV9BDRXbU32Annc/+zr17/+zc/fvnlVqz2fztOQsyQW5DSkNCJ4WVcn2r14OR3v+PFjSBrDeZyJkRCDONyQGSIgDL0xw7TbDdM07WYIcg9t9dWL42GUdV1qbdraupVl2/p6dvfyVSllWa80ZJeEhK/v7/dTXpbru3fvt2oe3h2jWvzj6VIdhRkZHYAJ5v2QpzEQWy3XtdK0f/XVz8Z5fvH69d3xjihFcDi6edUG5qrWJWWGHuYekZjQbZ7nsq5lWbfzdTs9A2LOaZrzPM05J2Luy1SAI2JmHkcWYHdrrUoXcbNAIGhTbRYGXfFp2MUIoVrcAElVa22EbOrrsjXblutSa0VyJhBhAChbef/8dL5cvfe0CHNOoAaBROxAEBuGTox3wzCMaZ7HAPov3378/dPi7hiIThAOQhoBEBjBXUaNXWLgFgFx6wIHRMBAcAp37+5uC4QfPrx/Op2O9w/dCN5M0X1IKY8DRLg2bQrgY2ZOqVTVdsnC8le/efXlL/7Fz37xi3keamnbsjw/Ps2Jp2HYP9zv7++JUzlf1mWrqgBoqgpJhh1LjyMMd2fmebef5pkIPRRMXVuStD8cWNgtbmSJN2YfRxGBWqnWcq2rq47zlMdh27Y0pCSCAO5eW6XdOE3TMA7Luqibuau5uUP4smnHe4ho3s37u/sumzHzINzfHV+/ebWb98e7u75VEAAAmJr52pVA4W63wRnDHZMIITFN01ym7dKaazO15prRi3lFcADv/z0CMx/nKdHcXY4RN5SVODmR1eIWAGTu1ppHIBKRYAQQ9mu06zVU7XK5Ntu2bRORaZoBkFDc4tvv3/3ju3ePzxdCGebh/u4gHq201iznPI2y209zTOkzQitEaUy/fvtiN46P1+W81q1FdVA17y0q/a1AD6LPaoOb+I/7xdWlH53D6hobhK2Ux8fHn/3y1/evvrg8f9reX7XWdV3HIeeUmLCXa7h7JtyNvJtfvPrirfzt//K/vnrz1TBkgGijndCtlOVyrVtZt+26biL5ejqt14u7u1ktVZtFMAQlZLVgtulwvH/1akj9eKzeWi0lpTyOcyA2qHBDhlprWquW0kqppdd3Ys+c5mkac5bOxlgtj4+P1/MzYSzrqu5qUA1acw2UYZAWy9ZWVSZ89ebN8e5+yIKI+900xjCN03F/YEldoNHVXACgptG6dxq6gdLNACGcIQIDGWkch+PDAaOVdXHj3W7eHSYmCvdS6rptqhYRhngNE4qUSkqZb+3GeHO6ujMRALSqfa1BIGZkQWIKCGUVEQYy8227rD32KGXIGRHM6dsfn/7bHz/+8Hhem6qX+HiZfzy/vpv3E7dST6fn491eJO1u/tDQqkkysAypfbHPd4KPhC3oEvh4uVybe5fLgrsrgHSL3g0UjugGi/4sOdBNrg2AgBDxn/6vv99K+bd/+7dEtNSGDoK8qbYIYRYiQbRWAWPaDW/evn3z5iv52dc/R4Rwn3eyv78rZffDn3+4XDZm3mpdlitEbOviboJIgKG6LtvlXIjh8HD/6suv7u+O034mxFarqyIoQKSc8zBTGgKBEbr2vrfoIhIEqal6IyHsqoWAlLgbMboZ+fF8eny8hBsSEWeWPEpI8qpNw6YhecDWFCDu7u/u7o7DkBBxHDMnyXlEkM6w9JnGP8t++qYtSYjYVK3VCJckzN2+kUU4JRoHWS8XVxvHIU1JkKw2BDBtLay3wdZ1+1SbEKSUxnGUnPFz9Sj0+dysqbp6L1BkIRLiz2ocZiaPzbZtPbfauoyi/w5Pp8vf/48/fv/xbNHPGHSIS7Pz++ckNOU0DeP7Hy/e9NVxfrifhpTCvOkia1XV6+VaqyWMzHiX+Yvd3Z8erx+utTeNemBY11l8FsBjWGc0ADzAbir620AGiKX6P/z339/f3d/fvzD0UHXEJF2XiiEAQonZ3UtTU316/CjUaQkP4TSPacj0NA6nS7spdlJicAzVslGElqKlXh+fLs8LUOz2437MiaKdHrem3cM/7mYg7MBaBwy6kNzMbihiRMeohjxEAKGF3eqptGqEt9bqutVaetNrYGQMGUSEKQwqbqVguCAOyDzlw4uH/W6XUmJmkZSGzJJcodboCn/scEunYBAsADwIgiTt5vn2TYdTAKJFGAulJNM8hTn2m8Fc0XqRkwP1RkU3q9qKu3sQkYiknHJKacxdvGdNe9MQIkFn9M3xJxWQe2taSgkPopu8JzzU9Ntvv1suV2FgRwASuqn0PNgBS7HaNgogTKfL1qrt5mkaBKAy1oBgkQGoaZ33g4gI0zzQ/tPy7mmxgAD8yX7YKamIsJ9crP805X/W7gIixsPDcbebWDAcz8tSliUx3t/fTRO5ozmmLIioCu8/fDJ7L4xGhMAYqpenU6laq6ckqrpty5AOdy9eIL5a1ut2+rQt2+myeMR8nHa7+dWLO9a1nlarJW7aSKy1hMc0T4HeWtF13craasUOVUeYNlcdmGSekZiYw927ydWew7y2tixXM7dANYgwwEZZnVDVWrMbhQIuAHeH46sXD+M8IWViIZYgARYRwkTcUvSK5c/CLFcttRYvAbQ7HI7zHQuDt1BFt0DBcCZjTpIMwsLNzQ0akyAzImTmIOx6Pw9Xs7XUy3lxUxGapjwOI1P3fkUf48zVwcmx06bdLay1rduqW01IxGGmHq7u59OlLtc3h/yAvcEQItA/Kwz7S3FTxHr0sp9lXa8LHPbD/d28lXo+b8I473bDkEWECA8Iv/pC7kf+eK4fF20AhhEGDuEIgeCBcTN8glNQAPnNYQsBAL4/TNfr5bpcHh+fvv3ux600Qrw77F7c3X/x5tWLl0dw16bqejwqD1mYoPu/3f35dG7VIFAYr+flcr262d39Q86JSGqzCGRJu5Tm3e7ueByE23XtJ1CaRh4GkmQepqbNaymuTde1V/QIYguvtWirNzqcbmJCJA5EbzUnUa1tW7d1VVXv81aEN411g1ZvkIEZRCASCzy8uLt7eMjDTESIFBDmzgAsTEKcUj8vw+J2yZqb3posEck80B391s0GXanUI+GDwskdAQ0BCBB6LpxqmLn12d9F0N1P7VxaowZVdVkrhBNRShkJKaIDS2YAAAxsbmVZr8u11U2AEssNowQIj225MticiRmJh27Oj9uDpUgIKKrR1KqaWlTz2rS1BlqXJZrhVgww0pCpFXUDQBYWobev929ewQ+P7Y8fT+fiDm7RzZHRi7n/6dfNS/bTL/zHf/zuj3/6cciZEDmliHat9bqWH999+vOf//TLb94kxvPTuan//Je/+M3f/KWIcB4ys3g4FgRXU1ubtXXzUp4+vv90d//q9ZdpnHaHuxQwjaO7iSQw2+rWhcMsiYQpDR5ICCDCzAwO4RQhiAEcjNBaXVarDYig/3sI9ap11bohhBBV88v51EXA0K/8220aIggB7n5LswwA9Gk3T9NOmAmDCIiYJQkLQNftud0M9P0yMlWLgDxO49xj668hIkJCiADutUfDw60nKvqTAYQ8JEmHcRqtlLputRRsGuEAjMGndFrL0gwcsHpXpWNSm5hzSiCM4N1NYw7n8/L08dO6rhF6nIa0myCwV7y2si7XS3ggGiExITNlScyfj49wv30IfHPWW5hnDy/VgTiBp8P0tKwfnk5TTod5TEOiIEBQiyT5q1dJyP/8cfn+ullAQFgn+D+7DqmbJBDpM6IaQWbRzLayMLHkvmgCEQhAqfr7P/wo6AyUCH733/4HpST9xZaUw91aXLZtvVzX82PUa44Whtv5DA+vZJD5eBgEt9Pzcjpfz4s2NW03IFG1asu17Y93425iESZCd+iCu0AMcAcAcnNvisLEzIRI2EyXy6mt6/7umIYpDTWiB2QCArqHqllXHDjebFh98wpH4d3xOE0jo2PXADKnlLtfMjxqqe6e8sDDjIBYq8EptPEwcOIAMGtGkKCbmx1v0Ih1WDHcWy1eNgKWcaRx4mGEaUzTmLbN1brP0upJKDGJq5WtAQRiIJJ3JZ1IpwLDoza9LuuHDx/LdUWAlNM0zcyptmbmWymPT09lbdoQILqVJMIHhkQM1FECJoLPNLaramtaaovg/TxU960005aFL5eCAQ/7XWJUNdcgjMTBjG9eTA/7/OLj9fcfL6fqiP1T/WnK6glk+JNh+uZQggiA6l7XQnSbWwEBqYvcUIRSkpTSj99+L1pq/+5rqx8/PT09npuqtoYI0zQdXj4cH+5Nl7Y10wbabncIhLZyva7DMI7jbBjL5SLb1kN5EiGAt2VrrfUshLgJnkByslLBb0cCYgSFIVGepsMDBsi2QXf3BZjfvLs37TmR91rbuL1g836/v7vvWAkRc+etPmMxN1lLRECXOKIIS0puaqVs2gCCAGSaldAjtJZoW7h18gQgaqnr5WKl5nE85jEBEQZxookl5/CwVpbnJ0AbRj7EdL5czVqY9hNLiRoM/ZJ181LKuq5PT6eybREuIse7Oedk5qWpWmylXa5LtxOomRoRgTANLCIM7iCSUiYMAwtwFMppGOfdASkAq7baylglJR5L3eXdtpWIJjLUTS/XMmaRpAOzCEH4V3fzi3n6b+8vf3q6APf0gm7+AQggBIv/6XpECICetNg/Xvz8CAKECO3n6f6wv7s/DPuZkaSWiy1+Drou29PzyYPGaTrM94g4TdPx4V5SMtXztSyXEyIwZRnnXcp5HFO6OkCahnGcuGxdmwSOyOnm9RaOAMdotUZVhthPI5RaTcHDzQOMkCMJmgZza+28lqpN9WaMZsY8SCBgF7sHmPWJFojw1RdvXrx6JZJuuvzerGet1FJq0bK5KiCDqZaNkMytp4tr002r9fqT/W6/nxFhXZZoNy8AArhbK62V6u6AVNdFW0EAguAIgjA302ZueZQ7mFNiAoen0sw8DBwwiEGSRErewFTXsl3dK4Kz4Dyl3ZDB47ounx6fSynLcj1fa6vu4I6gHmjBBnTZ1qKIkIWnKYYxRdzeJCamPIrkQGLVrG1SG/J6Pj+PyWzKFlEu67JqKY0ZwtO6VEXYVmXCaRz/zW/e8B/wf3w6E0YEA2A3eCgExY3e6crsHg3xGYIgp6DAIfHLh+nVy/u74x0SJiIi2somS9Fam1ls2+bhaZhevXl9PMzUm0kRAUCYl5QBBRAojYgUpsSD8OBhx7v7eTeb2bqtTBIAMmT6aRGDCABT7UdpyjmNAzgjJwu0AAAJp0+fPirjbnfUgAB0dw+gPmEMHIRqHXzoqcTgETnJy1ev7u/umNnNXFs1L1AoTLWZOREQkyRhYSCM8HBDiCGlIL5qK1tzNW2tbgszW2sQrROI7t5qtdogAglagef3DTzCjRCScBKGm7o+mGXIAwSAa92urpWiF9a2Uld3JUpDYr6bj4fxel2fPj1RwG6aBDnct2X98d3H0/nSWkMgJkGUAFdFNfWwa90YETGGxNNQxnGYd8PdcRaRnoHaxde9TxaJJmFmui5XM3WL69JSRAvXVgIGEKxLKaWlJIfMNNhf/eLV47I9rRXR40ZS3OwOP71m/X/p0EMABPjI+MXL49tXDw93R2bqiCuzENE4znJeXDhzot0w3SV5eHh1/+KOGLTUVoq7AUBrbduuHkaUxmmSNES4aUN3YhzGcRqHgJA8enieBmbGzvW4QY8QsdYrPUHbbsjAAyZpaqfraoAp87ac9PsFv/z5ME27u/tl/bFHA3VE28NLVTV3C3PodcOS8jROzKJqt/hTFEDqFy8Q5Gm3P96xpH6bfv5wghDNjJ8zAGqtCG7hUFqYethPgJe1ZlohghE6H3ZLcUWQnIZxvEGaP9ndAQhpzENLtaFac3PQVd+/e7p/Abu79OLN3Tzm63nNGHVtOQmAb6V+/Pj0/tOzNmMiYcTuVgKq6Bqu7l2ck0QYaGl2bReLePXiPuUMCEjBXSwX3Bq1qg6Q5wmEl23Vss27TIllTefL9f3HZxqGqn5dlTYFwSHnKY//5jdv/9Pv3n28NmOn+DyzY/x02+HNBA6E4KGH/fxXv/3Fy/sDAIEDM4hISmngnHNKKUkaMxMd7w53Dy/GaZ6mCSlq27RUDACEVtt6vSLoMKWUdvP+kKa5r+YcFtERSESENM4RkRJBBCBGr1XV2stUANHCwRshSBrSPKSml7WUqkJyN+/Keioff5CUMgUzNTVKnMYh5dxaA4QIMA+zMDePmPaHw/2DpBy3MY4/l3re5Gbz/jDO+/6Ed0j2J6G69+eDsctEzVXPZy1r6951RHBHYXQKM3T/HED1Uwy4qRtBAMAN4VCzHoPIPI0DFvAIa1Crfvj0eK3tuM0cDvtclhIGIokTWbOn0/N3P36oTbsip8fYs9A4pDT6+VJLs65STRQCloSZeZeZvHLgMI6cmKQLK0INa4l11WvR0rQ6N8qeAjLNcwyH6cf3zz9+WjaMppGRdo3ygB72Iuf/9V98/Z/+9O537674+VHqZhKJm2YMEQOCyX/2zVe/+c3P98MEAcycc+rm3pxzRu6fsOwO4zztXr9+M+722EdWMG2t1hrm7tZKpYDD4T6PO0mz5IFT6i8raO3Zj1pLF9gP48Ccb+MqeGutbZu7p5QkJWtUTzXMO5xLzJIS1spE4zBAS7Yu7doul6WZBQEy9x8JEZk4Qt07ZO2I/OrtF/evXhAT/E/2Vvr8K+c8z3OX93cZ5w1QjggPCEeAIQsBE4CZLstyO8eJENFVrVVERCLrFesRCGhuEICJ1bwvttSHEjN3B4CUUvRlnYVYq66tlnp6WpaTXs67cQo3cNjNk4isa3334eOyFY/uFEEkJGAi2M3pjvFulnXbWlE3J+YhURp4HPLL+32HVCCAgBkkAJAxJRzykHL2y/Vc6rW10hyAJGe3GqZ3h1Hd353L5rGA/vnT5XlL99NwmHE38T/7+s35+t3HpSL10SE6nETR7dM2JPmL3/zqb/76X+x2I352XSLdrMXMzNFfP5C7u4fD3X2ed+6u6xYR7lbWYurgYU29NdSahul4fJBxJk4sBBGttWrFXb2V5XxarquZHR/uh/HFjRjvrmJ3ju64HGEYrma6bEAcQYGch3ECxlp5mPh6qdiu1U5XVQMkUvVtK8Stp28DoBmYhgUOU354eLHbzRH/JO0FuFlJOXEaRwTo9eOmCsI9SV3D0AM8GNxCvWmEt7rVsnnT7j2MiFbXsq23zKeI7roJ63ZFcIL1ujJTTmkaUp913MK9Y0KIRCyUgIeB3bCp6VY+1O1ZJBENKeecsfHHx9P370/NwrsLOwyCJDA83CKId9Pu7nAfYP3JhnBAyIk5SX/xiDNShhuk21XBMWQ5zLaW9ly8rVu4TVNuWre1oMfrwzgKfX9aH4tdNj1t9UdaDtPKEeT2V9+8/q/f/fh+MSDgmwUpApHB7o/7v/lX/+pn33y1G8dEHGhq2lpDjZySiHSsu58Fcjwex3FCJK31cj63UgPCe9coEiVJnjAc6qVdP6XEacgkBAAehl2XWSsEjtOETPN+LyK91wLBUxZQqWuJambAKQ/TLslgZqZqgcI8z4LM625ny9mLq9rNGEnoHlUN3RFA3TXcOhgQQTc53T8BLT/ZGToHEQCtKQJ0BJ8w3CgcPQwDwBzMummwbmtd1y566fdmU71er61sXQIBP52TbmbmHuamqmYmwof9Lg8DACB4dHjDIsxbqaU1cEtCAKRBaq21yog1Vccwtz/88fvT6cLMiaXnfzGAAEBYKaVPz11GjIhm1kMlUhIA6J12fQRycyICd9P+zzHweDd5cxEWVRsHCO3XlgDhSxIMsbieamyOi9r1tBLhAPqiln/xzZv407tPq3bSut+ADw93/+F/+fe/+u1vichq86ZmhoTDMBDiIGkYBkmJJI/jmFKSYZpJ2CMA3aypFrhtBhhIeT7wfPDruZ0+lqcP4A4IlDIiuim4uSoCzvudDFkksVAPLetMGoAjYWtWtg1gGeadjIMjblsprdxkcYjoLomH/QzkdLkCkRDmcSDODmDuqqrqGuhIQREAPGYUCXBEYKafeI/+xbNDONxuqv6dO6l2zqT/2BbhN5jVDIWGNIaHtVq21kpt1Vq9SWDANcziM5tUy7atWymlf7Ln01NOMuTcQd9+25pqq9VaYwQiFGEl3Da9rqWT8R8+PZ/Oy/NphUAKnJjGlAR7ZlcggpleL/WKy7Ks45Dd1CPGUaZhTDkFBDpaa3VbwQ0BvUuMCZE6XABTHl5znsfhdLnUqpET3x2mceTE56ensdiraTJftbp1KBpwC/77bz98dX/48sXL4XT6sBQLBrDXr47/r//n/+PNiwerxSLC+rkDhJTzkHNm4XGY7u8fpt0szOEuyAQIYaZaESMlDvMOvBKR5JFzNsS2XnW9xuk5JI+7PRGZqtUt3AAj5yx5wK66AP/8fWmYe5AhbxqEDq1ViHJdlss1EJIkFlVr23aNtiTBxugBeRxQSNIAmBHAux375lmXQANwzolyYhZhSsKIGJ/znxAhmro5UUdhkJnCJdxvH6Bbh2X68ZayCBA6oPtlW2tptSiEIIbdVMgWpuAWEZ/TI6y1HqSmgSEI45DHYRBOHQELUwBAwpSGXk1jEGH15LGsdd3KurTaLIAIgCzUw3u6UI+7ISSn7u5e1motWCjCRbwjfIjAQMwWbmBKTMLSnRxOEHDrxJklSaK6LegyCJdQLUumMTEm9n2m1WRprWHYLT4FqsE/frrsZLnbja+O0+Vadvv53/3bv3796mW4gxmgIwZSF0XYrQgIEJFEkqlvyxKmcv34iZncXcNzziCitQdLByKoFicE5Bimtm211FiunTt2N2sl3CJCax8kw93cW2dMe+uxjGnuW1xEIDw/P19PFwYcRvFQcA9r9XrRdetFrmYOhEjsfUvC8H7vuPXxsGeQds2CiNze83+6DPFzZDB+Hryg1WatMvexHvmWEQXQzbGSPDTAwwIphpEjmClMsDVtza2iI97WCCaCUNWttC5qV9fooLQHc7tdUuaIkHMWyTfaAJ0lueH5rOtm4RjB0YO6CSyiNFUABGPBlDrIjxhuFmtVaBDhSylbs7vDLIyJb/tX05pQDAKDALAnmSAh8kCMLLLb7UnU3Cxsa5en87VVs4DAmDMextTW1um3236DeHEvp+Xnb+4f7vdf//wXb99+1S3hLBLhN2oBXEQQI6wGaCv+9MkCgQlzEvn9f//vXUf14vXLu4d7Eu6LHkCYmW0b1YaIRmR5IA9E1Nb6e2/W+hxQ/aqt9WDTDjAys+Q0HvYp57SbaUhPHz49n54//PjOVMdhYByZUcGtVldzdzPdaqvu7oZBCA7kGIbe0A0DLKInhHiEmUMgE4tIBIZBQCAKofSIfMQ+RyJENNdWixGnJCjindvyzl8GEYJjjy6UJMSUhLU2ba02rJupQETurAJ4WBILnBxpGKSNbtVq6U/TTdni0ePEugYj58zMDtqaXZdNO1aMgRAERAhI4QHNXd0pPCOnfBsX3QEAzW4Jfh7kau7mSMYgPf7LKTQMA4k/C60iEChzWEKmIQ21QTMwYENpEZvZ5tgc3WkU3ufAUitFC4AgB+BAj3hey1/963/95osvpnGk7m2NsFq0VoRIQiyQGKdJUmImRlSAQBBrKn/6059KKYiopjlJzsNPYkszdw0iBURw4DRQN1CX1VvDfjX/NDMLMSGxiOSU0pAziNA4cB4yMZ0u58fT+x9/3MqaJbWtrKo3L4t1csxr09OytubhYHazZvRpnIgQevuq12ZVG42qZtiL5jpxFd0obxQYEMzMnCQJIhBLD2hkFknYNULWur7UCdyseRfDRAAAMwd7J0zzMKSUboepmpsx0DhCM0fhPAygakNrpUDcjqut1VKLmwHism3TNCeRcLtct20t/aWN/5mGg1u4PBExILMg9mX/tpcI36BBEWRBd9VgcwtzYyICZk0yptwFb51oDYxGIMGsDoEc6N6DWAANUAE1QN0QYmKOlFy1P8A9JVAYf/7zn3351VfDMCASmNd1rcvFrIKbCKXdxJyZYUiSMiN0LA0gMByl/32QqGzb6fGZmJi7oo0iAInA0SO6ltssailmShFDSiIkPStPhmm3F0kk/bS6oZS2tW0z97Zt10ANt5yGnuiyliLSx2uCiEBSx62quyN2aQH2GNbAjg9EuJeqW1N1X5frulxUFYL6iN3jBSAwMJBwN+/SMDAzIN4SLQKYCDk+57lpKUW3zbVBGNzS/vvoDN7asqzbtv2EZahqX8R6H07f1G4Uk3sS7nmW7q7ul+W6XIuqsfCu+jBma/r8fF3Xdhunbk7Rbujvz0MwU2YWYbd+nno/t/pd36UEZrSuQBhEoQxJgAVEjLjHC4F5tKYW7i1QA1J2JLuB6IhECREHd0W7tfd5p5yZUAL63zbc3r558+tf/3Lb1m3bECNa8VrQjAmZiACHcRqmCQCuS02FCWkYhjxOIhkCBCKmcRzHcR4HbcVLSEoyjCLcc58BCcPBEQOIGFO/UaBTcImCWWR3nHb7z2QKAPR7smrz5uAeROPLL74JGtbrxbVpKe6YkmDPA4nwQA0AJBYGEuSOBHEXN2611qYBMCTuNHsi0FZqbZ2MvK2gEW7u6BS39PObANdDVcH7TksQ4GplW6+nc10WrxVCPxP7QXFTgW3LdVkWNbfPEotunDI1V3Vr3fVltYUpA6TMxEzMu92+qa+LQoQpLde2blpqPZ2WUro2OQCQGQWj33cBBuEEQkiu1gH+2xkmvejzNli2Fk2VAITDcw6kzJRIgAk+JzapmWEEOKoDQxAGYAQwy27aRbjmhCC1PPXc3p6fhgAE4HiTkh73M7gtlwsRqRZBEAAh6r1JzCx5kDx1wNk8iFl4nKY7FnEzgYgsaT/PRKzmhAjY12YEiN6BeaOzu6x7GCgxuoUquKaE4/6Qpj1xAgAPh66vCwdwYhQEIwaWvNuPh/12eVrO57quYA0gVLVuW2sdEVMSHqYxggODkIlZ3da1lK0hkgjnTLveIYC2bdu6lX5xewRyfxr7sIWqWrYtpYSIqq2WoqWiA5AhIAaoVcBIiS3IWgT4LX3hM+8qOQ0xUm09n/dWDRaA6K1HKVqttbbaQhXDWUmaMjECJBkOx52pukNTf3o6LcWaRUOIW58qIIZ9lp70ZjRED9Cu4nAPQpLM+zEnglarhd84zwiHaBZWKzFxGpE5AIlZmFVVVVHoM6qHiISARCIpRLKZYsOcXUQQqHufsbsIAczNAgbm+8Mx9ZMeIA1jEpJ+xGCgMDLXWnOtIsIiSfJunsdxlCEjIRDIV7/45WfzeBeDMjLHjamIz/VjgOjYw9wICQnDvGlEgzx6uLYVvQGye6BH/w3jlu4G5M6AMux2x6Pd7y7vfjh9sFahaYPe8YwBEM09sRChOZqbRbTWlutyOV09bqEInOSWSez+6dPj46fH16/fMN+OcCIGwgBzd23l0hpL6pl9fVXysDDFcAFkhGkaaRxbKctyCW0EAYEdHYDgPOb5sHOzaGra1BQNOpZVals3KgW7qUUjzMDUS9uwY1FunIhTigjYmnuf3wIC/PZ09oIt4pu4yRpEmBsg9uwXs3DgRlcNhAhrCWnMMgzMABDgXQMCkSUlZiFKXbOSGIU55aAUkIAICTg8BKz2vOaszRHKOIxDaquugMABmZEpupvgl998/c3Xb3KSfnD2yTn3Ti0MASQIltsQgojjbre7exDJgO7mLVx+9utfrsu6LkvY7V3p6dFdwunhXV0OCN1DTYxI0Latnk/A7t7qtjKjpIQoQInTQEmAiSjdwnq8IBELI4uXW09Ut2e31rrdAACaaqkFgC3Q3JrZspXLedHwrshEoD6hd+/4+fT84w/fffnl28PhAJ02hugBk0013AFQRHLO4zgQRUrkBKoaFs3MO7jaE7l6Ri0A4GcpPhJ3lrLfLmAQHm7mHuGtWFlrKaWUrW5LqbW1VqtqD22uteN4ZtqfMkZGMnDoUF8XMgJAJ9n+5xHezBHAwtVDDUL1XLpjAAZiwpgnSV12htRBr9babh6HISOieyTJh+O9EQYmBzHoo/Ittc7dAVDdHYNE8pBwW5BwBHx1f8jjmJKMU/7i62+ISVXpn6ytKJLv7o6SyGqt6xqu/YLmlHZ3x3G3J5IwV1Jdm3hTMBMkzElS6oY3SSlqq8saN/91n50w5zTOg6NrIVwRAHWrCjWloCGncS9pxJxRKBCjTzPugcjDSCl7Xc+P707Pj02L26270LRHRLGqPj8/m3VugwKxtBYRROiBSBRETR0RuhcRUD9++PD+40cWFkEEVLVamxoyJ2bqIqEbh82ITM6IKNXN1D389llrs1Ag+BxcEAhdlnujtJnkJpkH9wj14KHlue0itLVom9dW22a1muq2bsuyXtf1cj3XatoUAlIWaQrhRAEBFui3LAkggp90b53S7T8CBvY2zr7BSHdjRv/jQZJwRkmZGAOgVHUk8uCcKWXKhEAWaJ/JTQLEmytF3cMhkBOQqhsR9stwmnYvXj2Yw3w4SJ7GPEjKyORm7pDzMAwTUQJEIKM8YAzIjCzDuBunHefkAWpWW122RT59et+HtZxkHPfjOKOIRZR2NtWewRoQCF060pP9XRJFYmsWEZwkHfbD8ch5Qs59qwAzr1VNESBzRk5utjx+PH14v20l7DZGRIQ5mDkEuFspVVsPCu2kKiACExIQEIarmvUYi/4lPH16fPfu/f5wmMcsnNRczRCzCOfcnU/UV1SWzMwQYZKIuNAW7hQAbi0cDG/q05vW3qlrdT2IEW5KSgKIfmpTFh4mIgJwqxuU4lbDmpu1Usu2rcvlfBlPp+fz5XpdjLgm6YIBZCQN0I56mZsDChB9joLBzz6GW8RCV3bArZIJKdydKSAYccgpDVk4BVLRkJSDJ0SK6ErJ6LkpAN1HiUysaEBByAmHlE1Ne++TR5S6bnUYpv39qzc5Z+au9RZmJuKUB2a2CNMwBSRhwZxzHsb5/uV8fJVyLq2u1YturYX0CtWIWNbKsoqMDN5aWS6XbVn7X8zdAWxCMYtSNdDaVsrlrK0wZxnHPN+xzJ2HVS/RqrXitXk4Eck4hbf1ej39+ENUY0D7bJhEQCAODAQdhJnYoOOsZl1K0se+vo67gXfOLjphUtZFy1bWMo8TSRpTljS43URnkqS3IgQAIEsaCBEGyHlgltYqApC7e4gbWO8rDiFkBA7oBi837VlFNwEBMBCjJE7CzB1ftQg0skigKjLAMPI4DtNuGudheGa+thbg0GPWxMM7KGCoGv2qdfCOrt1KM+Cf0hP6UyZMh2k47MY83CwwOUnKmZidxTlBGm2cnQQMetMWuP9kR3Q39dDPYvxuXIgIJhDGAHCHZVmXb9evf/aLFy9f5JQ8QlsTkXEce6J9P1gcsUt3RGgYp/39i/uXX969/CIN6Xy9Bs/M4+V0FTXuf0Zr/v79+Xwu45CblnK9WqvyOSEdAvMIW2tbhKnW50u9btAaUTXAIMn5TIzMaBDEmcCAAQzq9bQ9vXcg1yCAlJPViObq3XzDLCmQQPh4d3j/4X3dqFuhNNyj11nxTbvSwaZu5iVAiHHMu10WDtPGuynlMQF4M+jS05ToJuCGW2h7Fw6xiAw9YoEERyRCtrpRGKJ35gfcAZqrR7+u0LDfTojEhpID+olm1ivEPSLQgQMxGClTDg4NcJx4mLKcny/Pp9PlWluAgzOFIDqC9V3DsXkEApHzjfoGZCBHglvCfRYeh0TS806ZUqKUeqVy2t/jMCNLBHprXjWAbm+FVTM1M3VvHoCMJL1ulwiHIXsEq7uDEURTNReG/X7q06Fw4pQAuEc/xGcrD0uWnETGlKZhf8jz3tym+bDbH9+5Ooc0d+pDMbK6nc/L+XJxb2C90DxJEodw08vloh5AVGrRdfVqaO5leXx6zj++203T/f2dDCzHw/74QvJQ6sVPJy2lrisykwzA7BaAYBC1E4De34A8EJVWPieAhcMNl2KmcZ6Eedu2WpuZAdy08My0m+cOpXegcpqnAAq11tpN19qpVXcN3wJSSkAR5m6K3ZEMkVNKB2pL6LbCZw694++QApjixtM4uN1kHeFAENDcvazXuiyf04VIRJCIUsbbwmeJSFKah2EY2PSjubr3SQ6Iu8ELLSACHAA+W2cRgDvHGEEYhFjVSm0S1CvskTAQLFxGHvIg00wihGRN1+u1Lr2cIcLB1FszDXNCQga8RQ7M86S25wuW5q2FRiCyW7tcT9M8EBEjdynUNO1a1WVZVLXvNiLMSRCxLOt2uVwkhxuLINr56UPbNsnjBNCxQ4qAYEOACAGzsAZJOCUwtdaW67XVhohNm5t1P1Ywh3tpNULHKQnkoWbVhjK0S1menrW04JTHkfNQVXVp1nXaiA7gYIGMnBDBrLXWAKh7kwM7o4bYQ0GZkRiZe01zzulwmPOQluvl9PTp4f4FxiGLAImh9hnM3ZupqoY7BtTackqUkKLXQvptTicjBEzkJVw9AFFIkpAgSnYzrVvThhHx+a1lwjwIMbsZ6SDm1de6LRoQkiQPHbWRcc5hria1jWM6+O583rZ21tq6iLVvA0g3AwPdELQABALk/hQEJgYiqmrPly0n5r5iD4pShnG6OwxpyNPuINMU4OV6dW0UWrcwCHOorT9aFhScMLMgS6cpWPIwAqK6FTcFouePT3/8/bfH40smDFAsXpsPw9rVPnkYbrJ8APAIwrKt7//8R9eWhhEgLsvp07sfrGzCIqoan4F9JGGiLNOQBMzUCyNgiBJt6woAEd2Y3BCRhIETsxDAMLATN4v2eGoVh2lvraxFXT0gQnRIQozjbqSCVauw0PBTvgp5bW27slDKbE3h5hsmD6hmHKC9XZnYw0j4m1/+4tXrF2a2LhcIE4LdYVdL4URmFp9DedTM3CEAu19UjRwRQj5HJKIbRYQqtDYgRU7UJbZdWYVeavFawAwBESUQiDAzjzmRCLoPDC1zzXxNVKsS8U3oEQDElKfgHtVXIex4mK7LttbiTh4/mTBA+AY+9O8rIoggEdw4Tui8VqzNrlU7TjrsxnE3Dg/H/RdfyTQ5IuaROcq2SWLExBxaoCD5VrbW1nU11fAYx2G+27v7VrZaFAKEOWfxGsDgTd//+OO6ldevv1C3cKttW7dlyOPxcJjmKZA6BjsO+fjwsmxrawWZHGO9nH/88z+Wy1NiFne/Xq9d+SoiIgLh6jBxZiZoCu5ElIesrW3b5h0/IOlgAUVgF5PkAVgMwFTL83Nai7BEULC46fWylKrDPKacx0lK7Y3r2FU8zMlqPRyPL1++eHy6Lp9qbaYeAUKgfllv5aifRetZ5O54t9vfXS59pYfrddu2sizLOLOquqp/Vs/0R+SGr4r0e0AAiIJCsbrX1VthCyEkuWk1XTUitOm2Ltv5Wlu9/ag38b60klJkAGjNalVzkDxyuolPLBw8kJBE0jCpx7q1Uqu69wzcz67bG4JFXT9FFD0+PpwBGYEgulSj/55L86V5CwuMYyag8cfTs3x4PO5qHtvr3SEN4zDNpVQAZyQmVl+RKY9jEC6X63o912XZrufoiTfEKIIiaUhAVGtFjNPj43ff/fnNl1/s8h7AW92sGQEBIhM5EvZeyzwM04xEI8wicnl+/vHbP5yeP4x53B1fSocoW2tNKxMNKRFgEC6mKQmGCqEgBgF3p7bHtN/xkDGg1S1ME+E0DOOQiYgCEHPfRCyCWDAYgD3aWkyjzjzkPKTRzK1Ha4BFzoKj7KfDPOTrUC28qFmAo1MNM0/CQxb67JespTyfnoZ59EBJw+7uxe54T5zMFKARRtVmpsw8jBPJKHnIWYBI0jDI4BhRr9RWq2srK7h2FIWIGN1MVWsptTXtsuYKUdy0KbNkgExk21rNWBIQaVcp93sVEAAsLBwwQiKIYJoGybk81+tWWjUIz5JKrQFBP3EuRBiBpp2w65LojnJEeFAYRm3wWNrZdERidkw87YZtW7779nfx6quf/frlMAwkNEwDXJMhBKsicW1IMIzT8dXL5nh+fFw//KClmjsiOhEwo1ASCtRaY1M7rdv7dx/ev//wxRdvU8rDuK+wnZ8fn0/P825/uHsxzzMJMfN6Pbv7uNuF++Xxw/P7d1Ur8e7u1VdiZsMwiMh69W1bvdZpGHDIAB6uQ+bEnAjNIOYhAMFxOh6mw54BTFXLFu6JoW8aam7h4ShJWBIxhUewEiG4I3doA3LOGLuybcv1pNv5KmdV/fa7Hx7PCyLv5vlUulISHKJ5gAUbJqKebONmjx8+DuMoeZh2++P9/Rdv3ubMwzBEBBMn4QhHJOI07Y/T7jDOkwyDSJI0eng7fby+/yOESmam6ZYrH97WZdl6dYFXDW3h7o5EeUxyW5ECSS2KbgEFiQHJAdVcm7k7BASZCAoCQKCr1lpr1VqtNm/OCEJAEB522+ERuYMqtzHrhmg53Pro+xPrEdWsuA8cL1/eHQ9zmGJgTunVF6/vHx4QHJpx4Ljba1lbKxGesiAGIuzv7mS+G+fDn8+PI6PkXFWrQxBjYk7cau0/v0ecL5dluV4u55wyEbmqmddStlJq29LbtynlshSrklJql3L5WK+nDymjDPPx/k5yElXtFkNrxbQSEhLcmoI4EbFIv4d4HIdxGFPKlDIJQwQIRxp1K9qqmiGJB2qEmhrEwKmTJIJIwuHU6zi11dZaqwYBIsnYXOPx09PHT5+KGmAapiFduJnCDZuFXv0D7mEO7kzUar08PaNIU533h1evXw7DBBjoDoSSEzKj5Olwl8dRkiBhSpKHgSTXsnkr0SoB8DT17xZU67pupW5btZ7KDmHg5r0pCzj3Dk5BJIe+XIbarWdMzWrrS2tAhAkpEYRH3banx9PpWVUJb27azzB7z8gkIhQEBEfsaY63fe4zzQOITODCcEiyG3YP9/uHF0dEuD4/becrH6PWtpXNw3MeGBCTMI5BwEyqbZomNdtOJ7iuZVkPh2Meskf45eytsSQWVjB0p56sGfD06el8Ouecc0oinNMwzfNuvwcIQl8up3Ec52kmICEgMNcy7/aH+4dpd8zjnpJIKaXWSkSttv7+GdDWopZWNg8DPgzI3P0Vkv//tf1ZkyRHsiUG62Jm7hGRW21YG32XGc7lDEkR/v8nPpDfA4UPFBly+nb37QVoAIVac4nF3c10+R7UPDOrUOjumfk+hyAlKzMywhdbVI8ePSflUqijjq6m6MaIi+i8VAMGYgMjZiQKi/oQAyAEixb0pWtcmaiBj7uz8elnoNCQzu7en/aHKtjMwujBAnomAMQmtpiRWUbIDCByvHkPhHfXb5fTflt4+Kd/3pydMSJzYi4DZ+SSymDutVUHJ2ZRAzu0493p3Uudp1IS58xMrtIWqcuibpgYFcCUzAHVrElTj3JMzoDAeUAkR+scMXO3GO4A4fqotkw1EApdpv3bd8fppN7VASRgJTMiTMy9jdbVDHuT28oBpFBnZcqZmbOdp3/47KuLz7/ERK6m0t4CHcTqcf/TX/5MhE+fvShXLzxojIiOpGqIdHX1pC717nCYD3tAHHdbd5dlRoKUOSVGxDotMk+g7ioDUZ2Or77/frfbSEvb3fbJ06dDGVNOTASIqkpEm+1usxlTSg5AZWQeOGdHV3WQmpgoppqbhfOyI5qaiNalMvnV1c4RzS2lkoMzi0ZE7kiUXRTYgdiJVd1a48yllFIKEJI7uoUxX0gI10WitEkpuYlp5UpO/OTZlSxfv/3jH+fTrA7DdtN8kUXCjkxMA2EiMyRk56WZmFBCM//xux83ZbcZt1/94685caLEnDkV4NSkATISglOdZ/fJ56Ps38h8p01dCSynnKxpWxYTxcQZB1RBaeKqiupmspiqArSWaq3EBZmB2Q082gF7FyUlZndXWObaghlbT8c2z2jm971h6mZOFPBOrBAeVH0ApKDmBNEEMTHlzCkzDXn74osnX30DKYsqMWim5198dvXkfL+/NtO3L39E4O3uKqesLkFNExV3Y6aUU8lslgBc1ao01cbdAZKISNTf3U5z89o8j+X86vLiydPtdtfqMk/zPE273aYUZk6lDO7eWnN0Yi7DQERZtTaXVlWqmjPl9PTJpaouy1KX6ma5pJwzORyPR1e6vDrf7M6QwERLyYAodfEm0Z2PSMamQCw+cjEzNY0OZ+wJljMCp945XZfqx8nEKBMn8obLPE37W0QAR3OvIlUcATlnIkFX7Al5KBNZA1eHtiiLOVp4p6L7jy9fPfvqq8vnn+dUEGczSIDoDsREKZeBS7YmctzLdAOtoZHVSaS1E6Wcgq1mBODcufAqBL1tj1eGtGkTaSqHZgbMnArnAkThzY7IXIay2dJ2V3YXUuuyv26HvalCr2BboEeUUzYQ8Wrmob4LRgQhwo/gjBjCeeOQaCiOTruz4eJJM/M6ISAwR45VzbaXz5mTm71//17Nv/76m5QHC5VTJVMQ0SYNkXIe3Fx1QXdwIAgk0l3s9fXh7bGGvOGo8tlue/nii7zZAVJb5uvrdw56cX6+OzsbSwa3Jm1aZqt1LoUTi6iIAzAwEbOTpYuLC2YWkeV0XOZpGMrl5VnOfDwcT8fjZrvJYx43QxSY6jxPh+q1mRiOwKkg8jBsiLOpmvs8z8tca2simgkC56KcYmCZh1BYExVmlG7VAK0u07Tc3Z4y5UyNOZ1tNrvN2Zs3N9M8h9ycuTc391Dkt0ycE3NiU3Pzm9ubV69/+uyLX53tdg6LqGFrZdxuzy93u/NxuxXVdjq1aW/BKjQz1dYaIqpKzFoIsjeo1qUuk6m4GLpzyWjGzEhgBqfjbHUxqbI04MUJAdAdwQl52ja9fP5sPLtQaTNDO93V7agZ9eS61BY9pgSJk0f/lAI4hHNyEJYZO7Eil5Q343B2juNAmw1vNpgSrXUVN09ctrvzCJGZWc1FbFqW82EkoG4Oa16riKgjIaOjIxM065IWKY27zdsfX7959x4RTUwd52XOQ8kl52Hcnl/evXkJMp0OBzDT1qb9HQIkTszpJHI8Hh0gRm1KQ5fRMkvzdMolp5Q3m5KTA7hrc7IhEe9GJEWbw9DDzb3NBGqJ3HWep1y8lELEZYjamZvK8fpdrUs0yY1j8c1oYEBJVaQJMavq6XavpoDAnJG4Nj2dJkD/+vnl5W4ATMPZZTM8nE7H+ehBKwcI5QbsAS08ffbs6rPnh+ubm1dv1fTu+v3N29dPri4urq4AkqsD54vnn19cPQP3u7evlsON1QVcXXWZl1brQ9thShQ+ANbcVbXWeQ6FY0qcOSORW7iCiLoRY4x10aiVhF+vm+npcA2+XD57zoxlzGcvXlAqy/Ek795d385L7TV0JCxEoO5uYm5u6NAQEnSJuYipSym7Z8/L1VNgdkQ1cweCEFN1RD4724wlp5xKzmUYodsUaG8WcjVtIouZAlK09iai5qhyPM2nTeZlse9evm2KOZfNNp1OC4589ew5J3bAJ599KdPh9Xevdg7kftrviVPJZTOO42bMKVO3EENwIOTA5Zk57W/fucMwDLvNSOCmcqqVkZColDxux2GzAWIHcHJKpYyuJqBmTWo9gWtKIVdMgFgyk1udT6pScmmECDwvZg6qCojENJR8MtVakZkwmds8N1EPqZbtZrs0nZfpZr9c35xODbST5tTdyQP4RnQMSSyps7UFPd3e3P300/cXz55sLy4yAyJkZuaiAtbqcriV/bU0NVBQUdWezwe9zswd6jQvdfI212XxEOZDREzIGU2ltWU6tVpBLTEAsDkiWLQGCpiRo7vU+d2rH+t8unhylcdhczaGbYJTWkTmpRJhqIk4OLsLOmCnL7rHHhXLnwNhfvJi88WvaRi7nrk0gIZBtUWMvkgmLikzkTUBQEexRurgKuCdRyLqzj3BNERPG2OFDEfx3/7mty9fv0fO5wP/47/75x9+eGkAwPn9++vDNOezi+HsAijvb2/ALxwQ0NQAKFEWQMgQ0vaICMjw0LR12u9brWUYzr7+etiMbiqiHRLfbnaXV6F44WCMwJzLOJo2azIfT8t8mk5HwimlyBgIRIdxxMNdrbVVEXUZPI8bQBIxYkJU5nR+cdnqIuYt4B8FBJ7nuWmdm76/uXt3rIdJjlOL1SqyL/SoMgKYa9U3r9++e/feRFA9m53u9u9evbz+7Kunzz8/P+eck077/cs/z8MWXX3ao4nUpqA9kkEwNXMQEARoyzIdTqILaENp4OI+m7o2p8kjXJUmbsaIRINzamLBoiQIDbbQhlORWuviYGeXF+omTUX0NE9ihkzrrQ+uVcj8IgKbOXYEGAHRidLVs+2v/iltzk0bRA9cYnVBICailNDVTJdlAfBcSoAX0WLUWpW6xDdLq2JGVMipqc61tVZF2/Xt9Y9vb358dW2Qtdlyu6c//2VZWkks4vNcT1P947/+5vmTp8P28nj7fr+fx3FMIzuQAQIxp5KYE3PEJXnYUB6DBpcOtzcispzS4fx8u/1cMZy4DVzRHVOyzCYIdh8yAiAQ8DDYvJzURMWWWdEhBdEHYRjH07y0pjYvDnj25Ekuo9Q6nU4uSkjjuB3K5vr27nA4qhkTbscBQE/X8zLJ6SQ3t8eQqgLzUFOCoKytFlNqYuIAHoULN4e5vnz58vLZj0+ff36xHVNmdF2O77wdSik5o2022vvFEBXFyMy7mq27tgoomREpGWpzl6bexKS6aG/ERYLgabkoWW1tqU1UHFBDo900StVczmutN9fvm5iKz00naVwyIYLea3BBQo43FUAN5g05MTJTPj+7+PrXm8srVIC1/x5iTGVCYjBTBTFvYO7oBkzgoq4WmnsOVB0W8WYohqzIhFWqaBNptS5//uGn19cnBwwWtDn99NNbQtqdjYfDzVV66g7Xb9+S+7//9/9u+y//4eb9uzc/vqzTLPvD+Vl7/tnnm+32bLMdxuFeu1tWYnBq8xyI+asffyTA3dlOVMJvQVotZ7u8HbUJqDP3qEJalXmpx6mJmaObi5rU6qLoAIQGtD07l6Yp5804ApC71dbmZSbEXIo71Ol0OOxbk1BYBsBSym6zQUxieFdlf1ykdxZ3rmlw4KJXTNXjfiMCqc5i7mJ7tX/9w5NnL54/v9hsCgABUBS1iDmnzMzH/XtXQYScGD17NBZrA5OEYfAHJqBNVtEYibQuJY59U0TbXIPlVFsVEwcCJIpmNREFz7YzhSYiWlu1aapqxkxu3KV4EACAmdSNABIYoSJiKWUsXLabq2++OX/2FKyX0AMYcAco3MVUF6nSWmspp4RQzVAVzJmIiRGBKDO4VlFMCiJNkrmBm2u1+sOrn24OJyc06x3bqyIzfvbZZ+M4em8JAxXZ7s6vnj0pw3jz9vr1m59akzIMGOYl42ZzfpFycvfT8XD77qfWGhKmGXNYgvgib96/r64IpKZuNreD4o/bs11IVXOihIhMZt6m4FOBNpMq0Y6utZkoJUqlAFIqKeeMnOZl8Xl2M+KMTEhcl/lwmpHTdlfALSBDFWEGQh8GvtiOp9O8boPuDuohC0/B09J7eiV69AmqmRr86YeffvXtX7765svzy8sNJnBEoMQJmKBgGjLcSpvnMChMOTlSnUVlEalm5g4IVpdlOi1WF2vVWvPojQ6xB/fW6mGaFqmq0dhBueSy2eSSW2t3bZnnZnw0HpCTu4vZFKlyUwuRrc4Xjl7gWHcxZ95sx3GTeUi7519ffvlrwCS1haVl4pA8dQ6yNjpmYsyQ2cyraXQCkTkjMiEzhvJtHvOsLezJFN3Al6V+/8NP337/pjY0hFjfEDtyVnK6urwYhgHcHT3ltLTl97/7zYvnz4/7/d3tdUJTq/V0e7h5w1ZRqy5347jlVOpS5+nUWl2WJS1AjEDm6ra0+TQRU8ll3Gw3RFRba9e3iBA2UYTE0b5sRsSc0AEZ0IgAGZ0qNAVzUQAAxybCtQJSLptSzoeRzZvMp/lwktYIsHc1mEN48gG7g4psMu6GdJpbQNsaDecOYUkVw60XPrRzeA3QEQ7z8qc///kf/vGrz55e8fkV4QYcVMK5RK0tLuKuZs6ciai3W0rrGlgQJ1hPx0nq7HXBaOSiAR1VtTaZ67Is87zMKuaAwJhLLjmI62RAhjDXyY43edy54TTN+8NBxFURjNV8repEmB4aKLDZjhcXuzwU2p3vPv+VcXaRLmNusvTrwzKUTKUMZXN2BsStyZvXb0/HBdzBFUwYnBFL4oh1kDBndqfWmrZFRL/77vt/++7HY+08VVgbORyAGbfbca715U9vUs5XV+fIOFAB8GWelnkWtZQyjTCfTm9+esUAy7S/fqWIaXN2tT27MNFlnpc6pcNxkrq4yCZzGHeVwcuwGcYREYP7ED1DAfOoGqANKeWcMadhHBFAVZd5rnlOyyLaC2jmCg6iAkiZCPLgxFrrMp9UZnSb5mme5qDrAIQ95aK6qNbCfjYOt7d1cfeo1nVZaHD3KBtC/LfelOhzAKYf37x9+ePLf/jVN5vNGS5La40InQzUTCUlRMydRAghEyGtWa0tAF5Zlvl0EmlmLUI8V1NBMGmm89KWpamoNWtVAJEKLfOCfETOosaUiG2pOs9HoKV1gRVEBCQAAnLsqgwhNpTT5my3OTsvm03ZbHIZ0tmF5QGlBXeAiBI5J0yJAXCZT/MyDcOQhgGR59ZEzKC3CSNYM0O3pYboAzNnB8x5A0CvXr1++fLNn9+8P1RTfyhbImIXbWByhP3dTXCNmNvF5flStcnmeKRpmtyMEo3bLbhLbW9fv0F0JtqdXYjzUrVJMzVCSn/587fTfg+tjQM/udg8ffb06Wef51JS5p68OJjjvZIeETICmLoSOjoZEJjWVud5mVtr5uZAQMmIwQmlQnhQ22Jqdb5bWjVMRnErmptVa314SJP55HMlpk3hy7MxV6kq5gRETZa52SIWPbHuZBizf6U1OSSkuen3P/zw9tVPT54+5ZxO08nRQwyF8ibvzmCeoK0TXLyJncRqFa1VTV0bIJSSFTV0FRYNRdbQzWxR7wsaHyATE7gv04lS4lRyZqSRSI9TO51OZpZSAnNbZnQDhhCjiaIAbzaXn311/uLLYRxj52ImAF/qYX97u5wWJsqlnF+clWEgJgekjvKTuxFQAhwHTuyqCJ7rvMxtdnP3RoCJiNiYUyklDTvA4c314Wa2MMbEXoolACBwCmVPxMPxZKpLrfM8/epXX11eXu7TqeaK6oTYzLz5wIlSciIiSqUAs7rOy0TEOZeCJX337bduiu4jkU7DvN/f3dxMx/3z5y8uLy9SKSllAAqKnTq6EzKr2iSTm2irdZkOd4d5ro4hQYlAqZQNjhkAtanJstSlzicDMFEwU/Do8yIk8U7KS4SZQlewJuSzoWw+28U+2Jqpwd2BXt0c1E1glTIAWNnCcN9CSASvfnrz4w8/PP/i83G7WWo193Es41BySrA5Nyexk6qJohoasBhI+NgiESVgE2ML2S0icJqn03KatYU5HmAIyxo4WlAgCAAzp1yAmB0w2yzOaqzidamn2c05JSQQJFGIunUuqJSVS95uxpIB0VVNm9XmTcaSCHEccmgF5qEQJ0AKkZzg2zlgUos+LSLe7w8K3lp1ETMXkYSQSxrG5Orvj/PLY5sVORqSOhM6BmpvNJmmuiyLqILDab42x38Zd/u7/Y1pRsopI1Mm96IOam673S7lLKqiSx6AExEDIqagorh5IjBiA7y7uZlPh/3b17/6+qvN9iIlImRKKZfCzM6kRNLtQ+f5dDrc3MhSgdJwdk5pAERVV4NkCIBL1eU0uRvigZlyztG4TYScWRXb0lSFCBVRtTqYu5Lj+ZAQqZnUpidpswh5A3T1UEnrythru1SPuBAsJ6qtffeX77/4+qurqyeJUN2FQYkaswOlPIRSMkkTl2HkPKfTwaWZe0NpOh9MJgQjdGRgR2QSt7o0aWoGSAI97kQeEzMCFzc3MSRSt2mem9SyGZBGXSoOA3By1TYvorToUpuZOy53x8PvXpwO5d//B6YLQNBWTavUOiR28O3ZxbPnz5GYEg/jCEi1tWWpdZ5qXdTMHaOXCZEAiFOKNjU3X/b7lNK4vbq4PM95+OnHV7/7yw8HcUa8l07AaD8Ik2nTZWluHkwNR1Dz9zd3p9OUUp6maZ6m3Xa7Gbc4JBoIkWprfjiINGQmZHNl9JJ3RJguSwJEM0uMRCQCan6apv3t6XBzfHq13W1T4TSMmzKUkosjGjAScy6qskwTqpdEmLiTvZmGkqKwNs/L4XSop6N3iTMah9wSmzaT6q5Spyg4xOIsYqIAnmr141SJWVSk6nRsN3N9O8u7RWc1NVgbMUNTJrQKncAJfZPSLqf99e3bV6+//vrr3WY0AIISkkZr/82AoVDaGiIAemBUouq1eWuoEr32Dt7MFjHB1ECn1qSFgEekXTBuHBgoMRK21tSliuxPp0b5/OwiDVs1dXdtenj3dpGpqbS2LLW5A5c8ck5lwJTm2tzdtckyQWgKmhNSrYoJUK1FroBo5qdpmeZKzGXImVOtVXVhktqqW3QvsCzLsNk8/fzL3Wb89s/f/n/+r//7zfWBMRE88pAz227LxcVumRY3unpyBYDXN3eH41HMEXE+Lb/97e9/9auvX7x4UYbCzE5YzfeLFA095cVv98iQU/7mm1+dn19gym0+pcJeckppcHBVODWpy+JuCVHb3emwvzovZ+NQEjFBynkoJZeRUwLkXjZlwpxBYT7cqt9Z8s1mu9vtXP1wfX37/p3UCKEg5yQLh/6hqqm0VhdwD3d4c5AGItSU9qc6v9+Lq7iJ+lTtdpGTQO3IdE/971eq+NLVYhwAcFmW77///stvfnV5eYmEVXSDSCmBQjizBekFkXMaiELA0zgKd5wIslsT8abtMGtVqsZTw1nYDNwNAdgxUaqaig+MY8Qo89xO89QMh/MnefvECTEkE2Sp5otKA/fM4zhudrvh6uL84urp8xe5DOCuIZgo1qaF0Z3BphMQD5sNEkFrhmgeQTYHZdfNFEREokFXpAFAShkAgdP2/CJx+d1v/vC//R//54/Xd4hIoKu7EpahfPH50//hP/zTdhjVYLvb7ra7usxvXv34l+9/fPfuZn+a1X2/n37zm98b4j/94z8E+Lmo1tm2Qz7fbQn8dDzMx+XZs2dPnn22ubgy1flwlw7VBrDsJiYqSo4MkNCZkMia0PVtnU5WEoxjKrntdjaCk3KUOACJUinjBgA7pRfgyOluHN1tf3c4HqcqgoTDmNGzt04AQiR1qOoUTU6AZlaXup/k9lRf7uf3p7kG8NIbZkG7wtA6oB7UNNbB5RBt8ureHF7++PIPv/vD+dnlF188T04zp1SSu3Yz1cj4CNMwnp2dtdPsy+JG7gy0McpqdTqdTpOrJnMS8MWoebTMMDA5EzCbwTQ1sWnItIi/v1tO04xlHJ9vjLK7GaA5AqZydm6nqclM27Pt+W53eanud8c9MalrLkVUQ8qiAqIjGYH6ecmb7RCYPhHXpsfDsYkieGImNAeKslur1VQJOhvVML999e63v/vjf/7dn+/mFnq0QR5LjFdPLr755ptvfv31ZrNx95RyGYaU81RbStvPXny+GbeH03RzfXM4nFTsuz99t9tsnz17SshIFK3oV1dPEoGKLM12u0tVOh5mBgfndNOQRBEkkW4zb4lybNcIUTlAwNYUkTYp56EY0FTVrM7z0qqoKec0jGNK2YP5idyszbXWuoQWgyMmThRn0+NFROScB3RsqqJel3o4nG4P9c2hvT/JUdvScbu4hA/Gzy8eCGEeSegMIE3++Mff7c5Hov/ILxBcOBEQIBi7A4WAp5kqgV9eXmyGcv0O7+7u3MGRHQbGkfHY5pM0EWYryUzAHB0Th2AQAUFrTWo9qO1nuT7JVMVpqvnVUwNKCcCXZamnubbl3d20vzsyUTks5f2htnq7P4j5drc7320/f/H88smFmGlrmdM4brX59d3J3EPkBNFaa621w/EEmMbNOJax5MHcT6fT4W4votGM6mrb3dk0TT+9eX+KHcNDOBC2281/+p//5cWzJ69/+unm+qZVLcMwHU5tmaW1m5vb/d1RtIYWyOWTZ8jlcH03z/Vff/O7//E//svz588SMwCIyOvXry7PNsOQ0xG+/dOfXv748vLi/MnFeWJIYubu5O7sxkwMmSETE2JKiAzopM2raMp5d7YDs6aq4rX5vJias6qjFk9EHP4+q1qAqggAJqaSOXO0nKKHT0dr8yL7w3J9mK+P8/VxOSxtUlnEDTtkFUokvd/8oxH04VK1qng6gTN6IsiIjEmn43e//2128LZ89tmLkhLmCFgBV8EQB2RiS5rH4cnzF+Kw3+9FJAC0VIYBHWgRt7wZNJSGDBzBmIyQUc1AqhwmvZnaXryaa6uHb79/9fo9JTKzWusy1yatiRogoPvdydwFvJmr4dv9+02+ffLk2eHQ/vTnbw93dznncTsyMzONQ/n8s8+eP38+DMnMRGR/anWezfe55DJmUYkkRltb5vl4t6+iUus8zT+8vWnq9zetlPTisxfDsP3uu5dtmS+ffXFzPNjtbT0dX738cbPd1qUe9lPA+6nk3Vg+236WiJZpMrM//NsfAP3LL78EJHM6zE2drs53F5eXN+/fX799dfv+p+uz3ao6CUDIEQsAUslpSJhL4sRuLs1NPWTDwmoGCINSFEPEDEWNzDj4tSFYq6qiCEiEmTEzJAJAd1JEPM315Zvp27c37/f1IK2au/X+FOxqNQ+yUR8OqY9+9rArYgQf4IyYCAunRAiQDrfH3/6X/zLXaZr+8enTp2dnZ+O4MUpmQI5OmFLJW9QJ1athy+NI06R1qssk0twU3Aaish3Gkuax1GoiXSFcRBc1ab7McpRWAZCQgAxR3Y/TFCo6IY9qjkSJUMPU0Q3de8EBEA3h3/707dLkbn/qwfU7gChXuw3/9t12uy0lexdM9Bb2GKKhX//ixYurq8ub65vD3b7OiyJcFBzH7dz08S0cx81uu33/9v0PP/ywLPWzX//zP/+n/+WHP/7xN//5/yECJy65XD7J2hTMKOHh5kZEVJQYU87Lsvzud79Ts29+/WvG3Myr2GluQ+LddoduyzLV2lJA3u5u0G0awIFTHjYlnOEcHECju+R4nKbNWFJq0YbYxAwikm1NOHWa6Fo27jV85rD9hpAp0IrX++Vff3z357fHk4qtkTgFE+lnx6MI/YMfP/om2LzRO4WrvF2npwQb+Pbm5vf/z3+Zbu6+/vrrF198+eKLLzYXl9GaJu4uRkhlc0Zcl6aGhLl4yiCNLNqOHZGGPG52dH4B0vx4Ot3e3S6zq9m86DKLtBANZ3Ai9MTowIAEbtI7/j1EILrg2L2aTCzH6E311fubgM46dAkU98QQp9ZONzf+aML5gxu4A/hffvzpLy9fmQUVJ2XyXMqhqj4YEHY9udvbfeK0GbdE6fb6/V/+/Mf3r1+VnBE9bOE5TshNG5pbNFWJKBIm5jbXP/z+3whxtz3LiY3w0BbYjcfj4c3rV4SQc865hCC8gXszmJ1vQcXnw1LBPWSGiVgN3KzdeZP3myGrWu9xNQym7cjUxJEcwm7SQNXN7peWGKO2VPvu7fE3fzm8Pp00xNRgFYqM190rU3ZJLno82j5OA6EvUwFzYBRfU9d6RAJAJwI0B4M6za/+8i37clrubm7ePfvym6vPPh92F+4gp73Ppz4rOFEZgSvmHTg7DW7i6JlTygUIUBWwya3Mp6UuWpvWRWtr5hCSy0AIIaqV2BFUQhU6CLsheYIWVR2HoHIZ+uoQ+8GkgbUTDFehrMertz98j70nwANFByRIpbyddKkVACyWPQREb3Xea3Xt+rl/+v2/Ht4/3ZR8sR1rq9FFZK5RRQU1VwMVUs9I4A5NGUCn5bf/+f8dSv7mm6+fP3/iPIDlzXaz2W2lVSBqainUCh1AAY5qp8lulpaYPCyyEEtKmSgzlsRVne7myL7cvDmqmgKmI25yGkfeDpkpou61wE7YRKdpPiz68nb+87vjTQPyriz2+Agpuw/WJfdfWLHgo5cBdmZJF7buIRciEnBSlMQwjGVuy/zm9Zs319+/evf8V79+/sU3m902uepSY3FlcEUWIE2jYTKqZsJMnApxalpPx/3+3f71T2/3d/vo4++at9SXzCi/O6BF3Xw9fwf4aEn2+wv81Gb/33O4aSm7hm1pC8NDjOHgtVYlSgiIkDJtt5vNkDORJQJL6lJb06aRNLlZl0798EBEN5+m+Y9//ONp+uxf/uV/QE4p4ZNnL1yNE+92m6SioRuQA0xXBQAmHhJFW52qYghSKZhaIiR0YgIgUT8udRFHgE2ms5pllHFkJuRYNxInTsw+z/pvP91+e7e4QwZQuu/L/HSet0abf2NYhXAUATACAzBgOGAZIjIxYhSZEAZAU6DT4q5GiebjcvuHP3377V82w3B+vnv67MXl1dWQUpX67u5we9irOQDU6ThPR3Tf5rFkqnXZX9/s39+cDscwMjcPLVAkwpUvRmCu5hpExGCTmeHqEd/3PweDtQnpFwaWP1zmX7lVn/gLd7i5uUXAVWjEo7mMM++2Y0mJAHNmYnSD4/5oqtokrqdJUwkzJX98XlHw+fDjqDX7/vvXiPwP//jrcXOW8kjslCiPuxRXD6ZEDoBqxoxnmZ+MgyOpWIu2GjdXB8LEiWNdAEf2wjCLz+qKAKjiuLiVhAncj1KGdnl1NmQaxpKYCcjILXyUfnbXPrhvHcQLt/pfPIIxwOgcBVeEsHYDRwJPBJyJE2/Od8hIlIESls1wfsUp9I+ub2p9XdLLn3589vTZ0ydP3O14Op5Oh2WZ5uNpf3O4fn8jIonS+ZiGQmiurYXbdBBg1jb4TjYmJECPeeMIHko3BB1UXa+zF6bgry5XPx9Qf2Nt+/BW9S3ACTwjpszn59uh5KFkpqSqp9OpVXGAcNyItse//gEffpgDohl8993L99f7z7/64p/+3T9fPnlu7u+PS+oGd2ZuCgCMGC2+jEBolmFIubJPNfqeiRE2m4KdbWdj2Rq1u/1ynHWq9nSH2y0xE6hN1e6Ox8NJhk1eqp7mFiN+3R/+ezeAWNtx3fOgV6AJQB2ICUrilLlsx83Fk3z2tJRx2OxwyE6s0vCN1+kIBFyyinz7hz/+7jiBey4pJW7S9ofjPIuqLbKYzlALnuWcmBxDyCaMeiyEj/GeZIGhhhumYX7v6vWoBBVERbMVS/vlC/xvuy2P/0kIGakwb8fCalBrbU0NmjRpwdIA+HBIPi7qP/7mk6caa8TN3eH27vevX73+n/7X//Xrr74mgLBt6Q6D4S7pAPtZ0OuYaFd4GFMeNnCYbk+6gO3QNmNhdjPU5tL0fOTNqd2oHtTGKhve7IYREBCn2yqH/bw/THuBfTNAx4eAHONc/dHq9WjxpfV6P3ExXaRl/UoQOxAQOIMlwIQUCBAhJUpMlBJvttuzi6vtk8tSSmttyIMcj8fr16SSclGy9zd3+9NJgDJTycQpoRu6cMTY2C2iIrMgImZED7BgPVcHAwWg6IUD99iM3A0c3VUcxKHZOuL+6grh96vh3zHAPnordKTQXgZMiAnAa1MiJ3QHceiytua95xcgFlR7iPl6PHI/wADc7OFTHuNBhACAd+9v/q///f/4w5MnT55cpegKNzN06/QrgEl1ObSE9MXF5vnTLSDN02IKU9PdYAkhMRmAuh2rLU23iRc1cSdwAxERczC1UnLZoIMf7ha1Hlf1NNnuKWb+8/sS//z7V2aMUYVOYIm4JE4UuinU5gXg1gAYMKVSznabzSaldPX06f7JxfHNd8thXgyXuRawkpKJIfg4lFJyEynDjojm/bEwUMoI6KZAzvdnT5H0Brkh+mfRekuZ3xcNYv44eM+0HAwQ3D5aYP7bVqlf+lumDsSg9zHhjp0pqQ9JOwBg7wEHehR6RAm2U5fRAYAehb32s0lPRLXpy1evX715m8gdEIiiky2E6MCB1NwA3t/NhbCUNFdvgLXh0mIvRgeY5uV6P6s5oz8dORNuMy+zyjI1sdDcff7sinK6qzewb7FuxtZh8NcPf/T14/v1EHKEe4/DvQdRYh