2012-10-15

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MicrosoftInternetExplorer4

Introduction to Computer Vision

Textbook

Readings will be assigned in "Computer Vision: Algorithms and Applications" by Richard Szeliski
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pkY6rl1cXwJR/BrYYNUrb9bJ+a0iLcsiAugEPU6Q7tS6+KEjw30ALHKtuN3VGqdVK7uNQ9Ri0TJarRmChgf6Uew5UsBK8/9hjaD0Qz87oHLLK1Wj0Z3Pp05Mb7zkkKulXPblLo2hW5felmHysr+PI7oWlEdcPx2tXEB1L8vTRBJlSez2RKVPrtKkFFYt2BC2PrJ1nwYjWLltfstJCKO5kq6Wcn/5HzpjrMl6XnVWAx6Soz/kDHhmTF0ZKW4WFOTWfpea0b6uM6OD+pQaq9XdkZg9WIVu0E0wsdtWXIwuI0rVQs7rA+ppEagtKXj4UtVeoMJ0PFCSRO00IltiabA89AYTOeKm7lSaxKIRoEM+jSjvKWuRYzHopcmBvdqw1MXwlWp4WCTnn2/WdeVvEep1pNJhOhAd1ar/PANNpDQKKRrFa35tW2bv76+4UAWYP/jejQGc16F1ZPFBLozqFa/Pme0350KHmQA2My1ybqdJXDwYAa+PCmUiLUmxOLJtRv/lQXmknW5aHooRczqKRFUMjG7gifuenWdUdQASP+XObHOWLRSZwRxBRACNhdwhGZbmhwm15rCJYhGen43uV0YOrI+dcc/I5pBcSEKpUq5qjuEza0WAi7OTwjsWdPcFYHZqW809yveArVuV7YCxxk5wr0/9R+BL4WYFO6DsOVaQVgzgqBnRdPHhNGBG/akuSCgLD8IBHB70g4tIFPGfV5pS3tf2jLv89QaPfDEaRHeJCwqwt/91sPRvB3F9cDjmpZMivhhy7SxtnyW5fxeXk3QXQkpkQzQO05zd/Kj3GqrTm+ac8JID7vQ0sNpQImdnuP3Md0YuphV3K5EBLjjcdi+XlT5e5KtA92mlPT4QqupzfpU6B6u/WzlqWiwKfRyf5b3piA2BWEJKKxMDZ8aY81SC5b7wgctJrO5rKYHzx7JTNWXJcKOap50TIj35Fh/EH+L2pWqPvb+meXcw5fKXps3GuzYMqJ8z9yqBNuj9sccNtkJT7GZV9DUPUOUBrOkXenmSvKkgukkQDgyho6sjfx2xOgRYDOLfey9yVh/N7Dw9Yy9umF76AQC9ukN9A8GW6JHyzPtfHFYDAjvQGHT8ZxavvwPWqLQGYvYrYCsCSO9jTpDHlug7yOaN5gtH/1aUlAjeG/JuMggz9UzYsIYbgs/y3ykPgaDgsx7pG8Wm+PE9y9d4/OMoQsDblXw9QYjYGS0z0NeDeyC96xKCvJ0EUgU4NKdhHPCdqdLdbG5CqFYMWgdtmXma7PFsgOFWqvX6qz+jE4mDIoxmcwWnd5IpZDS4gJvsJ6yGc9k8ebuurT7x7vAjMRIv4XjAh6poNLoFRprBAV2e939RSJITniwqZW0qxAOjqEja36NoMG2sx4f6dtTTiMTR9iyXIPY32Aw+dJIrk7dLnbcCBrwgsxa4WCZEexFBgormtqe4V5Jh1Zi2+ElhDyUsA6DRBJx6GdQyOa1c21hCa9NwW1X91VtWqQPGAdQUBvN/8p8cOh3ptliCXgsBXirTMNptY5wpF/3R1E+ZCIeq9YZq1skCAfH0JG1XW34OoMJHMnylNCeX9vMiGLgbItXSV3bgwaRF40c4dMZoRIwqHHWX7oYTt2p/iNNo1Gd3UQjrW+I9AbTmbw6SAKcPfgPHid06eWCx6EfGhPoVTkWjQQrwAia0x1WC+D6gqSQnsmF58YyZtpC2IFCqNAVsq3v/POqWjt6e2kAYVKEz8bpkfZkrfdq+MBT8oSPxiE6o/nX3BqwFUsKpxO6Yq2USF9gcHZZI0cMe9aB4FxB/ekslre7y0fLxpFsrsjHlbhsYhggBNg7gx3DvoulKo3ulbQIaKxXJAfTXEknr7JK/p+9Kw1u4zzP2AWwuO/7JAjwJsFbPCzJlmRLsmxLvms3sZ3GbdokTTpOpmmn7WSaTmb6I/UkfzpNPE0niZ3W8dhOHCtxfMrWYVnWLVHifYEHQOIi7hvYvrsAwcOkCB4GCXmf0Q8K2P2+xfc93/s+77e772sjnjxS8DEZjzC6SjGXT54uF7Czbr1aQQTjGIpoJMSTHzwWo0zKzfdrNSuzM32vVVdVJj/+yeCZwZypHpxww1weaitvMkgqVMKvH6yLkp70WIcZGk+kMkNOQoHc32z41pHGWr3sFyf6xh2+unLlj57qbtBLyuX8I426Zw7Unu63s+iIRU70zmFj5Uohu7Bbmu9cnYAFcxLWwPwnTBQxKfgSAeHKTVIul9yFPdBkbDLmCjrUGuXD0953rk7KuJhFS1a2xuhGCQeO+91F24kr4x012lbSEgvYDLi2GW/oh69doJGLv5GshM1lYRoxByFLYpvIZ2UgOJNwtiww+JywjkLDm0cap50ZcMz5Qse6KvZWq5sM0r853KCScH97dujNi+OpDD7mDAxNe+9rM9XrxK1lUgi6Xzpx8/nj1yDC4GL05+5v4nOw/kk3n8tSCti+cPxr91od3vDAlKepXA42UCvlHe2yDE55nf5Is1lxY9J7dJdZLxcw8IySx7yrVvvN+5veuTD6L785H0vmQhOYyOYyWaNFdbTdZNWLf3N6qEzOiyRSN8bdvXYfWLtUInFPk7G2TGH3BMEF2/3R6yOzZXLBHfW6J/dW399iNKtF3//fc9O+6BPdloMtZaMO3/is3yTnV6hFNye9S2qpr4RYInVHpeo/370Zmt8KaDFKn3uwxRuOww9RiLgSLsvpC++u0+1r0Kl5WEe5rEYv+YeXPrH7In9/tNFaroKfPzMXbi5XDNh9zkDsTJ8drP5DXRY1H3v2QB1KR//uZyd6ya2ug1bdQ93E+Di8oVqjbNQ+d6jJ2Fmj6Z9we0LxOoP0o147bQdjHYWGtxBqIVsnFzCZdFAFbl9kcqlcU/BZRqWQQUfdvvCIayORUB5//P6xrmrN93763sVJH5eDBUKxIYc/uXRTFvy7WS0G+2pzBjzhhEUpcAdj+Z18MMlVGhGPjfVNeSOJ3L0osNygfaHBUDg+OuuPJDPrvbDFKFcIJjyh9OpbxaCJjXKeXMRFUTQQjo3OELu4t2gQbDNcnljAiSWSIw7/bfNc9vZsZ8BozwRiq31L3FQMbSQAWg3RZPr66o8wg5i+NLrQ3Yhzyc4DUKjfvlwdhuOp67d8JnpdGHOtsdeRwvFRV2i04HULq7Hf4adtenNtp6EkHxWj8MXEF4Ks7NLfD6dAK3KAVUxUKvk/fqbbWiZPJFIVGnG7SQaS1BWMb75lCtuF7QmwigAGinBZzAxOAEEgTkKjiVQyvalIiML24rb1jyniCTrqDe/bCl8IzUrh9gBFVgolA4qsFEoGFFkplAwoslIoGVBkpVAyoMhKoWRAkZVCyYAiK4WSAUPFZm2+FQoUigBGjYi/3ddAgUJBoGQAhZIBRVYKJQOKrBRKBhRZKZQMKLJSKBlQZKVQMtg2snJYjF116oYKxeabyoLFpLfVqqyVW9ZggcAYaLVRcrBjyzJHSwSsA+1GnYK3+aZuMxSVrC3VSo0sNweNFfLvPNWpV26wvtQ9HWX725fwo7Zc+tyXOrRkHqFiQsBlfuVoY1ud9rNfMRko0A5dZ57eB/ZY/vqxNiEXg/X81aNWnXLdG+GP31PdUqVc71k7H0Ul6z2dpvY6dfbvC32zDtfGK0sppdx8QbM9jRoUQXqG3U7vNuQe8wTi/baVE16YtaJjd1Vy1plc9tUPclnoGHTEoBbyOFghZ8GSaK9VZf+GFSsRbU1Szh2F4pFVxMPKtOLGSiVjvopVZv2vmuaTZr/63sDr5KTWmqQHu8zZz1dMEbxVCcjXayAB1SapViUqU63P2OfzCAUjyf/41bkhW0GpX2rKZYe6c4USfvbalY8uTqw6huS/UkTx3m7Vq4QDo+62ei2XzQwsrSxcZZTsadYHw4kMjg9P+frHPVwW8+heMxgtqYD15qlhfzgB+mFvi95m9x3eXXG5z+ENxBQS3okL48f2VenUovv2WN46Q2SxhCXx54eqK8vkv/9o8Pqwq1wr6mrQ2l3B9nptNJ46fnIIxINRK375Tzeho3qzTK/k8zgsHof5yrt9i5OoVerFFQaxRikEjv7yeE+DRd5WqxmZ9O5uMQ7ZPL/9cCiVzqik3HvvKJ+YCTaYZd6VsiFhDLovEG2sUvWOE4QrUwvuaNR7fOHKMhnGZLzybq8/FIfVa9KKQuFYS53u5MXxU5fnUwojiFbO67Lqesc8MCAcFv1QpymVwRsqlGevTZ2+MmXSCKFfFotp0Ut+/daNR/ZXGzSig52mQZvHWqF0ekPne2eFPOzYXos3GFeIOcdPj8wFY2Vq4Z2thnG7b1e9NpHMvPiHHhhbnYLfVCnP4EiNSfrzN66Fojs0N1bxLGu5RnD+pp3JoNeVLyk0KuBi33i8dWTK9/758X27THUmKfj0bz7eEogk/nhmJJ5M/+0TbXQU6WzQPLi/BhgfiafkYm53o67CKAXbc3XACYTIMhUAnH7nnA3Y+dD+ajirtVoF5Pb6Y787MdDVqIclAdSPxlIP7K0Q8bGvPGC9Mez+w+nhdCq9OHl8uVb4vb/ovtg3Mzzh6WjQM+jovjbjrgbt5Gzw7bMjh3dbZCI2k458+8n24Yk5sGEzK8kPjYzrC8aAOq01qmzjFp344btrYEW8fmJALGQ//YBVzGfBlQCbgVjne6b/6uFWrSKvUAn7et+eCgEPA+fwpXvr1XLB22fHekdcFQYp8P6fnr3j3A3HhxcnGqtVoG5vjrjcvuh7n46HIon776yUioiMmd94rCWN0976eBTW0reeaGNjdKAjDAi0DYuz1qxoJqXt1x9rcbjDb38yNjUb5LJ27tv5RSIrzBaGMa4MOD3+iLVyifaHgVZIeTDQc8G4P5RgsxhgDmvK5WeuTsO3Z65ONVapYW7OXLMzGOio3f9fr1x6+d0+X3DlvG6Dkz6YGBCvHDaWSuMjdn84Ep+YDYxM+5OpzJjdB73MeiNcNgNBEJmY+8zRRr1S8NqJwcXFJwQ81qlLNpcvBqsCXGYskR6z+33B+Oi0f9YTRhGUTkerTTKjRnRl0AmccvtWuJgyjQiu9mLvjEEjFpJpZc/22MHFTzuDM57IRxfGq8tkOEIbnZ7z+GNwSUB6sNYtNTndCXwKRhKxBJHMEOxip1V3rmcaTgdKwYKRCDmnLk24/XCFnGX9gjuKkdkOLTpRc43m46tEQbzTV6fAnJt14r7xuXg8BV5lyhmKxJI8LqGnWUzG0w80Nlcpfn9q2OVfNWHetqNIZDUoBWAhwI+75yKtNerFZiwcS864gjCdAg6Tg6E3R91gFWBWsuV7YBZB42oU2cI9OEwnWNZ4Ir1aR5+t6bi4csriL4F8P/n1p2DXf/CNOx85UMVYVA/2+pDrlXf77+0yCbgLsRGOLyksoZbzU6kMrIfVrgSWHNBRzMfgiNY8BedhmwmyWIx8xm0aUcY27Q/FhPwVAiMeFyMqe8WJXw1LDqzg1UHny+/0HmgzGFcXxAoJF3zCjJcoDJZIplOptILMtPzZK/7J/52fcYf+8au7vw3Wl7mRfPPFQZHICqbx/U9tH1yYeO/cmEzCK19UAyMcTf7qzevdVk1Xg/r19/sv9c0Gw3E6HcmmtAbNmsngXn9k432vAmDnuCPwry+cfuXtm0f2VCze8wJX+M/Pdg9OeEemVs0aCdMPTmC16E3IZYaiyT+dHX3j5LDdGeio1y47Ekx7LJaMxJakZseYdK9vhV8ajSWj8WSFfqG+EgMlRAis2wt9q1ZbAOrDmpeS6eTBjTBAQK/ijmLx1PMvnf/3/znTXKMGLbvlQ71VKAZZgXZapSA7UgM2TzyRaq4mNrBg/uAfaMdnjjWCMQMnC8IfTOOAzWt3BjvqiWN2NWjGpufAeS2bbISW31LAQQdDiCZYmmV8RRot/gw86dceaQJDdfb6lH02kFoUXe1u0VuMUhAMTVVKME4WnRDitsUnQ+/DE144ZV+LAUgPAQrGQGFB5g8wacVestYhoGfIWWNWZC0WkIZJpl2HiK131DVL1lyFc2GI9AoekPVSnwNZuNZc4O70Rm4Ouw52W8Dpw8GP7q/otGog1LM5/N0NapAlMjGHlNFotUEMOjjbAAza6JS3o56oMtdRp551hwZsnhUH5Dtf3sVgIDdG3ANjrmh81dIG2w56bfeffd597GnSdVr1oFbBf9WUSUGDqmU8UAKNlSoemwEhCEzAk0esd7abwMKB0jp/09Ez7NzXagRNWWUQv/D6VTBjBztMVWVy8GWznhCcfqDDxOdiY1Nzrrnw7mYD+PBgNAl/wITZ7L672owquSAYitabFaAdHa4QRO5tddpMJjPnj9zZXiYRsuGw9loNNCUTsi/0OgYXlQJkMVCIxqwWYkuhoUIBAY1EwBYLOFMz/nKdqL5CCToYArtAOPbw3bUGBQ+iQLiYvjGPhxR8wOwnD9eBiweJzMHosDJB3SI0YhE+endNMpGEMBEi/V8evxFNpEEh1JhkiUSqy6p948NB0NaP3l1lMUjBKAL/rJUq+MkDE95rg7OVBsmxu6qqyyQnL0+5fZHOBhhV3YcXJmC1N5JbBNARQghuDAwk/NE36r7Y6wDpBcPYYJb99xvXQJcf6jRZDBKnNwQj32XVw5LuGXa1VKvqzApY7bPe8Kkr09vNyVWBPPzdV7f3ClgY/ekjdScu2MYcgWqj5Lkvd/7w5x9PO7es8FURwGXRI/H0modBMP6Lfzv6g5+eHJhYWBh/+aBVIuI9/+K57f4RJYDtf5AFQpyGSpUvFIcIZsYTBoMXLrXsf4UwlUZqAGS+atzChzRkA7cbvpgohgy4NSC0xzOZ9joNuGa9nPfxtWlH6VdsWhGHu01KGZ8s7BHJ3haBQLOtTiPgseKJpN0V2lCNzi8Qtl8GUKBQILZfBlCgUCAoslIoGVBkpVAyoMhKoWRAkZVCyYAiK4WSAUVWCiUDiqwUSgYUWSmUDCiyUigZUGSlUDKgyEqhZECRlULJgCIrhZIBRVYKJYN1ZzTAmGiDhbfSC70UShU4jiMLr2De4jjibQcczySTqUg4lEmm2Fwuh8cbmYoGwgW9K7FJrJusIj7ju08ZcXyHZpihsBx4moYw1jIuSDZRWO6N2oVzM8SJSD6TAJ79cHhwLBbF9Tr9tfOXqxsbXvyA2TNSDLLeVjIAT+/c14iLDLB/OEE14Be6FlOzFMQ/eu/UhG1y6VfIwgG5/xJ/z9onHdNOsULadWDvWG+vd9ZVnB91W5EVQdeXXLIEQOSB2YjiIlMyEJOLrJVFkeA0noRuLl68GghElzdDoy+ibIZ0xUg8kaThCYTGYLGx7kOHFdoi5cUoHbIWMmW352uiGwsPCs0nioBIQNjpZJqBZqKREFhkhGAkSQwiyUY+/VKWuIRuTaZoTJaI+BTBUBTdsqyia2HnpoxbCsLCICW0tLYKyHqzqeLzx6NL/3vrTgiKCvgCWiaBoHTCLOMonjsXn28n3wGeToRSCHO+3eJZiFKZfvBmm71UHEKNzxipVawWjiyOIEtn5yOTng90EOQz4dLqA4PTYuGAWiFkYRiSDbZouGt26rWXXyfs7nIgLBaWTqHFH5VSsawFgxhCiH/Rz84TgqyUHy+TpqHkMsDxnNIjj8WzB+NZoYaWisJA6QsTCosTodELuHB8ZKAXRREGJgz6oziMHo6CE3NMz42OzZLbPvO0BHWL0EEkCIXyQCBAw1PEKOHZTYOi/LptGNEtxtIVTrhNeuHcIrxe9mDg97JUKbSsfaIXTZNt+cDgBTiFVCL+4+dfGB0a0hgqQtn83RBv4UmP22cqNxM7X4uHBE9lMmmMRY/FwwR5cou5SCh9shLBbH7ppzbns0uOlLe6YFiHBawyZMo2cerU5etX+rV6taVCS26sEpsqE+NTBoOW3KPNtwJsycRjIRxhpfEEubwRZMkBny9KWAZky10s0bLIhn/OjqJpQVERUT8EQday+mu309c/odLKxybdMoVApWnN4ESC2HQ6PTRs675rN+gBnJZZvNWaSaWVSkWZWY3kMnIyaJsOJwrEDicrcktLmf0KXesAJCeqEHoBdpfc1yzW6M/3iZMBeZrUJOB40wi9gHlBSS9M3KBi5jdTcTyzHt9C7JsO9N/g8VipRJROZ2bweNZ8hoNBf8CvUsmWZg6HMWTyhGK+SJpOJ8bHbPGQ/9zZngmnmUYTFdzpxrHTZQCCr3hTKmdT19oiwBf0aJ6ya3VYbKbmrhPPpw7OUrZgoAvn4tk4PoMQ+x5rUpbc4ceTIwNDXAwzWcw4LZG/B+HzBxOxBF/Aw2mpJafkttJSRKZbjxNjc4499qBWrynOMO1wsuI4suJNqQK99mKFsLrHzKvexfK3mCDXEoLO3xctPJ7L7k/hi7eriIgQLygoJLqLRmJ0hCkVY8xsKQHiJBxM+8yMhyeSMhh0cr8vQ+QXzy0DWu+l84TeYjBa2ltNleU8AQNFijRoO5ysqyDr/raKWJl510nohK3jK3GRyUKd8sZ/DrCTQTwJkEnmHgbIpPGCmiLux87OzHAFLJTOkArl2QojxC0rlNbbc6O+vh7PJHLF8BZyxqeHBsazroDsBZkatQUDG68UuS7scM26CpDsrb8tApofBFI8ruNMnLz1s8qVEA0V+KzC4iebNoDMQju0DOjXNahKcDqndlzOkMXcKJEx9u4/Ap+jwHtogUazTbh2762m5RQGyC34MkM+H5gm76wQ5w4P9dqnffFwNB6XFPxLN4XSJOvWAsnOX/6xjyUPyYH+I6UITlvYtcxHYAh+K5KtRXuitQzZFEoSbnM7EgiSo9baD6bmxAOOoA2N1TqtmMPBJAoBXEk6nUJRPJVKtjebm5rMCILRiJALz2XtJs5CTeWWaDjM5nENxgq1Br5lXHY77cufgPlcQJF1GZZNNFipZQ+Dbl3p04WtjuwyWK9ZJ8XD+qKxbL/z9zto+MykzeV07Np7D6gI0Mw3rlz1B2KpJGjW/2fvuoLjONLzdPfMzuZdYLHIJAECjGAAQBKMIiVS0WdZJye5yuGufOWzn/1il6v84Efb5Re7ztb5SjoH3fnBPp2VSElUIEFSpEQCjGAACBBEIEHE3cXmmel2h5kNwCIsAEJk+bqWKHAx09Ph7////jjjt69ci6wLNWxuFLopYGKHPktr3d/8P//5SwgMTyAgq0RRXZGI51ecdRUbyETBCZBmMG4340upGNWn0DMK4NdlWh4YX4fL8CHBVDrV1NyC9QiS7VSNamyoezQ22XW9Y8eOnVt3brHZFCAhIhknP/ns4KG9TpcLAIXigc1b16YTieYDh1nElYS+vjc4MLYaLyx5GhQsIj1+JR3k/CQ5v+cTKDMXLIUyqGRdgKQWNu/PMWQjuZzFMXRDRjAejWOD6VLIbv/s43MQq/4Sl9vrsdntnOMbX53tohKGOQgoeMBk266WbXv2s5d3ARlQxL9a7uingVglKc9Dnff943BMi3iAgt/DJfFCAuTHI8EYfdmWQyuV1dUSUjvOX02lCNETFLOqTntpWSXW0pxtIwpVU4m43+dQbRATKZmIf3GSvQWJ0rFpPVhB+8lC7WmAAQwlKoVtQCtuwDc1ZSBwJMaYxzEtuBlAymaP4AJ/NXGFZGFTaLrKpGVCiyVPU2hZOFBZ/t5/vfOTtz5d//4nEMFEMv5oZPKFo20vv3ys59Y1u6pW1taPj4U8Xp+I5wpNhfiLHNma8KgAwgyxqxVD+TQQK2urshyEhx2b/2GbCVHGQzu/v97UxOf0Ds80GhBpAU/y/A0wG4VUPHKwGsYGc/5BGRC8rXV/5J8+fPggZHdCVbWXlKy51TMqy2e3tbZ6Xejk5z+7dvVOLKrF4xNEso9PjEmGfP12H0QAQehy2ltbNybiq0RFTwuxztMWF/axcDfMQ0PgDD5abOcLW41momGyqPvyryNkybPmrJ2zSW49lUBVbdXGDVV/8Zd/rqpwdGTinbd/9v0ffG/D5nqXxz4yONS0eWNHx82RkcmpcMihekLToUCJOxx5BG2SDJ0NdWtr1tar6rgk/cp0tZhWrCF/1v0mkxOhq7n5GyyyxKLdAnnK2SZMQUyus/DkxT9X3Ir5ZxEWKGLhB3Hj0mZtzoKI/pLxqIxAPKHV1JQ5XTIAie7+vobGapuNDkqrrCmrrC3/6ET7a6+90t1z7+hzx650Xv7tN16zqQZfNVlgHoimljKS4tu3p2CtlG60MrC1gPU066yXpIKpB9mpSJgF2EtFRTxZt5qHZBEjBLnjWb4wYS7ru3cHBu8PDw+PprQYfUIqmVa9Hqrid57/2jDYwABwKIq6afMGRGm3OoD1lKzYBGenU+ZZAulVi7/+9oj1yQm/J4Inzi7bUfwIwdx/WILKPN8tK0GsQBofi+ppjWpamkanD9JJrb6mTlHQo/EoQgwXYcPwe12BQOnU1KSiYN2gl+kke7bxw/sPopHosgezqPYtmq6WudyArAxvBiK4mCkcj9EEQ5af8Li8588WZYSbjXUDo2cO7b/aeUcCBiCyx+lCSHV6nFiP08Ux9ERFZQUlX2Qrsdtdfn8pAFSGUK7LjIn0hJ/79LORwcEljano9gRgVoKLTjjmqT9AsCuwYMWRBRrIyw1EK6axzRwyKdQryU9UnDmyFRtMHuDmZAoU2r8iMwRTXRXEaSrNldD0tNPBwHppiZ8pYRQJIXLg0J5EPKbIMpJwfUPNra5rqgIddjdUGPFAu9fmcEurUk3qCSBWay2LuRxkBWvGhLncIWQiuR4TPsFzyLHZBzWXQFdwMLl9shMOJBgOx2rXlB/Yvy0SDktAHp2MAKjouq6lCYTMfYVke82aYP/dXpudTE6ODfff+vLUN5HodDycDMViQFKiCVy2/Q9sJYHHs2h57Qkg1qXJR1OoLWYvF23RnMmnRQD/MsV3hvKEAo5FUBRFgwCCWSm15tQIEbHYK9tI1nNhMXJAtOo1tQ6HbLNBYhhRylpjyevXbkSj01jcwtJmwOTE1Pq62u6eAZe3/I9/+KcK5aUuFSnSxMR4772Jy8M1tweSKz3aAu0JINalNGIFmiwoJQlPeZUXx6HIrFA9uHRBzFh+TsQ+BxuiqAxDySBTjsA6G9iw3LwQLOp0GRaPXPSaUWmdUxIQAJnoSYRgsKIyWF4NoNG4cZ2iOiCQL35zxUiEKVu1ewLNu7Yim7LvUNv5M980tzZVr6nKaFfx6GRNZeXtSack/T8hVkJyIkQX2Uz2tLiLCxmGTKSY898C0Dk3umUOg+58LlM480qzSoqIORUxdZnsK0o7gkbBooNakAUhFqlozqBsyuWjvoDnH/7+TafTW18X9Po806GpDY2VD0eGA4GSzdu2YQJCk6N3b13f1NQs2+yTE2HVXppKstIB9CMRGI3GyoNVZHUQ6xNBrEWXcyqu97n6BlKOysPoQ2Y8eDZFEl7aBBTDw7LzEvni7G5WsBcUQqKZpMbibHkzQmwXcW7znRosmxYTiFy9t4fS8bH2zxMtbYfTqejgwOlwRGvZ2fRv75yiOpXDjlRV6emdgHK6vf20ThDVuxSbrNqg0+5MGZEj6+oIWY34QOmJINZvpRXI/SBSJiMg78qCdYcAqwXLqkjMHzBAuV5aggow2XbhkViRLhkOnR+UWEh9zJyBnBCZ4gQUy6RB6sEj++/cHPqjH7xOCVdGGkA2iTjjsZjThXiqN+Z5MgqLyIqGT3955ff/8FVFAWJRAAGfnfjY6y4FUmx1Nu0JDxG0tP7HHcciUAHjrAtfKsYDoDyTA+c3Q9e5uYqpUTzddP76BpDT32w/2VySgckCesvNrtvxeML6QgQbYOvIzTsZgAirBRTzlrnp6BQbYMUKWHyq7vIoDFKbxRZs/FgoE+Mxb0kZkmWzahABBtYoa4Zo9UjoiSZWun4sT60ISgXx6XDRjyEsyY5VIaAscGHOJDClcOKAWT3hTGYpkhXe61y6nZX8ne0VSrNLVIC5SJXXnUprP33735PJDGTMaJxmUup8+IowF3E6pXmcdtPyQAAvZaVpqaSVgEAA0UQ9gkePxrweNzRZP+XlSEunECsluBoF2kVbKWJ9PKyPgUXLxJNt82wAuXX9hqEXWfcPQGJen+FMPJkzt+GCfv9cIxcDtSAPGMzP23LwK8H5/Sy2QVl+5aXnfV5vXrcZLJEbsUisqggZLx07cTgR130eGZj6JeOgsViss+OWRYLiBnoCjeGHYy6Xyg8qFOIilTS0tP4U1Wc1Yz0pVg+Njz8GihV1v3KANVvVgrpnpuifO5VILtHelOduzSdWCLMlT7LXY2sRTNxJF2LW4sw/P0gE6DRtBcVsB5U7SD720q/Jyuy7wCxfA8kxR2TrA0cjMdOmxh6NYtHo5Y4rlztvjAyNWwYTs1Tg6Oiw2y1nVomwcIKk21+xkhmUC7VlEisbJT1e50+1s2qJ5plGc3wKAbL8a4C1nIlovPPCRaqc6pqu60kgCoBx26pVXQdYthj2Gey7x3ddcqgoHo1KZplskP8gfj2RCi0uYx48eErkRksAyoUmm89feUghEBU3xBcFpDYPGpXmDDwAuVkDxTR+aCnoSM98c46Zr4CxoZMcPipBlE/EFJ7aJ0IRu9PFzgzzvirRaPj9X37QtqcpUBHkHFQY5tgIJ8dDGzZsxrrGmS7hICQVKHXnPPKxt6VZAzJbgiJToesdHXUbttasrbQs6gTkhl2K2bAFNUyCy8pHkLu7vMQHSKdSg313hwbHatauGR+bikXT7/3i+J79O3e0bPf7PTmhesK5Yurpw4MDNXW1VAxXVAWRQnhSfJ5Bh9/Dy55JGucx+RNnFU0Mrt0XPL3EEtYFeBhhvMeYO5Ga8NdLyFlLGS/EYz6IcJ8WXBxo4Yk2mRFaNanBTEeG+SuGMDcXKDcXMtOhMT0dDQQq+dDpQIwH9wdDk4l19XWKrElANefLarerow9HaqrX0BUizGfBNnF6KuT3B5dEP0tsS3N1mqQ2NvLwaueV5r1tycRkf3efoAZu6CEC7BCrif2OReLfnL0w/ugRoJvH63qSnCb6DE+FDUOKRqfffff9