4y51BldwgSiLXWTgfZnIkGDxEIcRyHJ89fXP/l4t3rWzdzg4K0y1QIhpy3m8EJM8HT58/K2dn+3Y1KRVBZlvhYDFW0cKgD9672YWrugAqAfb+PkBLvPUJj0TIA/7tWor99/BLUF8IFIcWK6/bQ8YT7V63WaV2fMkLbMM5wD/zH4QFifBzCG6yMff9gZwmoIrkpPuyi/Yt3GAmuRW/f7RMCIioCO5ehUMkC2kSnubn5LqezbWYmbw0AgYLVCiowDLTblHE3/IPa7dReHXvAev9ha4b0ifuyfv3EzX/8egNXh+AUeaCL0TPYG3sidXR0QzdEBzNZFiXSuuzOLz//+teHV2/aMjsRgA+IhQjRoC7gBuaH16/p+rrVGqWfiKkAEUDBAYBivVdVsZ6XwKNtOkp08XDMXWMTxM52///fgaFUE2XfjnStnQGP7yTBqmbXbzYCcoyeMK0F0EeASOTZ8T2FBrG7YVeM9T5QAdwTADxsoj/bkAjBAZsDeOB45oTmtNR2ezu/ObW5WaL05Go3ZDzcHIh4PN8wURORNhJhrQsP9MWz7dJ0/4d3Rwl9zl8EqB7/fNVg+fThvUHJMdD30FM0U8OmcUMCJXJEB8Y6TyatzdNk4XfUENP24ur8ydXN69etmQZn2NQR26yEwMxeF6k1GBMknHKmxIBdOkZMJcj092aVDwniukqs0bpoVAb9r6xVH13+Rz/8aLP7hWh6nU0IiMDhVdPXlJ+v/d5D1pXXRmGjjZ/OKujRCYQntIGrxYLsYTMRf5i4+7QFzOiM8VG96yocZtxh3av1btbDIlpF1IYhJVQAVbcyDmcXoxsgiBskhHEsxPzu+nhzO59vRxA4y1yj+9jNKVBEimjqowswoF+6cR8fTuiOBAhGmIMULgZu4GIQNE8AJ5P56MvidRZrRMS5pMR0dfX1f/qfofz2zZ//El13XfQ2TDiImSlkQE1c3U1tTFndmkNzbKpB8w9ENnYBx7BxcwAwAHGrZtW1mom7Avq6bPTIZU1H+rN+gKM+vvyfZdPY79b6p7i+KEjtQUmi3oUS+bjBis0iIho6oQAgOsXm4d0oAVanPrifJ76OV8BQufAeXKI53j/G3mKfg2Vi/hjFCN1pcwNg6NMOAYCIDqf55Vs9yynndFmyD46myzI3Y8de+Y9XGnmEHLW2t1WWhhvyXbKlmTBB7BsYtbOP58d/FaASbBkK+wRARwq1ezNvc+OmnOrGOG8GNcUyDrtdSt3pM1N+9uU3yKnuj4d31+ZxYv229/vUXeCgqUsTdTCwZibi4TUVrw55DAgt2keZVSDwISNpHy4b93nf/8+P3saPCIS2bkURY3n/ZIA1HorzjO1M1ZUiIQHocnmAQGgECGpBPw0t/qDukn84GfqKlalL5gFDGF86RHuKraaIuK6sHiST42KuUpInIkZk9GmS25sKZq2KO4AbM6csDm6AZcjqjoko+UZwUa0Ct42mjvFGJyr6/dr49w+qUHOIwi+CIihi6ubFEVEbqpHgogK5Xig5Fc6bUgqlZGYyz9PxRhYpKW82pRt8WTcfQcIIz2Puipua166t4uoefZEAXVTcAbrG33qjDXofvzqIB1L/sEDjwyh7gFweD4+fD5j7Fz3aH3/+OgznBHOoIbtLa5HGH/Kh+0I4hY/QGmGL2z0g1Kucbg+f6MgIhEB99LlHORI6MhLLW9qmvunE1mxEDiRmDUC7HA6EixEAMHgmSkSAVEUbKBNGCLjoUhKLqJkRes6QzIl53d3dXYl4O/IWYZpl9kXNwAnCsQ3ZAW3d6v9m8WK9zeG6iPz45mKfrx3qDtFEp2nR47yczbM65JzOzy9z2TSZ3r56+f67P9TpZMBq1otjFA56GO0bYXBr4GJmpvcYnPVuGexBOoCtJ4Lh6xzgloOqWzhQ48Po+dTA+sQw+uThf/VFkSuIxXMD6qDDx+8cJJSH/aGPlPs4BKMB3da4HgKyQkcAevTJ99/fB5dpQ/cldUdEc3Z0J1BC9SCIgxtIyGu7D+xDAmZWx6nZ/tQMkAhKgw1bQmcG7ubeGLCHmVfRJuCICZmIzNzVCCgRhbGgg2ssjr6uj3/PhvjoIcVtEhFsVjhxrPxhC+hODCLzq1ffHZZpGDbjOH7963+6vHpxPM2naVlEmlszNQddo4pQOLHVwBJD5Tz8eKizOO4h/wjk3VaLS+xdoGrQDMR8NXj74Nz/5j7490WZHWj65N89IA0evQ+ffoO+mXXQJlJdcIyNb12Y1vZttRVRJ7rfX/pHru+fyLV/PIIjcKBaBM5mrj2BZnaE0A9O5IUgZXRgRhDhKi5q7o3dc07sgOagjgiJCBGb+nTSu6nlnM4SksEkCo6ZENwVKRDFODMCpBWX8keVUP/UpEb33ngTIXzEaurEQETEyV0ALOeBS+KcrMnh/et9U8dkatOXkyxt2O7Ov/r1fDj6vMTVRh4D4KpoFtbfFo4HCQkJc8kAPs+LqjqSOYhYC2dAQkKAyE/dxbEZLAbVSeGRZe3fHC1r4Pz3HwHcxEgiB3w01mJuOFAvXX5ieCFA2Lz5fSBuH8LUDwgWYo3QyJ3W7Ch+RespJ46cIvZ+oPCuYmIididwVgU3NHddKynEuNvknHm7VASfF43kcUwwZsycCJwDlyPKiYkRcJ6bVPWUqDAT+DZTdawqMZncYM0QHl0rrgjLL2ETkcljLOmxlGAiSszjkAHRFDjxl//076+ePAWAuiw3+/d3b28Od4eXf/ozuQ+bTSJOJaecWt+0wd3B3AxWx92IsbrRPYBhw+hnhi4/7vego/fqcugCuDqqoRjYz67gPjX75KU9Xs/+xrp1X6T8OYj/IazzwTr2CFBYFxuMLPU+0v/ocXivIT7807wLG8Barr3/28RAiP3/iANDZTXcDwFB1FrVpUnfJMDdLJM/ORt8lxn9zr2qOzqT7zb5bDuCWV3q0oSEgmFzOQ6nye+Wtp9kyFDFHFHUV9teAPiA8vD3H9aZAqZOQYsi9HDTMABzXGaZT9Pmm935djOf5tPpbj6crDZXZ0o5ZXNHB8pZ72m/MdccwwI8FEatF8/dzKZ58XiBe+vVio5NRSjm7mpugOJY3XR9wH939AjwKHj6hfjrE0P1HragD4kh/gg89/vQfY2NOt7+MAR9/foxbPZ4rK+QXVAB1rvTA01PaECEiYlSFG37ZxEhMyNaooSOZtql/B3czEQIjFO63A26GC5gwHFfz87G7Vimw/z67fXxuCzNAeBUfVI4iJtWWgQAEEwNpHuTR4XkE9P6bx1914/GaAJHcArfajeMpVDaqz/8Xk/Xv/rma0ojB3Y30NnVRRqymKo5YNo8/+Jwe5DDbWSUsZEBBAz0wbMN+qCaWxTdHv0qkOiAX81IDKpbC97I3xoon7629RPhZ+vW/cC6z1sC5OhbId4/5ftY4mG90Z6fYK/edmzifs37xRPED+5FAK/3w3IN1AAcIBEFEkgP9EuLxJ+QnckRMCdUSfeJMmcqJRNxYt6Mw9nOIufGaEUV22zHy4uzVOi7H95NTU/V3p7m6yrqUMLJG9F7MSTi6/td+uN9IdbZv74XRC8hhSO5+wbljHlTGBBFoTG2prq/u3k7lN0lUbp6/kwctme7Oi9IqCpAXLYXu8sn8/7OHFRNTA0AiQh7Td/NHnYQh0dr0MPhFqVo1z40I+Ptj++TJ//R/vJfdTze+9at6IP3/gTU/nhnfIQ+IThjJ2oQBQ8TP7rr6+65Lnl9RDuCh7FzvFV8SiJen7R51BvcnZE4A4MkJEBj8uQkHFJOxES7TT7blFK4Cfb5CYBATeRuf7cZ0tMn22dPz5jp+5/uqlfK7M3EQZuShpMlR+pu6yD74BrWfzk6dPrHQ3ntUQHbEY0cMqVdxkyOyAPj5SYNJSGDmYuwihqBLydDwlIuz3fD1QvMZbp9d7y5OU2zqiLgfDg0c1WroQOMyBiOS6H+b4gEAHHSan2xdHTtddruD7gYrMJWKIDmjgCK9/g43g+DD8ZAv/JHz3HVYsE+5/ARbLnyJhDI+n25ZzKsb/TRqHr8k5Uj+qhKHJsZIVKf5w6hzIm9DrO+dK0VAq4IVuyHjy4AMeWS4g/U+y1cV8UoPRgxM1LZdv4AECJYyk7kKREg5ULb3dhETV0dp7q8/PEVwourq8uLs92zK22givm02NJUw0vXHCWuBddr+GvHfXj6yaUrFt7zHE4sPuQUtBk1s6axXSG410XQ0QsDMdN4dmbz/tCWw7s382myTjXyphawLfecAAAgMFMHtA5h0PqQULwLdRuiOjSFFspggQatU4Q+eMy97nufQxner1sPeCeBBXUx1KrMrAtauUOIbTkwEoIxU2Kems5N+8r/KPFb0fAPAvb7XwE8MCXvf/rRzcfHL/7Z337ykYUMFjkAurlgR/kQmpqDs0HKUIbC0SgWIKxCE5tqc+RgFyEiE4I7gScHMz0dpvOzHSGcbfgrHC8GutvX60lXagbcT8JP7ugfxgUdqfn5yx5+ir4beERyoE2XJAkDaZXm2lcbZRbkBCrz3bXWudV59+TJ3KQurxSkdYKuOSCvQgC+siQIUNcTirMydwUPJoyGMT2A9RSybxaPHhIRGMOqXL0ax8VzJOgl7McrV5BzcqZxHEopbm6gFHasJuxKDgxoFgI4ibwrqkYeRNTT6sDz/GEC48Mt9se32tc6On7QBbK+ZgXt/aMBGkjGR0MzDcUBwRzYGRFVQnLc3EHFECExp8TI3Z0HHRy8VbuV0ykrrBOCkJCRx3FM2cGZ+Hg4MhOYjangBphCM+zvilxXfPpvgfDY31FMEbSgGTKiEzEhskFO2cFcLJxlKIRhoVa7q4eTgKkbqhGTVhORQEMRAYlyyage6xcjObl5ELlpjdwjgyQx6MpK+FALCaOdhzQNfTukXSmF2NfCkYc0xcPS5QZ0/xyDswFmbV6sCRExwTCUTSnoata6RjKSgc+LuMPIIduJGNKdPW9DN2wGzdHDeRrIAQyc7oNtWBn6cD981itZaz33CSHi47XqPj6OP4uXQBoHMqMmgaxiTDlCTIkz0zCmYSwcXcwAgGgITgRAqq6hNQqA6CkzEXMmGnrRu9YZV+VS1V46/0Rd6+841rToF19Qxe4mHTcZyRHYrCdoocAJRKhkAJwSpNSkzktzIEMERBNRh9qHVb9VqrrUkCvsJ2Du5mxRfnSX7uYFCqAG2hHIx0H0w+ki4pOL8esvnw9EbZLD/rjYHHN0jUkohhI9xNfYQ3oHU422VybQuixIiZDZGZBXxcsocTNRAkuImYCRmAJECtQXmnkza+ZVWTSsRtfe2LWJ8TEcer/ZfbiB9jTmo0dwP/7i+7TdbedZamsmquISAruJiGgc8zAmTiv93D1M5IDZCXJyMex0UgAAJ/IgVUc0r+KtBU3Jbhq8m6sT/p3Is97P/PtJAABgcTl8fyWxRwE0h3eLXiQaCgMxKDg50tpPhMC5ADEk9kTIRAqqKqd5OsppkdMyiYA4KQI4sHdPJQYI780wmm/qEVE1dwE3I3XQPogf7eoIiToPkzBxgnEcvvziydkwaq3glhOBZ13tNgCga14EO+KDeBoQe2NZ2BSQGRB0fgBRzFQMnIUA0LNjRkgEiZERMyGCARh1Mg85YDOsSlV9Fmvm6iBBQXZ0QEdHB1Q3ur+gB2riX3+Cax6BKY0jyKwo4egCCN3AwgFM3VnNfrbIIHOAXRgcakIkwpSIEyUmQDDzedami5lVsR/fTfvF/nsYIj2uvb+AD5cvA7yuTq4vRixJE9JQiKPlDIDdFdCQgymFSMiICMK0tLafZlFXJ3VQUAJwh9BuBwAFVw/RI1BcKXtuEuPJMDZEf8SSDHU9JkyMmezqycXz5084ZzBHJGYqOSF6rX5/3I8h/qCY7siISIlxUwYQ7Ya/CIxIhEx9nYsPZoAEWBAzYU6YmAjXKLXnXRAKsqO5M5qDeF7UF7NqKOZiLg4h8moY62+H4Nf182/sOPc3IYE6mmdEYM+EnkML31Mo6ask5J/zCVUBoq6HiIyJEzExISciSkhsDqIT1caOIHZqBs4Urgw/HzH33/9sNvydBF4En9Vfml3X+ra2X82bXz0dzxInZmL20IIFFAdRNVcza02WuTYVB3XseIGZOgRxEABAo7rsoB74PmoHRdEdzdf4PapliN0CByAhMFFCIILLy7PzywtDctGGCK5mDcXQQxwEEaO47QAPK3pgAUyESARGJug2JjIMWi2u9igIiBkA3M01E46chsRdaDzMAQAQMPTfgwJqgBCn6pAId5DiVov5onZUm5pWA1GzviA6gNMv0Eo/eaTTYdLWQjs8OmalmYMTUSo5FUopxJDu121f035HJOJYpyCFmBa6+9wainoTgaBdEzXQHiP9fKCsp/pz4OXD338w7LDz/B9+FnvC5PBy0jtdAPEfkGjreSiQci+DddF4BzfXtiy1tYbgRERgpB7WsdGABGFKba5AfcVyMMDwMQgWpQLYSiBzxBhSmYkZ2VeeGxJxWAm7Axi0gXLOVDLXpu5gCq7qqv4IlOxNNeaIZmitWQbMTAH8IyJHeESrfRybqOUEI2MmR+i1AVrB96htRJ4aXzsbpj/KKOVRSlwUzzI186P4VLUJQmft43q9vzi87osEqTUFgJQw5+zu0tZrDMofAhIgYM6R2Hp4CQVtN60pOaIRAgEhgkII7WuTDscbQJUw7/rbI/0XzxjW7pH17A3s5+xTBDDAQ9M/3UwG+kKHJ8SFUng7q4awNzFHPjF3NBgpEwmaKIpjM6uO4mhBpOmltvssKDLj4BM93OVAlRKFnaz3INDxdJrPm2bOzIRbSjmTq0vTpS6n0+k0tyYGbB3T76D+I7pL18pOzIUxpGLdwXpfijECEqoDITADoSIQxI6cyAHu+Tp9Zrm7RyDsIeZKiMgA6AYGBmRYADLBWHBhnJrNEYD2Dq77E/sgO/noeaWSGYAoIxCbgoJZMOIR1QHViSyn0O3NoRzq7kiJOAWEGF2J1gNlN7cmWqtUM3Byw7n5Iut+/TNg7X6z+zRUBQ+/dYSEnpiYAB0XDbjo48ALkdB93+DHo3LSkpaltlhTOHFmSuQGPM3tbj9PzQk8M2ROzKBuIloNZvXqvRbziFLep3hvmOrrNpBBAmTyzJAwrElQ3YP4K62BCgEkogTknBEdVCTNIo2WJTkJeNDUe71RbC2aIBExUkJkSl1QANHMQ9oTESlRSYmyJ2OErmGBK86qYAYQ2sHdQyr2Bgx5mnt8gdxQo/YS0B1hQkoJBrI56Sw2R2UXTENp/8M5v/6jAxjpfFeC3aYOiuYOSMToSEhMoalBgDnkBwgVQEHW9TiUFsWJ0YgIzXxZ6vHUfR4QCZxblfUEPj26/ysOdyIcE2E0XsZyDwCwtroDAKABVNPrk20TZrAhU8kp54i4yMzf3hy+++nu7qRqkMgLW87g7vvmh2pVUR5V0u7Pt3tAwwOoE4+IAZgiBYX7bgVcGX/mVlstCJRSSgkRwNWF0GTcbQBdamvVugOImYsCdSV2Cp6cuJsLeHD1iNjQqoGYI0IWRQC+p6k/euLY07m182ztUb1vn0Fby3+i3Xdm3QHcXCG6nSyhn2UcOS1ik1l1qAACjyb1h3sjIqbdkDtVzaWKZDIzNrNwrCzM1PvyPHYTAidiIkZiDzM0sxCKBvMmcjq2/bE1BSDnBEyowSzr57uiM39vFPjBoeCqRikl5iAXRHDqoXEW2BVEHxJM5t8flkXkq8vdsyED0jzr3Wl5ezv/9H46iTsiAYrDScG1qcGkLsH1/xhy60/iPv2+v6vkkaN13Pwe4qF1KsvSXCRxyrkwZ1VxN0DKw4Yol7xdlqXVxUTMFFTReruem5m6No0HHARQj0qhe0ZMKSEiUYjtRATrjHA/xH2lq4MBWNgxESCGJRF+GKSucHOH4CzeoFPiEBwyUSqpgB6qWu3g7pqTPtp3YmCdFUImYgZMAGhqrZlIaPRSeCIgoKKL3Vc8ACk7YDNtwmoi6k3FAZvIYZLj5E2NGYeNE6EBmj1M8U/TGP7WsXL1AzvGvh7EHQCMyJQQzaKKELmQTwovT9psMsOzsRyX5e1xfrNviyEiMHkmAEBzaObi3iCqe7rCMfdoc79rjxaqlaASCwOskTeSgfO6cKC5NmnLvExHZmZ2M2WCxJlS3F0u42iuoGIi3lpbZmnVXU3Fqol4R5eop3UI4ARpTL3Hxh3NyI0JiYABGKOp0sANoykVIdBQD+T8Yb70voAoUWLXdozK/2ol5fcVG0fwQnBWMrpOotHSrQYfj07AdDYSEFHCRAMAu7uIm5qIdMt1xJQTZQZid1ezJlpFqxg4qPvSbKkVMe4pqKuYzE2SUi5k5MepLeoA/Lcb6/+Ow92rNMJOqdOOIQEiJORMAEhmbqbigEBm/vZUq/qzrd/W+XauLXYYD65uxIUoauK/wAn/8EBE8o6UQw99H+JD93i/2Jg94uV5Xvh4ZwCbza6UISVOEW8kZt4ykbm2usi8SJ0TgQ0pJXZ0XWw+zvNpaSKmBiuPPJeSc29jRDMMDjUCQfBcdeUjAUc+SAhAEl1+j4bBWqNEB9IeMTpgSD6gP6zRPVpHAHYcCfNQhiyHpS0GjvdV1IdnlAzXHRfQAcOl19EpoSO6SVQUkLnkgTg7+DJrrU2bNJF5WU7T3JqF3RwlYiIAr2pVnassAndTEzBHBmfHj8fWJ5Hc+4j+AdeJs3JwQFGvqJmwMKm7GDqQuaIZIjM7EsTjNus95XdNToeDhBraOr4NUNYcf2VfPqgz9sUV1wRvXaIwOvbB2ZEc2I26BHa/p7D2FSI4IajDYX8CpiENvD3LJeeUCnNm5pwSk5vUZZKKRBTbJSHmkplRmu/HWxzvRlFrqrUGFLgWmN3BUqGSEpuimTU1AXNHEgJ0p8gC14sCQiPE+1YiWhP1GBcUjFwwBmAHQww+WZiXxRupO7oR+sjgA1HzJeB7DDAu4hBPh2NDRGLN7IkZo5f3g6M3PDEHWoZAJO5zbYdpmSZZqlax5Dh0j05nqGhmlDymGDMxq/23Vgr7XekyBDEvKcwjmZoFNmXY74K6RI8aZwJnd3c1UIPaIsK4H1XwSJSnu0Tf74CPWL0fTsb+AiDHjg9HePzBUvdQ3QEAd6i17W/vhmFzdfU8YumUebfZAJOJmDkR7XZbHwetq+hKKAqzpZQpUcrMI3rNyzSJiINZCI+40jicX+zItR6nFn4+iARsCG4Y7HtTXRmkiPggm++PqiqEGLqxhtRxDu9N974GAzG2qJ8ejMzsmEFnE3EU82Y9CEiHucbnJaqbcRxKRkAHNTVRURUzQ0Q1d2BWRKLmiJAcqIo1sdCxVQNR86oqhuibhCnBrlBK1IReHl3Nvbco/zX84/5Brw8IIFyc3UPlghGZgMlDqqRRQMLdYC5GQlNTQwJPjIjA6ETRi+udMgFwb2nWh8/6gdEAT12zMG7vw4x/+It1hD3UBh6IJv0f65MEBEAzMEEQNk1MYSHjru4K4CX2NndVkdqaNFUFoEy20Q2YgDs6GDcnKohRFI8AnxnNmIAAKkCI6YYZRoTn7gAaDU0Q0fsDNf7x6F+7VEPFtmNp+PhawOGhNGmhOBKu1qRpNkMIlArNICXmWOCJqJfSINT/RVf5QFV1rGKN6xCtYIg+FtyMaZ6lix7HZYK5W0q825aceRyHlGlThWNteBSL/PWD7i+k85aQEAGt99GjM0DoiSFjA1dfPWIAGqD26BWq9t7jtI4MxpUxgg+g2koSCb0yCIu1yM0eL1aPF9wIaLu8DMJjhgzcr3HYPzGcGBg0oY6ZxiGVTIkRiYxBZCXxuodtAzCxO3MCFUIDk9aquyPTxdnZMAwpZ1WQ1rSJtpPXpUoLE/toic2EiqDgbOgOTKlJSN24r7JGD6fbWdQfQIIIDl1zP4ZnZJ1BAvU42XhFQlz7u5DMxZCcUhkS9oMD21Pvo8od8EFRIqAQoZjNACXTxXaYJ9uzgQoippRS4tZcBOJOxUkycWIm6Yylv45jxW9TFM4AgJAw7JAQ+yMHgE44ZKbknMghgBxEAJAwA3RsBtWxGXTn37Ue2/HB1esdALqYY0QhgNTXgzVe/Ssra5/R/vCPtaeP3Al6mB+elOBgasNQ8pCIAXsNgFNyBBDV1pqIIGIZxpQSuC2TmTkzAeSIqpk57i0zgGNJA28Timhb2ukwmYBZ10khBFBuHXxBQAs+loNAKKJFbadjprzu/w+zqQdXK4yK/VYFjWKlBiETJMJsaVBbzBZxNk+b8SzuWtO5tapCJqpazRGIAsaKeB7RiQw8dKa6teo4UMkg4omDNmOIIX9hzmRuqoyxscQU+FmoHuILsYmtRVJk79GAghNCcIyIIMfag4hRhVw71jq+Aw4ODF36HYAUsBlU0zmsuA11RT4ZAB0Mo1cWrGdEISRhvWvzXo/PAQAUPYXTHAAgrCJ1GJSV+6GHQWtDRyLEELAEAEBVqTVmuome6lFERAQAmSMfFwAYxoEQxc2atKUSUuJCGL58DETg3pqZNVDlxMM4bC7OGPC0v6t1tlbNCZCAjBlTiC+YS6+mxM225MDuTh20YUBAikH2MKnc1bXfLwJ3p1VFH5GiXYtDWY4TMyQEdkqoGTRtt1sAUDWdq7S2LFKbNtUYWCk8/szdNCUYNzgQJkRCcgJERQROnjMyI6I6eKivMDMnBkBpPi8a+QLFRv/h+kTgtKJQ+ABzdwSFCWLjy4gFIROmLlrU65gRKrmDOQUk2PFJIkZICECgjlPDKrCoV/OAxYkAHKrhYtHe6L7qcHrnpH+8SsVuFQjZOqejzIwfVEHdCYEhdghgAAIjB5OWMwO6iLh7a22/39/c3CJCzqWUIeV0tt0QuKuYoZkiQOLEHLVpd+h1M3J3RcMWKw4CEvE4bApnQ+omDhZ+uJAY3LALxaDbp66rI/JB0MCOe4ahrj54cmMMJsIV5o8dERxNmJkZ2DSxZbc05ASA1SVWpsVsUZsbiLqounceeCa8uhzzwGZs4BGQEQOBJuKSwxWSiMkyunopKRc2tUOV18dlElfEe/dKWBN5fqBz9KEUvxREdKcYT4QjYSFKhAmBvHfLAOJ9lt/LEf4BWZtjXwPgMOsAQ1RWiBUC0cRBpS9Pa2r36Cw+qIZ9cPT+GOjyip34hJ1nHH9HiBwtD+SJMAEQ87jZMBERqhqCu4m0WUQqpYnTMIy7zRaAO+ceiYg9sl5wN3tk9gFYkksxaQCoQGikskSY3lkcGq04gIBEnhh6fQSgw3AfZrL3kG+UYGPxRohL7BWTwI6tby/rc3QgN+xQIiTGgpSkncDZxQMEifzOg71k0KosSzXT3WbgXBIXdxDvkt2hoZ8QPXZ9pJTykIttzN3ETZrentrraVE3uK+LrtfBAAk8x+IBCB+oFTghFMTCMCQcEKKtkYPnRESIEP4qESSsrU8AwXbpFbAOPAEURGYqCJ6AmIlQzSb15pYMxHuuGCsR9YrbpwbWPeXtfm28n+7dqOUBlb/XOyOGUujZ86fjULRVZ26tibSc4GxXTidFMJFFmMxNVICQiRPmDvZYM1NbB3QfX5TyZkBARvCEdZK7m+u5LobkaOouoSTTlyIjAiYw72DVRwPrZyFkxLchyLSmNrE8wz2x3yGqmb20owxRYUZHTPO8dyczbLL4g4gjhuh96Pu6Yyq5DAMQqrlLpKOmKmaKFHYxHvXXkFoXdTGv6vtFF/MV3Xg06UP1PwxwEAHgseZqQcwIhXhkSOiMDpHNACailD0lJuzCot5j8z6DJLS9zIIQtd4oZ0KmhOg5p5yziHIVcyWgzFqbinpbh8qH6eA62KO62Je0j2UX4qb0Os9ago6XpJSffvXFF7/+hzyM2pporbWKCBjmvD0/G9xNxMftWc7l8Zp5T565N73q+1WMbKJUBs4DJVjqzc3+2BZnjwC1YkS7fW4REwoZ+X3Q9AhG+fBC7puHYhBEEObrFnrfsoZgXViLENyCNBuxPpAndVRzUROLHiasDWqzpUltWpubBRSJCKiGKuKmkR2LGxGWTIAu6mHySSn7OifMce5k6YdTjzYUMkwEGSGzEZE5gkGQnzJxRi+MA0Pu9X1QUyMj796ehJiJgdyiFWWFpNyNDVrTBmjmsD7pNQpyddfWqmqoiFwM6XwAhXJsdje1g4i4Sx9dvcKND7dy/Qbhw0luFGW5PrYAUREQMTFiZnj25edf/dO/GzZbRCRCs7Ysc5vnKDS7O+d0dXW+212UkgO3I4doqFGVujQRTakzre8juuAsEUOiPCM0oIYExEyhNgDQ7nklDmScEAAoEGN3dQeLdaDXpteku4Pk5Aweqlb+qB4YTyCSubjYLhUbs4kIESndA4ABPbpra7rMEsy8TErkJXEmn5c5pxQOkcREBGqNGMexoCg0q7OqmIEgU9QR5+aT6Cfmfr9cX+e0u4G6iffCQibMhBmdCQEBbZXe8R5PoQEhIHlifxw6u6NoBGx6vwAzEa0tGQ6mZqpAxCWXYSjM6GhPFJZNejct7091L50TgvDAklvf/2MoLmo4+EHmEekBEmJCODvbfv7VV8NYVgkwZ4REoFrNNLiSpfBmO5SybvJ9+N4vV/0N48l596EyazKbtroQ5bY04mwA0tv3wi+YcYU6CSgzchh5okfp2EJdE9cq1D287vfxRB+Y6UMRkggG0Hq7w7rnR07tBJDUJSY2EeSETM5oiSwYD4kyMzARErRlVuHefG4a8rqJGJmIiVkJqIk7gqur2XHWH27b3aT3Zwzr7HcABVgcRT05IoKam0UaiAiWEAthjj4bciY0Iw+wipAIiCKOjAaBh83LAJiCHeVMGs8jMTGsAEE05aMz+kAwJhw3mYsDoKs9b+XmtHz7eno9q8DHunWwRl4OeN/d6U6ROkCP+9akEpHQiLwUHEZCkHgYUQU6223GkqPTlIiZOOeSmJAJMYJIMjBVBXemR/q0kRF7CD+ZK4gZkDZTT6mp1qbeBMHBnHtHtGPY3a25sEiEFgSgiNazQoM1ZsFeYezwXO/C4oeQdZ1OgIz95NYJAAhGjEm1mgE4Y6jvl7IUNUVwShlzJk6hlGdtah5cmpxyzoSYGKl3vriaM4eqYhcyvVna69PSPLS31qD2vpFQvQAAAfRJREFU0SOK5zFrF0InR0ZMCJmxJMxMOSYaYySPod6Ycyo5pdCmdcXAPsBE1czNQXoXFSAggwM4QcxLdPTsRF1pwlVrXZxJc0rjWABwt6Grc7wq+f/9cf9marOjPmI+O8AKNvYLiZuvvYi6Ns4DEmAiTEyJHRHMDKNCwp4RExFi4t3GEdRQFcAxpZxSxlQ45YyoIvMySWu6OrvFZRFQDhYDkSNYKDHXKq3lcdxcXLb9sTY17VRFI0d3BicmRHJycmd0XZOedXXs0793THealUJMrR6tR+DfUTyMzJf6VhhdSyH9gOZJ2wLAiICYiYJClxBd1VvTpkrsiOhmQUpm5pSYwRNhSkTM7t7Ug2XjgIYAjExUDaV7YP2NwzsBiBydiTKnzJAYGRDRCSEzFLaBoQx53BQuBQxdTFpEQWCKCKgqocho5mYgZuoKBgZeelIBjAbhOQwI4GptWYQcQYfEVDJypheX+B99GF7DD3s9rZ6oj2ZER3XWEKIn4yt3NBRxkYAYkAFKKcFFBwBC4pRyyimllJIjqaEoKGDKw1DGnAshgbVlOupJg7z0sMeaIxp2Wj0CsjqKaS9jXzwZhu3BX1ttYhJyEwR2L7nXxfAMCL2XWdYNtyPOAGAG1ogiPYsG5V6xoC6TtBJAeo+FEYUl4iPiCuL/F31UlWE4NN3/AAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{}}],"source":["from PIL import Image\n","import os\n","from IPython.display import display \n","from imutils import paths\n","\n","imgpths = paths.list_images('Dataset')\n","print('Dataset')\n","count=0\n","kelas_seb = None\n","for dirimg in imgpths:\n"," kelas = dirimg.split(os.path.sep) [1]\n"," if kelas_seb is None:\n"," print(kelas)\n"," kelas_seb = kelas\n"," if kelas_seb != kelas:\n"," print(kelas)\n"," count=0\n"," kelas_seb = kelas\n"," a = Image.open(dirimg)\n"," \n"," count=count+1\n"," if count <= 3:\n"," im =a.resize((200,200))\n"," display(im)\n"," else:\n"," continue\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"d6b4Z3UYAf90"},"outputs":[],"source":["imgpths = paths.list_images('Dataset')\n","count=1\n","kelas_seb = None\n","for dirimg in imgpths:\n"," dir = dirimg.split(os.path.sep)[0]\n"," kelas = dirimg.split(os.path.sep)[1]\n"," nama = dirimg.split(os.path.sep)[2]\n"," if kelas_seb is None:\n"," kelas_seb = kelas\n"," if kelas_seb != kelas:\n"," count=1\n"," kelas_seb = kelas\n"," pat = os.path.join(dir,kelas,nama)\n"," nama_baru = kelas+str(count)+'.jpg'\n"," os.rename(pat,os.path.join(dir,kelas,nama_baru))\n"," count=count+1\n"]},{"cell_type":"markdown","metadata":{"id":"CPiPQpsNQNRi"},"source":["Function to make unique"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Il7vqTg5hCnl"},"outputs":[],"source":["def unique(list1):\n"," \n"," unique_list = []\n"," \n"," for x in list1:\n"," if x not in unique_list:\n"," unique_list.append(x)\n"," return unique_list"]},{"cell_type":"markdown","metadata":{"id":"HNuCoYweUPpq"},"source":["Sebuah function untuk mendapatkan nilai-nilai unik dari sebuah list, menjadi list baru yang berisi nilai-nilai yang tidak berulang."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":123669,"status":"ok","timestamp":1646730449575,"user":{"displayName":"Percobaan Colab","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"17357386568344120398"},"user_tz":-420},"id":"QEws_NMZDel4","outputId":"c5ac5b26-8292-40be-8f9c-0cfb76d13ad1"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['C.longa', 'C.zanthorrhiza']"]},"metadata":{},"execution_count":7}],"source":["import numpy as np\n","\n","kumpl_gmbr = []\n","kumpl_lbl = []\n","imgpths = paths.list_images('Dataset')\n","\n","for dirimg in imgpths:\n"," gmbr = Image.open(dirimg)\n"," gmbrz = np.array(gmbr.resize((224,224))) / 255.0\n"," kumpl_gmbr.append(gmbrz)\n","\n"," lbl_kls = dirimg.split(os.path.sep) [-2]\n"," kumpl_lbl.append(lbl_kls)\n","kelas_asli = unique(kumpl_lbl)\n","kelas_asli"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"OoJ86g7frOuW"},"outputs":[],"source":["def image_to_feature_vector(image, size=(224, 224)):\n","\t# resize the image to a fixed size, then flatten the image into\n","\t# a list of raw pixel intensities\n","\treturn cv2.resize(image, size).flatten()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"uxQr7s6VrgOh"},"outputs":[],"source":["def extract_color_histogram(image, bins=(8, 8, 8)):\n","\t# extract a 3D color histogram from the HSV color space using\n","\t# the supplied number of `bins` per channel\n","\thsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n","\thist = cv2.calcHist([hsv], [0, 1, 2], None, bins,\n","\t\t[0, 180, 0, 256, 0, 256])\n","\t# handle normalizing the histogram if we are using OpenCV 2.4.X\n","\tif imutils.is_cv2():\n","\t\thist = cv2.normalize(hist)\n","\t# otherwise, perform \"in place\" normalization in OpenCV 3 (I\n","\t# personally hate the way this is done\n","\telse:\n","\t\tcv2.normalize(hist, hist)\n","\t# return the flattened histogram as the feature vector\n","\treturn hist.flatten()"]},{"cell_type":"markdown","source":["confusion matrix , credit to the creator stated in the URL"],"metadata":{"id":"5CMkFs1GMaeb"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"lTWLrEhRBHeY"},"outputs":[],"source":["#import numpy as np\n","\n","def plot_confusion_matrix(cm,\n"," target_names=kelas_asli,\n"," title='Confusion matrix',\n"," cmap=None,\n"," normalize=True):\n"," \"\"\"\n"," given a sklearn confusion matrix (cm), make a nice plot\n","\n"," Arguments\n"," ---------\n"," cm: confusion matrix from sklearn.metrics.confusion_matrix\n","\n"," target_names: given classification classes such as [0, 1, 2]\n"," the class names, for example: ['high', 'medium', 'low']\n","\n"," title: the text to display at the top of the matrix\n","\n"," cmap: the gradient of the values displayed from matplotlib.pyplot.cm\n"," see http://matplotlib.org/examples/color/colormaps_reference.html\n"," plt.get_cmap('jet') or plt.cm.Blues\n","\n"," normalize: If False, plot the raw numbers\n"," If True, plot the proportions\n","\n"," Usage\n"," -----\n"," plot_confusion_matrix(cm = cm, # confusion matrix created by\n"," # sklearn.metrics.confusion_matrix\n"," normalize = True, # show proportions\n"," target_names = y_labels_vals, # list of names of the classes\n"," title = best_estimator_name) # title of graph\n","\n"," Citiation\n"," ---------\n"," http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html\n","\n"," \"\"\"\n"," import matplotlib.pyplot as plt\n"," import numpy as np\n"," import itertools\n","\n"," accuracy = np.trace(cm) / float(np.sum(cm))\n"," misclass = 1 - accuracy\n","\n"," if cmap is None:\n"," cmap = plt.get_cmap('Blues')\n","\n"," plt.figure(figsize=(8, 6))\n"," if normalize:\n"," plt.imshow(cm/7, interpolation='nearest', cmap=cmap)\n"," else:\n"," plt.imshow(cm, interpolation='nearest', cmap=cmap)\n"," plt.title(title)\n"," plt.colorbar()\n","\n"," if target_names is not None:\n"," tick_marks = np.arange(len(target_names))\n"," plt.xticks(tick_marks, target_names, rotation=45)\n"," plt.yticks(tick_marks, target_names)\n","\n"," if normalize:\n"," cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n","\n","\n"," thresh = cm.max() / 1.5 if normalize else cm.max() / 2\n"," for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n"," if normalize:\n"," plt.text(j, i, \"{:0.3f}\".format(cm[i, j]),\n"," horizontalalignment=\"center\",\n"," color=\"white\" if cm[i, j] > thresh else \"black\")\n"," else:\n"," plt.text(j, i, \"{:,}\".format(cm[i, j]),\n"," horizontalalignment=\"center\",\n"," color=\"white\" if cm[i, j] > thresh else \"black\")\n","\n","\n"," plt.tight_layout()\n"," plt.ylabel('True label')\n"," plt.xlabel('Predicted label\\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass))\n"," plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"K1T9uFKJqxBJ"},"outputs":[],"source":["import numpy as np\n","import cv2\n","\n","kumpl_gmbr = []\n","kumpl_lbl = []\n","imgpths = paths.list_images('Dataset')\n","\n","for dirimg in imgpths:\n"," gmbr = Image.open(dirimg)\n"," gmbrz = np.array(gmbr.resize((224,224)))\n"," nil_pix = image_to_feature_vector(gmbrz)\n","\n"," kumpl_gmbr.append(nil_pix)\n","\n"," lbl_kls = dirimg.split(os.path.sep) [-2]\n"," kumpl_lbl.append(lbl_kls)\n","kelas_asli = unique(kumpl_lbl)\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":536,"status":"ok","timestamp":1646730574964,"user":{"displayName":"Percobaan Colab","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"17357386568344120398"},"user_tz":-420},"id":"DpLzBHFlB_lA","outputId":"c074d351-e22b-4e71-c9df-64785b2b5862"},"outputs":[{"output_type":"stream","name":"stdout","text":["[INFO] Inisialisasi Model\n"]}],"source":["from sklearn.neighbors import KNeighborsClassifier\n","\n","print(\"[INFO] Inisialisasi Model\")\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":67779,"status":"ok","timestamp":1646730642739,"user":{"displayName":"Percobaan Colab","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"17357386568344120398"},"user_tz":-420},"id":"80RBYs3lJpKn","outputId":"7c7d271f-10f2-45aa-d9ed-aab33a718ce0"},"outputs":[{"output_type":"stream","name":"stdout","text":["\n","\n","Experiment for k= 1 on all folds\n","\n","List of Acc. on all folds: [81.5385 76.9231 86.1538 80. 72.3077 81.5385 73.8462 79.6875 76.5625\n"," 87.5 ]\n","\n","Max Acc: 87.5 %\n","Min Acc: 72.31 %\n","Average : 79.61 %\n","Standard Deviation: 4.9\n","Confusion Matrix and its plot:\n"," [[336. 60.]\n"," [ 72. 179.]]\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}},{"output_type":"stream","name":"stdout","text":["\n","\n","Experiment for k= 3 on all folds\n","\n","List of Acc. on all folds: [75.3846 80. 78.4615 83.0769 72.3077 76.9231 73.8462 75. 73.4375\n"," 84.375 ]\n","\n","Max Acc: 84.38 %\n","Min Acc: 72.31 %\n","Average : 77.28 %\n","Standard Deviation: 4.12\n","Confusion Matrix and its plot:\n"," [[348. 48.]\n"," [ 99. 152.]]\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}},{"output_type":"stream","name":"stdout","text":["\n","\n","Experiment for k= 5 on all folds\n","\n","List of Acc. on all folds: [80. 81.5385 80. 84.6154 73.8462 81.5385 72.3077 75. 78.125\n"," 84.375 ]\n","\n","Max Acc: 84.62 %\n","Min Acc: 72.31 %\n","Average : 79.13 %\n","Standard Deviation: 4.26\n","Confusion Matrix and its plot:\n"," [[359. 37.]\n"," [ 98. 153.]]\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}},{"output_type":"stream","name":"stdout","text":["\n","\n","Experiment for k= 7 on all folds\n","\n","List of Acc. on all folds: [76.9231 83.0769 78.4615 81.5385 73.8462 80. 75.3846 81.25 75.\n"," 82.8125]\n","\n","Max Acc: 83.08 %\n","Min Acc: 73.85 %\n","Average : 78.83 %\n","Standard Deviation: 3.39\n","Confusion Matrix and its plot:\n"," [[368. 28.]\n"," [109. 142.]]\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}},{"output_type":"stream","name":"stdout","text":["\n","\n","Experiment for k= 9 on all folds\n","\n","List of Acc. on all folds: [75.3846 80. 76.9231 81.5385 72.3077 75.3846 75.3846 78.125 75.\n"," 78.125 ]\n","\n","Max Acc: 81.54 %\n","Min Acc: 72.31 %\n","Average : 76.82 %\n","Standard Deviation: 2.7\n","Confusion Matrix and its plot:\n"," [[369. 27.]\n"," [123. 128.]]\n"]},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfgAAAHCCAYAAAADydu0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd7hU1fn28e9NUVQQxIIIthgsaBQFsRt7iwaNBdTYE0s09ppi9xeT2HvsGhs2bLFhi+IbUVBQ7CSiNEGsYEHA5/1jr4PDnDmFc5gz5dyfXHMxe+219157nJxnVtlrKSIwMzOz6tKm1AUwMzOzBc8B3szMrAo5wJuZmVUhB3gzM7Mq5ABvZmZWhRzgzczMqpADvFkFkrSIpIclfSnpnmacZ19JTy7IspWKpM0kvVvqcpiVC/k5eLPikbQPcDywOjAdGAWcFxHDmnne/YDfAxtHxOxmF7TMSQqgV0SMLXVZzCqFa/BmRSLpeOAS4P+AbsAKwFXAgAVw+hWB91pDcG8MSe1KXQazcuMAb1YEkjoDZwNHRsT9EfF1RMyKiIcj4qSUZ2FJl0ialF6XSFo47dtC0gRJJ0iaKmmypIPSvrOA04GBkmZIOkTSmZJuy7n+SpKiJvBJOlDS/yRNl/SBpH1z0oflHLexpFdS0/8rkjbO2fecpHMkvZjO86Skpeq4/5ryn5xT/l0l7STpPUmfSfpDTv7+kv4j6YuU9wpJC6V9z6dso9P9Dsw5/ymSPgZuqklLx6ySrrFe2l5O0ieStmjWf1izCuIAb1YcGwEdgCH15PkjsCHQB1gH6A/8KWf/skBnoAdwCHClpCUi4gyyVoHBEdExIm6oryCSFgMuA3aMiE7AxmRdBfn5ugL/SnmXBC4C/iVpyZxs+wAHAcsACwEn1nPpZck+gx5kP0iuA34N9AU2A/4saeWUdw5wHLAU2We3NfA7gIjYPOVZJ93v4JzzdyVrzTg098IR8V/gFOA2SYsCNwG3RMRz9ZTXrKo4wJsVx5LAtAaa0PcFzo6IqRHxCXAWsF/O/llp/6yIeBSYAazWxPL8AKwlaZGImBwRbxbI8wvg/Yj4Z0TMjog7gXeAXXLy3BQR70XEt8DdZD9O6jKLbLzBLOAusuB9aURMT9d/i+yHDRExMiJeStcdB/wD+Hkj7umMiJiZyjOPiLgOGAsMB7qT/aAyazUc4M2K41NgqQb6hpcDPszZ/jClzT1H3g+Eb4CO81uQiPgaGAgcDkyW9C9JqzeiPDVl6pGz/fF8lOfTiJiT3tcE4Ck5+7+tOV7SqpIekfSxpK/IWigKNv/n+CQivmsgz3XAWsDlETGzgbxmVcUB3qw4/gPMBHatJ88ksublGiuktKb4Glg0Z3vZ3J0R8UREbEtWk32HLPA1VJ6aMk1sYpnmx9Vk5eoVEYsDfwDUwDH1PgIkqSPZIMcbgDNTF4RZq+EAb1YEEfElWb/zlWlw2aKS2kvaUdLfUrY7gT9JWjoNVjsduK2uczZgFLC5pBXSAL/TanZI6iZpQOqLn0nW1P9DgXM8CqwqaR9J7SQNBHoDjzSxTPOjE/AVMCO1LhyRt38K8JP5POelwIiI+A3Z2IJrml1KswriAG9WJBFxIdkz8H8CPgHGA0cBD6Qs5wIjgNeBN4BXU1pTrjUUGJzONZJ5g3KbVI5JwGdkfdv5AZSI+BTYGTiBrIvhZGDniJjWlDLNpxPJBvBNJ2tdGJy3/0zgljTKfq+GTiZpALADP97n8cB6NU8PmLUGnujGzMysCrkGb2ZmVoUc4M3MzKqQA7yZmVkVcoA3MzOrQg7wZmZmVcgrMJUhtVsktFCnUhfDbK5111ih1EUwm+vDD8cxbdq0hiZCapa2i68YMbvWDMjzJb795ImI2GEBFWm+OcCXIS3UiYVXa/BRX7MW8+LwK0pdBLO5NtmgX9GvEbO/bfbf4e9GXdnQdMtF5QBvZmZWi0CV3YvtAG9mZpZPgIraC1B0DvBmZmaFuAZvZmZWhSq8Bl/ZP0/MzMysINfgzczMavEgOzMzs+pU4U30DvBmZmb5RMXX4Cu79GZmZlaQa/BmZma1yE30ZmZmVanCm+gd4M3MzAqp8Bp8Zf88MTMzK4r0mFxzXvWdXeog6WVJoyW9KemslH6zpA8kjUqvPildki6TNFbS65LWa+gOXIM3MzNreTOBrSJihqT2wDBJj6V9J0XEvXn5dwR6pdcGwNXp3zo5wJuZmeUr8mIzERHAjLTZPr2inkMGALem416S1EVS94iYXNcBbqI3MzMrpIhN9ACS2koaBUwFhkbE8LTrvNQMf7GkhVNaD2B8zuETUlqdHODNzMxqWSB98EtJGpHzOjT3ChExJyL6AD2B/pLWAk4DVgfWB7oCpzT1DtxEb2ZmVhzTIqJfQ5ki4gtJzwI7RMQFKXmmpJuAE9P2RGD5nMN6prQ6uQZvZmZWSBs171UPSUtL6pLeLwJsC7wjqXtKE7ArMCYd8hCwfxpNvyHwZX397+AavJmZWW3Fn4u+O3CLpLZkle27I+IRSc9IWjqVYBRweMr/KLATMBb4BjiooQs4wJuZmRVS3FH0rwPrFkjfqo78ARw5P9dwgDczM6ul8teDr+zSm5mZWUGuwZuZmRVS4XPRO8CbmZkVUuFN9A7wZmZm+VT568FX9s8TMzMzK8g1eDMzs0LcRG9mZlaFKryJ3gHezMyslsp/Dt4B3szMrJAKr8FX9s8TMzMzK8g1eDMzs3zFX2ym6BzgzczManEfvJmZWXVyH7yZmZmVG9fgzczMCnETvZmZWRWq8CZ6B3gzM7N88iA7MzOz6lThNfjK/nliZmZmBbkGb2ZmVoAqvAbvAG9mZpZHOMCbmZlVH6VXBXMfvJmZWRVyDd7MzKwWuYnezMysGjnAm5mZVSEHeDMzsypU6QHeg+zMzMyqkGvwZmZm+argMTkHeDMzszzyKHozM7PqVOkB3n3wZmZmVcg1eDMzswIqvQbvAG9mZlaAA7yZmVm18Sh6MzOz6lTpNXgPsjMzM6tCrsGbmZnl8XPwZmZmVarSA7yb6M3MzApRM1/1nVrqIOllSaMlvSnprJS+sqThksZKGixpoZS+cNoem/av1FDxHeDNzMxa3kxgq4hYB+gD7CBpQ+CvwMUR8VPgc+CQlP8Q4POUfnHKVy8HeDMzs3zKmuib86pPZGakzfbpFcBWwL0p/RZg1/R+QNom7d9aDVzEAd7MzKyABRDgl5I0Iud1aN7520oaBUwFhgL/Bb6IiNkpywSgR3rfAxgPkPZ/CSxZX/k9yM7MzKyABTDIblpE9KtrZ0TMAfpI6gIMAVZv7gVzOcCbmZnlacnH5CLiC0nPAhsBXSS1S7X0nsDElG0isDwwQVI7oDPwaX3ndRO9mZlZC5O0dKq5I2kRYFvgbeBZYI+U7QDgwfT+obRN2v9MRER913AN3szMrJDiVuC7A7dIaktW2b47Ih6R9BZwl6RzgdeAG1L+G4B/ShoLfAYMaugCDvBmZmb5VNyJbiLidWDdAun/A/oXSP8O2HN+ruEAb2ZmVoBnsjMzM7Oy4xq8lb2FF2rHUzccy0ILtaNd27YMeeo1zr3mUQDOPHIXfrXtusyZ8wPX3fsCV935b7p0WoR/nPlrVu65FDO/n8VhZ97OW/+dXOu8Ky63JP88/yC6dl6M197+iIP/dCuzZs9p6duzCjd+/Hh+c9D+TJ06BUkcfMihHHX0Mfx6n4G8/+67AHzx5Rd06dyF4SNH1Tr+ySce58Tjj2HOnDkcePBvOOnkU1v6FqwOlV6Dd4C3sjfz+9nscOhlfP3t97Rr14ZnbjyeJ198i9VWXpaey3Zhnd3OISJYeomOAJx8yPaMfncCA0+4jlVX6sYlp+7FTodfXuu85x0zgMtvf5Z7nhjJZX8cxIG7bcR19wxr6duzCteuXTvO/9uFrLveekyfPp2NN+jL1ttsy213DJ6b55STTqBz5861jp0zZw7HHn0k/3psKD169mTTDddn551/yRq9e7fkLVhdKju+u4neKsPX334PQPt2bWnXri0RwaF7bsr/XfsYNU+KfPJ5Nuvj6j9Zln+/8h4A742bworLdWWZrp1qnfPn66/K/U+9BsDtDw9nly3WaYlbsSrTvXt31l1vPQA6derE6quvwaRJE+fujwjuu/du9hq4d61jX3n5ZVZZ5aes/JOfsNBCC7HnwEE88vCDtfJZaRRzqtqW4ABvFaFNG/HSXafy0dPn88xL7/DKmA9ZuefS7LFdX4bdfjIPXHEEq6ywNABvvDeRAVtlwbrfmiuyQveu9OjWZZ7zLdllMb6c/i1z5vwAwMQpn7PcMrVrWGbz48Nx4xg16jXW77/B3LQXh71At2W68dNevWrlnzRpIj17Lj93u0ePnkycOLFWPmt5zQ3uDvAtRNKyku6S9F9JIyU9KmnVvDzjJC1VqjJa/X74Idhw0Pn8dPs/0W+tFem9SncWXqgdM7+fxab7/o2b7v9//OOMfQG44KahdO60KC/ddSpHDPo5o9+dMDeQmxXLjBkz2Huv3fn7hZew+OKLz02/+6472XNQ7dq7WbFVfR98Wm1nCHBLRAxKaesA3YD3Slk2m39fzviWf494j+027s3EKZ/zwNOjAXjwmdH848xfAzD96+847Mzb5h7zzr/O4oOJ887o+OkXX9O50yK0bduGOXN+oEe3JZg09cuWuxGrKrNmzWLvvXZn4N77sutuv5qbPnv2bB584H5eHD6y4HHLLdeDCRPGz92eOHECPXr0KJjXWl451MKbozXU4LcEZkXENTUJETE6Il6o6wBJx0sak17HprSVJL0t6TpJb0p6Mk0viKT1Jb0uaZSkv0sak3PMC5JeTa+Ni3yvVWmpJTrSueMiAHRYuD1bb7A6746bwsPPvc7P18+aPTfr24uxH00FoHPHRWjfri0AB+22McNeHcv0r7+rdd7nR7zHr7bJ5pnYd5cNeOS511vidqzKRASH//YQVlt9DY457vh59j3z9FOsutrq9OzZs+Cx/dZfn7Fj32fcBx/w/fffc8/gu/jFzr9siWJbI7iJvvytBRT++VyApL7AQcAGwIbAbyXVzDbUC7gyItYEvgB2T+k3AYdFRB8g9zmrqcC2EbEeMBC4rDk30lotu9TiPH7d0bw8+DSG3XYSTw9/h8deGMMFNw5l16378Mrdf+Cco3/JEWffAWSD7Ebe+0dGD/kz22/SmxP/du/ccw25/Ai6L531tf/x0gc5+tdbMubBM1iy86Lc/MB/SnJ/Vtn+34svcsft/+Tfzz7DBn37sEHfPjz+WPYY5z2D76o1uG7SpEnsustOQDYC/+JLr2CXX2xPn5+twe577kXvNdds8XuwOqiZrxJTA3PVVzxJRwMrR8RxDeQbB/QD9gWWjIjTU/o5wCdkE/0PjYheKf0UoD1wBTA6IlZM6WsDd0TEWpI6p/01gX/ViFi0jusfCmRrBbfv2LfDmgcUymZWEp+/ckWpi2A21yYb9GPkyBFFDaELd+sVy+1zSbPOMe6SnUfWt1xssVV9HzzwJj+uzNNcM3PezwEWaSD/ccAUYB2y1pLa7cRJRFwLXAvQZtFlqvtXl5lZBSiHZvbmaA1N9M8AC6caMpDVsiVtVkf+F4BdJS0qaTFgt5RWUER8AUyXVPNcTO4KP52ByRHxA7Af0LYZ92FmZi1F7oMve2m93N2AbdJjcm8CfwE+llRr3siIeBW4GXgZGA5cHxGvNXCZQ4Dr0vkWA2qGY18FHCBpNLA68PUCuCUzMysyAVLzXqXWGproiYhJwF4FdvXJybNSzvuLgIvyzjGObMBezfYFObvfjIi1ASSdCoxIed4H1s7Jd0pT78HMzFpSedTCm6NVBPgW8AtJp5F9nh8CB5a2OGZm1to5wC8AETEYGNxgRjMzqxgVXoF3gDczMyvETfRmZmbVpkwGyjVH1Y+iNzMza41cgzczM8sjsmWqK5kDvJmZWQGV3kTvAG9mZlaAB9mZmZlVGw+yMzMzs3LkGryZmVmebC76yq7CO8CbmZnV4rnozczMqlKFx3f3wZuZmVUj1+DNzMwKcBO9mZlZtamCx+Qc4M3MzPJ4FL2ZmVmVqvD47kF2ZmZm1cg1eDMzswLcRG9mZlaFKjy+O8CbmZnVosqvwbsP3szMrAq5Bm9mZpYne0yu1KVoHtfgzczMaskWm2nOq96zS8tLelbSW5LelHRMSj9T0kRJo9Jrp5xjTpM0VtK7krZv6A5cgzczMyugyDX42cAJEfGqpE7ASElD076LI+KCecui3sAgYE1gOeApSatGxJy6LuAAb2ZmVkAxB9lFxGRgcno/XdLbQI96DhkA3BURM4EPJI0F+gP/qesAN9GbmZkVx1KSRuS8Di2USdJKwLrA8JR0lKTXJd0oaYmU1gMYn3PYBOr/QeAavJmZWS0LZrGZaRHRr97LSB2B+4BjI+IrSVcD5wCR/r0QOLgpF3eANzMzy9MSi81Iak8W3G+PiPsBImJKzv7rgEfS5kRg+ZzDe6a0OrmJ3szMrIAij6IXcAPwdkRclJPePSfbbsCY9P4hYJCkhSWtDPQCXq7vGq7Bm5mZtbxNgP2ANySNSml/APaW1IesiX4ccBhARLwp6W7gLbIR+EfWN4IeHODNzMwKKmYLfUQMI+sJyPdoPcecB5zX2Gs4wJuZmRVQ6XPRO8CbmZnlWzCj6EvKAd7MzCyPaHigXLnzKHozM7Mq5Bq8mZlZARVegXeANzMzK6RNhUd4B3gzM7MCKjy+uw/ezMysGrkGb2Zmlkfyc/BmZmZVqU1lx3cHeDMzs0JcgzczM6tCFR7fPcjOzMysGrkGb2Zmlkdk09VWMgd4MzOzAjzIzszMrNrIi82YmZlZGXIN3szMrIAKr8A7wJuZmeUTXmzGzMysKlV4fHeANzMzK8SD7MzMzKzs1FmDl3Q5EHXtj4iji1IiMzOzEstWkyt1KZqnvib6ES1WCjMzszJTtYPsIuKW3G1Ji0bEN8UvkpmZWelVdnhvRB+8pI0kvQW8k7bXkXRV0UtmZmZmTdaYQXaXANsDnwJExGhg82IWyszMrNSUpqtt6qvUGvWYXESMzyvsnOIUx8zMrPSyiW5KXYrmaUyAHy9pYyAktQeOAd4ubrHMzMxKqExq4c3RmAB/OHAp0AOYBDwBHFnMQpmZmZVahcf3hgN8REwD9m2BspiZmdkC0phR9D+R9LCkTyRNlfSgpJ+0ROHMzMxKpdIH2TVmFP0dwN1Ad2A54B7gzmIWyszMrJRqBtk151VqjQnwi0bEPyNidnrdBnQodsHMzMxKqdJr8PXNRd81vX1M0qnAXWRz0w8EHm2BspmZmVkT1TfIbiRZQK/5GXJYzr4ATitWoczMzEqt9HXw5qlvLvqVW7IgZmZm5UKq4sVmcklaC+hNTt97RNxarEKZmZmVWoXH94YDvKQzgC3IAvyjwI7AMMAB3szMqlY5DJRrjsaMot8D2Br4OCIOAtYBOhe1VGZmZlVM0vKSnpX0lqQ3JR2T0rtKGirp/fTvEildki6TNFbS65LWa+gajQnw30bED8BsSYsDU4Hlm3NjZmZm5U5q3qsBs4ETIqI3sCFwpKTewKnA0xHRC3g6bUPWet4rvQ4Frm7oAo3pgx8hqQtwHdnI+hnAfxpxnJmZWUUSKuogu4iYDExO76dLeptszZcBZN3iALcAzwGnpPRbIyKAlyR1kdQ9naegxsxF/7v09hpJjwOLR8TrTbslMzOzCtC4WnhDlpI0Imf72oi4ttalpJWAdYHhQLecoP0x0C297wGMzzlsQkqb/wBfX/u+pPUi4tW69puZmRnTIqJffRkkdQTuA46NiK9yB/ZFREiKpl68vhr8hfXsC2Crpl7U6tfrJ8tx1Z1nlroYZnM99+4npS6C2VzTv5vdItcp9ih6Se3JgvvtEXF/Sp5S0/QuqTvZuDeAicw7/q1nSqtTfRPdbNn0YpuZmVW2xoxCbyplvx5uAN6OiItydj0EHACcn/59MCf9KEl3ARsAX9bX/w6NnOjGzMysNRFFr8FvAuwHvCFpVEr7A1lgv1vSIcCHwF5p36PATsBY4BvgoIYu4ABvZmZWQDGXfI2IYdQ93f3WBfIHcOT8XKOYLRBmZmZWIg0G+DR7zq8lnZ62V5DUv/hFMzMzK502at6r1BpTg78K2AjYO21PB64sWonMzMxKLJuNTs16lVpj+uA3iIj1JL0GEBGfS1qoyOUyMzMrqXKohTdHY2rwsyS1JXv2HUlLAz8UtVRmZmbWLI2pwV8GDAGWkXQe2epyfypqqczMzEqsDFrZm6Uxc9HfLmkk2bB9AbtGxNtFL5mZmVmJCIq62ExLaDDAS1qB7KH6h3PTIuKjYhbMzMyslCr9OfLGNNH/i6z/XUAHYGXgXWDNIpbLzMyspCq8At+oJvqf5W6nVeZ+V0d2MzMzKwPzPVVtRLwqaYNiFMbMzKwcSGoVffDH52y2AdYDJhWtRGZmZmWgwuN7o2rwnXLezybrk7+vOMUxMzMrD5U+0U29AT5NcNMpIk5sofKYmZnZAlBngJfULiJmS9qkJQtkZmZWatX+HPzLZP3toyQ9BNwDfF2zMyLuL3LZzMzMSqbC43uj+uA7AJ8CW/Hj8/ABOMCbmVl1KpMlX5ujvgC/TBpBP4YfA3uNKGqpzMzMSkxUdoSvL8C3BTpCwTt0gDczMytj9QX4yRFxdouVxMzMrExkg+xKXYrmqS/AV/itmZmZNV01B/itW6wUZmZmZUYVPoy+ztXwIuKzliyImZmZLTjzvdiMmZlZtav2PngzM7PWSa1johszM7NWp5qnqjUzM2uVqqGJvs5BdmZmZla5XIM3MzMroMJb6B3gzczMahNtKny+Nwd4MzOzPKLya/DugzczM6tCrsGbmZnlq/L14M3MzFotPwdvZmZWZaqhD94B3szMrIBKr8F7kJ2ZmVkVcg3ezMysgAqvwDvAm5mZ5ROV38Rd6eU3MzNb8ASSmvVq8BLSjZKmShqTk3ampImSRqXXTjn7TpM0VtK7krZv6PwO8GZmZqVxM7BDgfSLI6JPej0KIKk3MAhYMx1zlaS29Z3cAd7MzKwANfPVkIh4HviskcUZANwVETMj4gNgLNC/vgMc4M3MzPJk68GrWa9mOErS66kJf4mU1gMYn5NnQkqrkwO8mZlZAQugBr+UpBE5r0MbcdmrgVWAPsBk4MKmlt+j6M3MzApYAI/JTYuIfvNzQERM+fH6ug54JG1OBJbPydozpdXJNXgzM7MyIal7zuZuQM0I+4eAQZIWlrQy0At4ub5zuQZvZmZWS+MedWvWFaQ7gS3ImvInAGcAW0jqAwQwDjgMICLelHQ38BYwGzgyIubUd34HeDMzszwtMdFNROxdIPmGevKfB5zX2PM7wJuZmRVQ7Bp8sbkP3szMrAq5Bm9mZlZAZdffHeDNzMxqU+U30TvAm5mZ5amG1eQc4M3MzAqo9Bp8pf9AMTMzswJcgzczMyugsuvvDvBmZmYFVXgLvQO8mZlZvmyQXWVHePfBm5mZVSHX4M3MzApwE72ZmVnVEarwJnoHeDMzswJcgzczM6syHmRnZmZmZck1eDMzs3xyE72ZmVlVcoA3MzOrQpU+it598GZmZlXINXgzM7M8AtpUdgXeAd7MzKyQSm+id4A3MzMrwIPszFrA3/94NMOfG0qXrktx/cMvAPCPv5/JS88+Qbv2C7Hc8itx0v9dRsfFO/PO669y8RnHAxAB+x95Eptu+4ta55w84UPOO+FQvvriM3r1XodT/3oV7RdaqEXvyyrTRX86hpefz76P1zzwPADXX3Amw//9JO3ataf78itx/LnZ93H2rFlccsZx/PftN5gzezZb/3IvBv72mFrn/HjCh5x/0mFzv48nnn8l7dv7+1hKlV6D9yA7qwjb7zqIv1x71zxpfTf+Odc/9ALXPfhveq60CndeeykAK/VanavueYp/DHmOv1x7F5eceSJzZs+udc7rLjyb3fc/nFufeIVOnbvw2H23t8i9WOXbdtdBnHvNvN/HdTf6OdcMeZ6rh/ybHiutwuDrs+/jC08+xKzvv+fqIf/msruH8ug9tzJl4ke1znnjxeew636HceNjL9Nx8c484e+jNZMDvFWEtdffmE5dlpgnrd8mW9K2XdYItcY6fflkyiQAOiyy6Nz077+fWbCdLSIY9dIwNt9+FwC2GzCQF59+tJi3YFXkZ/02olPnLvOk9c35Pq6+dl+mpe+jJL779hvmzJ7N9zO/o3379izasdM8x0YEo4cPY7Ptsu/jNgMG8p9nHmuBO7G61Ayya86r1BzgrSo8fv8d9N9s67nbb48eySE7b8pvB2zOsWf8fe4f3hpfffEZHRdffG76Ussux6dTPm7RMlv1enLInay/afZ93HTbXeiwyKLss+XP2H/b9fjVgb+jU+d5f6x+9cVnLNYp5/vYbTk+nervY2mp2f8rtaIGeEnLSrpL0n8ljZT0qKRVi3CdPpJ2ytk+U9KJC/D8K0kaU8e+syVts6CuZfPv9msuom3bdmy9yx5z09ZYpy83PDKMK+8eyp3XXcr3M78rYQmtNbnzHxfTtm1bttw5+z6++8artGnbhtufeZ2bH3+F+2+5msnjx5W2kNawNFVtc16lVrQAL0nAEOC5iFglIvoCpwHdinC5PsBODeZqBGXa5G5Tz+cUEadHxFML4to2/54YcicvPTeU0/5+NSrw/6gVV1mVRRZdjA/ef2ee9MW7dGXGV1/N7Zuf9vEkluy2bIuU2arX0Afu4uXnn+Tkv/74fXzu0fvpt8lWtGvfni5LLk3vPv15/83R8xy3eJeufD095/s4ZRJLLuPvozVPMWvwWwKzIuKamoSIGB0RL9RsS/qlpFHp9a6kD1L66ZJekTRG0rUpyCLpOUl/lfSypPckbSZpIeBsYGA6z8B0+t4p//8kHZ1zzePTecdIOjalrZSufyswBtgsb3t5oK2k6yS9KelJSYukY2+WtIekfjn38oakSPt/m+5ltKT7JC1atE+8lXn5hacZfMMVnHPVP+mwyI8f6+QJH879Qzll4njG/+99lu2x/DzHSqLPBpvw/BMPA/Dkg4PZeKsdW67wVnVGDHuGe268gjVq5VIAABybSURBVDMun/f7uHT3Hox+eRgA333zNe+8PpLlV/7pPMdKYu3+m/DCk9n38akHB7PRVju0XOGtIDXzVWrFDPBrASPryxARD0VEn4joA4wGLki7roiI9SNiLWARYOecw9pFRH/gWOCMiPgeOB0YnM41OOVbHdge6A+cIam9pL7AQcAGwIbAbyWtm/L3Aq6KiDWBD+vYvjJtfwHsnncvI3Lu5fGce7k/3cs6wNvAIY358Gxe551wKEcP2pHx48YyaIu1eeze27ji3FP59usZnHLIHhy22xZccmbWKzNm5HAO3XULDtttC874/QEcffrf6LzEkgD84dBBTEt9m7854XTuveVq9t9+fb764jN23GPfkt2fVZbzTzqM4/bdiQnjxvLrrdfhiftu56rzsu/jH3+7J0fuviWXn5V9H3fZ+2C+/eZrDhuwGUcP2p7tdh3EyqutCcCfj9h7bl/7wcf9mSG3XsPBO/bnqy8/Z7tf+ftYStkgOzXrVWqKiOKcOKs1rxwRxzUi78nAmhFxQNreHTgZWBToClweEedLeg74Y0S8KKkb8GJE/FTSgUC/iDgqHX8mWevBeWn7bWBbsqC8ZEScntLPAT4BHgKejYiVU/pKBbaHRkSvtH0K0D4izpV0M/BIRNyb9g0EDgW2i4g5kn4OnAt0AToCT0TE4QU+g0PTcSyzXM++dzz9WoOfsVlLmTWnOH8nzJri6L225b03RxU1gq7xs3XjpiHPNuscG/VaYmRE9FtARZpvxazBvwn0bShTGqC2J3B42u4AXAXsERE/A64DOuQcMjP9O4f6J+qZmfO+obwAXzew3eD5JK0FnAkMiog5Kflm4Kh0L2cx773MFRHXRkS/iOjXJdU2zcyshCq8jb6YAf4ZYOFUMwVA0tqSNsvZXhG4EtgzIr5NyTUBcJqkjsCPQ6PrNh3o1GAueAHYVdKikhYDdktpzSapC3AnsH9EfJKzqxMwWVJ7wG1uZmbWIooW4CNr+98N2CY9Jvcm8BfgY0mjUrYDgSWBB9LgtEcj4guyWvsY4AnglUZc7lmyQXW5g+wKlelVshr1y8Bw4PqIWFBt4QOAFYHragbbpfQ/p2u9CLxT18FmZlZeKv05+KL1wVvTrbZWn7jqXj95Z+XDffBWTlqqD/6WB59r1jk2WKVLSfvgvdiMmZlZAaWvgzePp6o1MzOrQq7Bm5mZFVLhVXjX4M3MzPJkT7oVd5CdpBslTc1d60RSV0lDJb2f/l0ipUvSZZLGSnpd0noNnd8B3szMLF/LLDZzM5A/J/GpwNNpYrWn0zbAjmQzqvYimxTt6oZO7gBvZmZWQLHnuYmI54HP8pIHALek97cAu+ak3xqZl4AukrrXd34HeDMzs/LRLSImp/cf8+MKrD2A8Tn5JqS0OnmQnZmZWSHNH2S3lKQROdvXRsS1jT04IqJmZdKmcIA3MzOrZYHMRjetCRPdTJHUPSImpyb4qSl9ItnS5TV6prQ6uYnezMysgBYYZFfIQ8AB6f0BwIM56fun0fQbAl/mNOUX5Bq8mZlZCUi6E9iCrCl/AnAGcD5wt6RDgA+BvVL2R4GdgLHAN8BBDZ3fAd7MzCxPS6z4GhF717Fr6wJ5Azhyfs7vAG9mZlZIhc9k5wBvZmZWQDks+docDvBmZmYFNGOgXFnwKHozM7Mq5Bq8mZlZARVegXeANzMzq6UlhtEXmQO8mZlZAZU+yM598GZmZlXINXgzM7M8ovJH0TvAm5mZFVDh8d0B3szMrKAKj/AO8GZmZgV4kJ2ZmZmVHdfgzczMCvAgOzMzsypU4fHdAd7MzKygCo/w7oM3MzOrQq7Bm5mZ5cmmoq/sKrwDvJmZWT55kJ2ZmVlVqvD47gBvZmZWUIVHeA+yMzMzq0KuwZuZmdUiD7IzMzOrRh5kZ2ZmVmVExXfBuw/ezMysGrkGb2ZmVkiFV+Ed4M3MzArwIDszM7Mq5EF2ZmZmVajC47sH2ZmZmVUj1+DNzMzyebEZMzOzalXZEd4B3szMLI+o/Bq8++DNzMyqkGvwZmZmBVR4Bd4B3szMrJBKb6J3gDczMyvAM9mZmZlVo8qO7w7wZmZmpSBpHDAdmAPMjoh+kroCg4GVgHHAXhHxeVPO71H0ZmZmBaiZr0baMiL6RES/tH0q8HRE9AKeTttN4gBvZmaWR2r+q4kGALek97cAuzb1RA7wZmZmBaiZ/2uEAJ6UNFLSoSmtW0RMTu8/Bro1tfzugzczMyuOpSSNyNm+NiKuzdneNCImSloGGCrpndyDIyIkRVMv7gBvZmZWSPNH0U/L6VuvJSImpn+nShoC9AemSOoeEZMldQemNvXibqI3MzMroJiD7CQtJqlTzXtgO2AM8BBwQMp2APBgU8vvGryZmVkBRZ7JrhswRNlF2gF3RMTjkl4B7pZ0CPAhsFdTL+AAb2ZmVkujB8o1SUT8D1inQPqnwNYL4hpuojczM6tCrsGbmZnl8XrwZmZmVpZcgzczMyvANXgzMzMrO67Bm5mZFeD14M3MzKpN8xaMKQsO8GZmZnnmc8nXsuQAb2ZmVkiFR3gPsjMzM6tCrsGbmZkV4EF2ZmZmVciD7MzMzKpQhcd398GbmZlVI9fgzczMCqnwKrwDvJmZWQEeZGdmZlZlqmG5WEVEqctgeSR9AnxY6nJUgaWAaaUuhFni7+OCs2JELF3MC0h6nOy/WXNMi4gdFkR5msIB3qqWpBER0a/U5TADfx+t5XkUvZmZWRVygDczM6tCDvBWza4tdQHMcvj7aC3KffBmZmZVyDV4MzOzKuQAb2ZmVoUc4M3MzKqQA7yZWYWRsjnWav41K8QB3lqlnD+QnSQtlp9uVq4kKX4cHb2CpDaS2tbsK2HRrMx4FL21OjV/ICXtAhxDNn3oixFxee7+khbSrAGSjgJ2B/4DTAaujYiZ/v5aDdfgrdVJwX1b4GzgMOA94FJJf87Z75qQlS1J+wEDgb2AtckC/RmSFvb312o4wFtrtQRwILAGsDmwBXCKpD9AFuRLVjKzPAUCdpAF90FAB+B8YH3grJog38JFtDLkAG+tiqS+khaPiLvJVuz7LXBeRDwP3AWcKWkl14CsXEhqUxOwJZ0q6aiIuA34BtgU2DEiHge+BRZPLzOvB2/VL6fPfXXgAuAHSbtFxBeSPgRWTP3xbYH1ImJcKctrlisifgCQdCBwFPC6pGuAhYF1gD0lzQIWA86KiE9KVVYrL67BW9VLwX0AcBPwNPA9METSosCzwHrAX4GHImIMeDSylZ6kHpK6pPe/A34PHALMADpExFTgeLJWqCOAEyJiSqnKa+XHo+it6klqA/wTuDMiHpHUCfgL0BMYFBHfSVo2Ij72CGQrB5K6kdXW/0pWEfsF2ZMeH0l6ABiYRsx3SS1Ri0bEN6Uss5Uf1+CtNWgLtAd6pO1vgTuBlYGbJS0WER+DB9dZeUg18b8Aq5ENpHs2BfeFgCWBrpIOAl6RtISDuxXiAG9VJ2cSm7UkrRQRs4CLgJNT3/tssqD/b+AHYLPSldbsR6m1CYAUtFcHtgG2S61M35M91nkWcBCwW0R8XpLCWtnzIDurKjkD6rYGbgDel/QycDNwMHBHegZ+V2BnYB+ga6nKa5YrZ0Dd2sA7EXG7pClkwbytpFuBd8ma73eIiLdKV1ord+6Dt6ojaSOyP4gXkdXUdyd7dOhSYA6wHPAZ0B24EtgzIt4vTWnNQNKGwEYRcbGkI4CTgJFkg0CvJ5ur4QBgGPAO8G5Nt5JZXdxEb1Ulzcn9G7Kg/lFEvAk8BHwJnAr0iIgRZJODHAcc4OBuZSCAwyVdAvQBNgHuBn5CNp1yzTwN6wKvObhbY7gGbxUvp1m+fUTMSqPkbwOIiAEpz3rAALKR9O+kR+TaR8SXpSu5tXa5T21I2oxsRrppOd/bXYCfA9PJBt21j4ivS1VeqywO8FbRcoL7dsCOwCyyEfKTgXOBzhGxZ8rbKSKm+1E4KzeSjgRWAB4G7gAujoiL077dgb7ABRHxWelKaZXGAd4qXupzvxM4FtgF+Bx4DXiMbKCdImJXB3YrF3k190FkP07PiIhxkvqTjQ25PSIuSXk6RsSM0pXYKpH74K3iSFo5/RGseSRuPeCWiHgA+B0whuwP5gxgf7JHivyMu5WFvOD+E2Cn9JoKEBEvk32Pj0o1exzcrSkc4K0SbQY8Jmnj9IfyQ2ATSb0jYmZE3Ew2S93aETE9Il4rZWHNcuUE9wOBy8mmmx1O1jRfk+cVstXiHi1BEa1KOMBbxYmIW4GTgVskbQI8R/YH8leSNpbUC+gMfFG6UprVTdJAYA/gmIiYBvwamCFpcE2eiHg1Ij4oVRmt8jnAW0VIU3TOFRE3AH8HbgRWJav9zAIuJOu/PDcixrZ0Oc0KKbB40TJkzfI/BYiIL4AjgQ5pMhuzZvMgOyt7klYlm/jjXmAE8FlOM+fhZIPr9ouIVyQtBbSJiKkeVGflIK/PfWlgelrg6EiyvvYDU5M8khYHOkbEpNKV2KqFp6q1siapN3Ar2VKvoyLi05SuyFwjaTbwkKSBEfF8zbEO7lYOcoL7ccCWQBdJN5I95TEDuFrS7yPiPxHxFfBV6Upr1cQB3spWqs1cAVwVETfmpNc8+94uImZHxPWSOuAuJytTkrYC9gO2JlsDoRewNHBZ+vevaY2E7/3D1BYU/0G0cvYtMB64D+ZOQzu3RhQRsyWtnQL+FRHxXIG+TrNy0B14KyI+j4h/kk09+0uyqZMvAAakJ0Ac3G2BcYC3crYY2TPumwJExJya5TQldZa0Jdm88z+vOcB/IK2cSFo4vX0JWEzS9gAR8RQwAVglbXvJV1vg3ERvZSsivpB0ObC7pIkRMQqoqaFvRjZr3dERMbNkhTTLIWlF4LuImCLpMGBtSe9FxKWShgE7SNqYbE339cgGj5oVhQO8lbshwIpkK23dDTybnn3/G3CSg7uVC0nLACcA4yR9Sda69BfgwtS9dCfQGxhI1u++e0RMKFV5rfr5MTkre5K6kc3q9TvgVbJmzfMj4gE/CmflJC0Msz7ZwjF3RMQjklYmW+r1gYj4S8rXPiJmlbCo1go4wFvFSIH+B2DhiJjg4G7lQNISQLe0DHFvYEOySWw+A86JiPGp6f4J4J8RcV4Ji2utiAO8mVkTpUGf65GNiF+ebIrkQWSPw20HjAPujYiJkpYH2kbEuNKU1lobj6I3M2uiiPgB+C/wM2AA8FhEfB8Rj5E9CrcisL+