zkvXRkcfbd668fiJL//sh3/105/8PBaZytF2YaYUmS7JTPtmSUVBf6DE3BxRp4l9DDPelLEVOddNwB7MXEcQoDm0qzxbBDGZq1ntJ5PvP+8y8vxPkr3G8g2Y6jbI0tJ8TweF9DmNzwhmJbs1X85Hc0Y4807RNdVfZVVBfbeu8SeQR8P9fl+paqcDtlkwl3avSgSNjccVGzjx/hfvvPXu1MQE/dPI2ITT41zNsuDFc1bCFUAC+u/29HUP7T287+6NGwmN7D6wUeA8ks1EBTlMlG2V3WF7NPKwplyVgiWELoG1bDkNBCuCF8+du3L9rt2u9PT0UmkDIaqpKqtbU60QAxHETAScE1jsk7XK6gpxSKanpy+e79yxc2uwokICVh6fWRoSkozDSagUEAKTCCyeZ/K5mRtLoc50OFwaDEgEWiwW5BRxn3/FDGudcyuqEn5WDWbwJfMkzWIL0WaQZc5iZQzA4s1s5sDELdh0c5gBOsL4IBmGBhGdNQYSFUAalSguj0+Gwj4FDh59IRyGqmJjf0eZcIZ0PJ5KpOJv/uhNn8erp5N93b2tbbvTSUm1O1czLLl4YmVbDq9f6UzEUgeeO3Cj47LH69++bUOOvQ2LlcpIOk7cVBQaXddvE00vLfVKepQzVpAnpQBdPkhJMxo3psOJZDThdAPFpiiKCgCOJxLPPrvX4bYR4RNnlhcqu3X27isAGhsbhofuH//wzOD9h8lEPDKZUBywoXFt46ZGWZZZ1AglDJAjLtmjaa8GL3QFBSBhvJqdBGPGfFnSEoT3bvWMDIxubd1iDVdaQLfgBwMz4kD8NQcyI0qsZ+u+A5FJlas+ihFyIhbQHGQA+uwCGVLmjJmyQtSnJzowS1ZR2BoHyM1omqTp5KLR+Ns/fuvgkYOtu5v4zcBhk5xO2e0J8m7Sbq/7lVcPUY2NLgIk0MC8YJAkT0w89JWUy5K8ZVN9T3dXsDJIKVhBkiJDQlbPdFU0sdIFuPjVNwjCnbubvz59Zm3d+nUb14K87CVxiDUiXrHCgps1KRGamAjd6er6jZf3AgTTiRiUUwhBkbZEr0aUSlQPBmp7++n166t/67vPIBbZYQichwn6+Pi5jY31UNcwlJn8ynBEvl9/97f/8tXZjg0N1Vo69fyxA/F4bGo6loxFbnf1VlT6m3c3O6gakUdJBsch0HL8IEm8v7RwA0iWWw62XTp36ebl7iZGr3STUvwuPFeAImPSHF1IJqiVTALlFspUQnP7nDNLsZpW/XleTZMxoxLOlVH2LoF/sZGIptw+B1e/NH7SeI4XkPVUxC7j7ds2VZZT7QI9uH+vvb3jZldf45bGB4NT9+927z28HwDdXeJiY2alCAELaSU4NvHg1PETvd19B/e9rqjJdz84q7pLnn/pCKbkzIgVr1paS9HEmkqmyioqAmWuUye+2NqyvXZdBZgRPcQLIyIcw5DSh435xHF6OhY/+elXx55thpCZQdnJNfQ0NisnUi7psNkUWQlFwhXl3vW1tQrlwFCjmyEIARBDVVmNNJxKQWBg2cGLpUEAzQTRixeulAVKG9bX/O5vPu9zODFKj06Ef/HfXxCAbMqGO7cHdrZszhdYgHNlU0GminN317XGzVsVm1ooPICOk1Usa3tmz+ULl69eurJ913YRe7KAIkyslMMcjRMwXD7V3dV/4OieQuYRzHXwguSPzcPJoKqcwyCyhtV0KnHy+JnX3niVCqiRoQFZ9pWVO3iEF0GKLRmf7r7T4w8EpmPTPTd7yktL28fO/vM//nh0NLlr15aJ8If16zY0tbYQ9vZAyF88xnrFCHZcuZVK6wP9wwHXOsXhOv7R6d6+0SOH27hWKa+aa6loYnXQpsqX2i8deekFuxNZpyrnbHFWZURDyJbGdj/FPlhPn/j0q5Zdm4JeFxNvnG0wIqZ0pxlct6J8GEM9VeoCvrUVkpGKpVOnTndF4kkDJ+124HK6/H5fOpmmBJ2KajaHIdlLubBjoSf9vf1VVRV/89ffczpQOJKAqkMiclVFcMumsn0H2lwOn+zxY1PmcksTvZFzO8JyiozO85dUp+PunbvXLnZt2tm0o3UHBCLXBeTUS1O51AYt+3ffuXqt49zF1n3bOamb6kVWu8+gCI6J+S8sRlHU4QECokLEB2CmxOaH8hTm0sSke/EIxCE75PRqcEuLMIiCwYEHY6Gp8OTQ2NiknorZHEqgzAORg14z1N/