k5SJivIO7tSQHeDOz+VTzuCbMfcTtOuBislHzu6f0IcAbwMLAd6Uop7VubqI3M2siSXsAAbwXEW9I+j2wDnA72SOdywKPpsVkzFqUa/BmZo2UO1OipP2AC4B+wN2Sto+Iy8kWRDoJuBkY4eBupeIavJnZfJK0I7A9cGVEvC/pl8ClwOER8YSk7mSrGk4saUGtVfNEN2ZmDchZ4KhNGlg3EOgLPCbpg4h4KFXu75a0X0Q8VNICm+EavJlZvfLWc+8aEZ+l9xcCXYFzgA/SD4AdgLERMbZ0JTbLOMCbmTWCpN+RPd/+GtnjcCPTWgmLAecD73viJSsnDvBmZg2Q9BvgAOBgYDDZBDY3RMS/JN0MfAMc4+lnrZy4D97MLE9OXzuS2gM9gd3J1kT4Evh/wO9S6/2BkpZ1cLdy48fkzMxypD73muB+BLBxRJwJdAB2jIgtgYvIgv7WkjpGxMclK7BZHRzgzcxy5AyoO5Bsuddd065FgHUkrQnsCEwA/hYRM0pRTrOGuInezCxPmpFuEPAHssfhiIh3JV0M3JqyHRQRU0pURLMGOcCbmeWQtDSwNNmz7p+QjZyvcRVwDdAhIj4tQfHMGs1N9GbWqknqK6l/CuxExCdk67hPALqQ9bUj6RDgAeAHB3erBA7wZtZqpYlprgFWJ1vLHYCImJXmnf8S+EjSacAhwPER8W1JCms2n9xEb2atkqSfA5cD+0TEK3n7amav+y5NQfsbYJeIeKvlS2rWNJ7oxsxaJUnHA3Mi4lJJ7SJidu60tDn5Ngc+iohxJSmoWRO5Bm9mrUpOEF+ZrAkeYA7M84jc2sCqwK8iYp+SFNSsmdwHb2atSk4NfQiwoaS+NSvFSar5m7gp8ApwSkkKabYAOMCbWWs1HBgGDExB/oeI+EHSIOC3ZM3340tbRLOmcx+8mbVaknqQjY7fGhgBfAvsAewREWNKWTaz5nKAN7NWTdIiZLPVbQNMBp6NiPdKWyqz5nOANzMzq0LugzczM6tCDvBmZmZVyAHezMysCjnAm5mZVSEHeDMzsyrkAG9mZlaFHODNyoykOZJGSRoj6R5JizbjXDdL2iO9v15S73rybiFp4yZcY5ykpRqbnpdnxnxe60xJJ85vGc1aIwd4s/LzbUT0iYi1gO+Bw3N3SmrSIlER8ZsGljvdApjvAG9m5ckB3qy8vQD8NNWuX5D0EPCWpLaS/i7pFUmvSzoMspXSJF0h6V1JTwHL1JxI0nOS+qX3O0h6VdJoSU9LWonsh8RxqfVgM0lLS7ovXeMVSZukY5eU9KSkNyVdD6ihm5D0gKSR6ZhD8/ZdnNKflrR0SltF0uPpmBckrb4gPkyz1sTLxZqVqVRT3xF4PCWtB6wVER+kIPllRKwvaWHgRUlPAusCqwG9gW7AW8CNeeddGrgO2Dydq2tEfCbpGmBGRFyQ8t0BXBwRwyStADwBrAGcAQyLiLMl/YJsLveGHJyusQjwiqT7IuJTYDFgREQcJ+n0dO6jgGuBwyPifUkbAFcBWzXhYzRrtRzgzcrPIpJGpfcvADeQNZ2/HBEfpPTtgLVr+teBzkAvYHPgzoiYA0yS9EyB828IPF9zroj4rI5ybAP0luZW0BeX1DFd41fp2H9J+rwR93S0pN3S++VTWT8FfgAGp/TbgPvTNTYG7sm59sKNuIaZ5XCANys/30ZEn9yEFOi+zk0Cfh8RT+Tl22kBlqMNsGFEfFegLI0maQuyHwsbRcQ3kp4DOtSRPdJ1v8j/DMxs/rgP3qwyPQEcIak9gKRVJS0GPE+2vnlbSd2BLQsc+xKwuaSV07FdU/p0oFNOvieB39dsSKoJuM8D+6S0HYElGihrZ+DzFNxXJ2tBqNGGbHlW0jmHRcRXwAeS9kzXkKR1GriGmeVxgDerTNeT9a+/KmkM8A+yFrkhwPtp363Af/IPjIhPgEPJmsNH82MT+cPAbjWD7ICjgX5pEN9b/Dia/yyyHwhvkjXVf9RAWR8H2kl6Gzif7AdGja+B/uketgLOTun7Aoek8r0JDGjEZ2JmObxcrJmZWRVyDd7MzKwKOcCbmZlVIQd4szIjaWFJgyWNlTQ8TUKTn2e11Fde8/pK0rE5+38v6Z00gczfUlp7SbdIekPS25JOS+nLS3pW0lsp/zEL8F7OlrRNE46brylsm0vSAZLeT68D6sjz9/SZvi5piKQuKb1/zn+H0TmPAyLpRklT0xiD3HP1kfRSOmaEpP7FvUNrjdwHb9YIktpFxOwWutbvgLUj4nBJg4DdImJgPfnbAhOBDSLiQ0lbAn8EfhERMyUtExFTJe0D/DIiBimb3/4tsulpZwLdI+JVSZ2AkcCuDUxrW1SSZkRExxa6VldgBNCP7DG9kUDfiPg8L992wDMRMVvSXwEi4pT0WX6f0rsDo4Hl0vbmwAzg1jT1cM25niSbROix9GjjyRGxRfHv1loT1+CtoqmOKVCVNxVrSuso6aZUg31d0u4pfUbOcXtIujm9v1nSNZKGA39LNbX/SHpN0v+TtFrK11bSBcoWh3k91Z63kvRAznm3lTSkkbc1ALglvb8X2Fqq9+HzrYH/RsSHafsI4PyImAkQEVNTegCLKZshbxGyee6/iojJEfFqyjsdeBvokcp9uKR55sJP6Qemz36oskVljpJ0fPpsXkpBM3+xm/NTK8Hrkmpmy+uWasOj02vjvOt0VDaF7avpv9uAlL6YpH+lY8ZIGljXNRphe2BoRHyWgvpQYIf8TBHxZM6PvJeAnin9m5z0DulzrjnmeaDQREIBLJ7edwYmNbKsZo3miW6s0tWaApXsh+s8U7GmvH8mm971ZwCSGnp+G7I/4htHxBxJiwObpZrZNsD/AbuTPXK2EtAn7esKfA5cJWnp9FjaQaQpYyUNJptONt9FEXErWXAdD5DO9yWwJDCtjjIOAu7M2V4V2EzSecB3wIkR8QrZj4UBwGRgUeC4/FnslHUHrAsMT9e/pp7PZq2UtwMwFjglItaVdDGwP3BJznmXBHYDVo+IqGneBi4D/h0Ru6WWiPxa+3dkLRhfKVuZ7iVl8/HvAEyKiF+k83eu6xqS9gVOKlD+sRGxBzmfdzIhpdXnYH58vBBl0+neCKwI7NeI1p5jgSfSj5A2eJEfKwIHeKt0haZAXZrCU7FuQxYMSemNmWL1njTtK2Q1rVsk9SKrgbXPOe81NX/Ua64n6Z/AryXdBGxEFvSor7l9fklaCPglcFpOcjugK9mEMusDd0v6CdAfmAMsRzY5zQuSnoqI/6VzdQTuA45Nk8005NlU45+efoQ8nNLfANbOy/slWbC+QdIjwCMpfSt+/FzmpHzz3CLwf6mp+weywNstXePC1FT+SES8kFomal0jIm4Hbm/E/TSKpD8Cs3PPGRHDgTUlrUH2HXksfwbAPEeQ/cC6T9JeZNMRz/dYBbP6uIneKpbmnQJ1HeA16p4CtT65A1Hyj8+dHvYcsqC2FrBLI651E/BrYG+yHwqzU7kHa94BcjWv/dNxE8l+rNQsONOZbN72QnYEXo2IKTlpE4D7I/MyWWBcimymuMcjYlZqtn+RrN8ZZTPi3QfcHhH3N3BfNWbmvP8hZ/sH8ioP6d77k7Ui7MyPC+g0ZF+yH2x909S1U4AOEfEe2eI7bwDnSjq9rmtI2reOz/vedI25n3fSM6XVIunAdO59o8AApoh4m6zPfa38fXkOAGo+53tSuc0WKAd4q2R1TYFa11SsQ4Ejaw7OaaKfImkNSW3Imnjru17NH/4Dc9KHAoelYDz3ehExiaxv9U9kwZ6UPjCt957/ujVleYgsAEA2jeszhYJJsjfzNs8DPECaolbSqsBCZM37H5FWZFM2re2GwDupf/8G4O2IuCj3RKlv/ah6PpNGSa0DnSPiUeA4oGbq2afJarM1Yxk65x3aGZgaEbOUDR5cMeVdDvgmIm4D/s7/b+/+QaoKwziOf397DdLWErUoQUu4JYSC4uwoRJNLS9AgbUIJgfN105ouurmIIK3RkIjc6+LQIBhNzQ4tb8PzHD2JRzO0S4ffZ7qcP/e85z0Xnvue5z3PgcdNxyildBv6uyqRuw1MSRrK38RULjt7DtPAPDFR8bi2/H7t2t8DRoDDS7rkO/A0P08Q1QfNrpUDvP3Pzi2BekEp1kVgKCdl9Tit0/6auJ37mchPN1kC3kna4/cR6goRPPv5vbO1dV3gKEd2f2oVuCPpK/Aq24eku5K2qo0ySE9yOhKsvAceKB7NWgee5x+EZeCWosTsDvChlNIHngDPgIna6LZ6ac0IzXcPruI2sCmpD3zK8wJ4CYxL2idmrz88s1+XKJe7T9zKP8jlj4AvirfuLRDXtukYF8qUyluiT3aAN7U0y4qk0dy0k8f4mH1UzU8YA3rZlg3gRSnlR+6/RpQLHpb0TVL1at05IsXQI+ZynEwQNbsufkzO7AZJ6gB7pZTVQbflb2Que6aU8nPQbTGzq3GAN7shknaJHP5k9ciamdm/4gBvZmbWQs7Bm5mZtZADvJmZWQs5wJuZmbWQA7yZmVkLOcCbmZm1kAO8mZlZC/0C0bWEnoeE7oAAAAAASUVORK5CYII=\n","text/plain":["
"]},"metadata":{"needs_background":"light"}},{"output_type":"stream","name":"stdout","text":["\n","\n","=============== SUMARY K-NN FOR EACH k ON ALL FOLDS ================\n","[[81.538 76.923 86.154 80. 72.308 81.538 73.846 79.688 76.562 87.5 ]\n"," [75.385 80. 78.462 83.077 72.308 76.923 73.846 75. 73.438 84.375]\n"," [80. 81.538 80. 84.615 73.846 81.538 72.308 75. 78.125 84.375]\n"," [76.923 83.077 78.462 81.538 73.846 80. 75.385 81.25 75. 82.812]\n"," [75.385 80. 76.923 81.538 72.308 75.385 75.385 78.125 75. 78.125]]\n"]}],"source":["from sklearn.model_selection import StratifiedKFold\n","from statistics import mean, stdev\n","import numpy as np\n","\n","allres = []\n","for k in [1,3,5,7,9]:\n"," print('\\n\\nExperiment for k=',k,' on all folds')\n"," model = KNeighborsClassifier(n_neighbors=k)\n"," SF = StratifiedKFold(n_splits=10, shuffle=True, random_state=1)\n"," lst_acc_SF = []\n"," kumpl_lbl = np.array(kumpl_lbl)\n"," kumpl_gmbr = np.array(kumpl_gmbr)\n"," \n"," num_label=len(kelas_asli)\n"," all_cm=np.zeros((num_label,num_label))\n"," for latih_idx, uji_idx in SF.split(kumpl_gmbr, kumpl_lbl):\n"," xlatih_sf, xuji_sf = kumpl_gmbr[latih_idx], kumpl_gmbr[uji_idx]\n"," ylatih_sf, yuji_sf = kumpl_lbl[latih_idx], kumpl_lbl[uji_idx]\n"," model.fit(xlatih_sf, ylatih_sf)\n"," lst_acc_SF.append(100*model.score(xuji_sf, yuji_sf))\n","\n"," #for cm only\n"," from sklearn.metrics import confusion_matrix\n"," predict = model.predict(xuji_sf)\n"," cm=confusion_matrix(yuji_sf, predict)\n"," all_cm=all_cm+cm\n"," \n"," print('\\nList of Acc. on all folds:', np.around(lst_acc_SF,decimals=4))\n"," print('\\nMax Acc:',\n"," np.around( max(lst_acc_SF),decimals=2), '%')\n"," print('Min Acc:',\n"," np.around(min(lst_acc_SF),decimals=2), '%')\n"," print('Average :',\n"," np.around(mean(lst_acc_SF),decimals=2), '%')\n"," print('Standard Deviation:', \n"," np.around(stdev(lst_acc_SF),decimals=2))\n"," allres.append(lst_acc_SF)\n"," print('Confusion Matrix and its plot:\\n',all_cm)\n"," plot_confusion_matrix(all_cm,normalize=False)\n","\n","\n","print('\\n\\n=============== SUMARY K-NN FOR EACH k ON ALL FOLDS ================')\n","print(np.around(allres,decimals=3))\n"]},{"cell_type":"markdown","metadata":{"id":"7ynp8EopChOS"},"source":["**SVM**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"e9kzwjN6E8i8"},"outputs":[],"source":["import numpy as np\n","import cv2\n","from skimage.color import rgb2gray\n","\n","\n","kumpl_gmbr = []\n","kumpl_lbl = []\n","imgpths = paths.list_images('Dataset')\n","\n","for dirimg in imgpths:\n"," gmbr = Image.open(dirimg)\n"," gmbrz = np.array(gmbr.resize((224,224)))\n"," grey_image = rgb2gray(gmbrz)\n"," nil_pix = image_to_feature_vector(grey_image)\n","\n"," kumpl_gmbr.append(nil_pix)\n","\n"," lbl_kls = dirimg.split(os.path.sep) [-2]\n"," kumpl_lbl.append(lbl_kls)\n","kelas_asli = unique(kumpl_lbl)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"IFXJs0_hCjXH"},"outputs":[],"source":["from sklearn import svm\n","from sklearn.svm import SVC\n","\n","svm = SVC(kernel='linear')\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":623},"executionInfo":{"elapsed":118412,"status":"ok","timestamp":1646730884797,"user":{"displayName":"Percobaan Colab","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"17357386568344120398"},"user_tz":-420},"id":"XynHiMeCNXQ6","outputId":"14d07a54-5339-429b-c949-7492a0343fd0"},"outputs":[{"output_type":"stream","name":"stdout","text":["List of Acc.: [78.4615 75.3846 66.1538 64.6154 66.1538 61.5385 70.7692 75. 78.125\n"," 67.1875]\n","Max Acc.: 78.46153846153847 %\n","Min Acc.: 61.53846153846154 %\n","Average: 70.3389423076923 %\n","Standard Deviation: 6.0474\n","Confusion Matrix and its plot:\n"," [[292. 104.]\n"," [ 88. 163.]]\n"]},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}],"source":["from sklearn.model_selection import StratifiedKFold\n","from statistics import mean, stdev\n","import numpy as np\n","\n","SF = StratifiedKFold(n_splits=10, shuffle=True, random_state=1)\n","lst_acc_SF = []\n","kumpl_lbl = np.array(kumpl_lbl)\n","kumpl_gmbr = np.array(kumpl_gmbr)\n","\n","num_label=len(kelas_asli)\n","all_cm=np.zeros((num_label,num_label))\n","\n","for latih_idx, uji_idx in SF.split(kumpl_gmbr, kumpl_lbl):\n"," xlatih_sf, xuji_sf = kumpl_gmbr[latih_idx], kumpl_gmbr[uji_idx]\n"," ylatih_sf, yuji_sf = kumpl_lbl[latih_idx], kumpl_lbl[uji_idx]\n"," svm.fit(xlatih_sf, ylatih_sf)\n"," lst_acc_SF.append(100*svm.score(xuji_sf, yuji_sf))\n"," #for cm only\n"," from sklearn.metrics import confusion_matrix\n"," predict = svm.predict(xuji_sf)\n"," cm=confusion_matrix(yuji_sf, predict)\n"," all_cm=all_cm+cm\n","print('List of Acc.:', np.around(lst_acc_SF,decimals=4))\n","print('Max Acc.:',\n"," max(lst_acc_SF), '%')\n","print('Min Acc.:',\n"," min(lst_acc_SF), '%')\n","print('Average:',\n"," mean(lst_acc_SF), '%')\n","print('Standard Deviation:', np.around(stdev(lst_acc_SF),decimals=4))\n","print('Confusion Matrix and its plot:\\n',all_cm)\n","plot_confusion_matrix(all_cm,normalize=False)\n"]}],"metadata":{"accelerator":"GPU","colab":{"collapsed_sections":[],"provenance":[{"file_id":"1eK2eilKrAiapcA4YgjBv-3FN2YeYWn15","timestamp":1640533953817},{"file_id":"1KV1k7XWc1yifID6YXKxLVGp9oTQ7QK3x","timestamp":1640227369199},{"file_id":"1gTMVVLxXw5S-a6RStdUGlz3vc33mR2Ff","timestamp":1640177339166}]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}