fe6e7r2+wsrahvsHRunfPg8F+YHO//sbvNG2qZbUsdd0gCoNXfEMF26ZCoP/eYP/A1PYd61xeX8v+lo2nLh87tpsSq8tLAauypDTJJbaiz0Q8Guu71ffsd563OyQrnreAO5tRICvlmcY4pWupY8/sXFvjTwKUokxM16zAC3G5QGlES9OWMvQkltLRWISkw16XHgyofq9bRagiWIKQzDRYRBmhAYW1jxtN6xrrnW4CkR5PJm903dNZABv9Z7jcbnqBarflOpN4kUrhXIWTo2Mn3zvp8wW9Pvcrr/96ZX3NxTOXu6/eMLefcV9RDVgM0ZS2G3dsdfkcF9o7WQGrjGovrpcyjiJuqRV4lL1vUmhWpppF8f3UxHB4KiQxPINnyaXZDeS8PA0LvM3AkaTTZaNTYoYQglhJLd0IBlwUKMsIqlSftSsSghgnKQnW1tdtaW6+03u/o+Oqrseqqvytu7d856XdWzY3MieVRLUsu2KTL54/E43EudygPePxR6Nfn+mwO52VFTWh0NhH//t5VVWNZMR1LeL3OXi15CfYGuB0uw6+2EpIcs6VZYQHWXQxXSGNskYSCU9jXYdEnQyFevon21rrDcNAEGFRn5ZSHlNBJEpegGf9QCiXlpYefXmfgSW6+gy6atjrdSGEOBGQoYEH1Q1uaMucNGWgf2J4KFpdU5JOKyKChPZpU+1pzbC0EI3pUgRkqUuS3F7ni999kQ6h+/adc6fONm5sbGra4nS4Oa83ILRxbRJbSjelQhgOTX/0/id+n399w9ovP/jk8CvPqQ4H1jSk2IWINk1UJGNLMqQsvCbCmOD1u545+uz1i5f3HT3EMpsXwnwMgGZeoCB+Yl1LJ8+euXDwmcMSSf3rj/7j+3/ye26Py6EqbW3NpeW1gXJIcBxjYQ8BU1NTocn/4+4twOM6z3zxwzTMpBnNiFmywDLHEGMcbKANFFPGpWd3/93ts9Td23v3dtvtttst3WI2DWzjoB3bMYNMsphZI2mkYT78/84ZyZYTp028jZt7T54nsSczB77zfu/7e/GXmJqaDC2x2Uw+shRLJhPB4My5jp5sTrKa9TSlbdvcorihaqGEwAsApoO/2t3uj37mozPTM3t2bauqL+7qHP3QmvpMMlRemapuKGD329eKfQvRgMI7kQpOyfLyXSuBU3WLgnhgnGf5dDw+ORsC+mNseHb92npgyifHLtdU2CVB1uhInmWvXO5uaGzQGjSIohggFFOreBQUDERWaV1jZRangLsgoRh6zf1NZXJXL11qWbtGNX2KhS0pcbqcBuD487kcrAoMWHWTySwVgrAiBzaBvOxrI4X9pJh2YB1UPFBdWxcoDXRdGVyYDbZtXFswuKpBFwvAFGy8yFL0jddPTs8sbNrc/vyzL//6mVdLA67OvsmGptI1zWucbsfbmylJGV9ayAmohht4Jgaz3uH1Xr3Q17KhQYUGaq/i9SDDjUuOXqvUXikFhITg1OD/+Md/f/nVtfm8ND29iGEUWD9PkQvBMABqZTV5q2B+Wcxnsn/ypb8NRyOcAI2Oz1it2opxz8GDp6PxrEZDxmOxNc2NJRXFkqQ6f4KCjhCMUmL/ylS2dDadSrHwyMjA4GAnQ+u7hNTw4LTVU+LyLmWSqWQsnc/qbo+wotXrH35XP9DQ6J4N1hW3dCWsLRXieTAwv8dfOwjQoIYhZY6/1NHDCkRlhctkpDRaGcLE4eGZS1cG5meSdfU+BHheEk4SQMZwRK2cBJsZAZ+qKgjYeliUVXgrKmhPLQoqEI6brUAuIULhJJNUiw42h1RX4Qf+18xMEEaFpaWlfBb8w1ltVhxHFMoXBfORK5HXZbGHFVIebKS7CyfpmakFvYEJlJVQGp0ymLwQcQO2Xymlkw4fev3f/+2XjNb4sSc/UFZRtGPHJuBkXrjYf+SNM68fOa/X6R02o87IrC6lXq4jKZR9wEoGi2dzmUwulUrHE5lsJgfszuXLl8ArcLocqhQKy8HR1Yd8bSqWvIye1egI+FoiGkdxpnVdI4qj1RVlFocBLAUKi0CyOS6XTObSqcTI0MRg36CQT549N+z1mKcm57xeT45NrWtveuIjj3jdJrNRB4vCxq1tAGLBal5tPrjocLsAHoDVPPIzv3wmnciMTcx+9BMfcrhsNTVVwdmp/R+4C/hqAND99Ac/zwtMhLPHbktF6y2kW+HoUmRkaLB+TQNNK3AQllhl+dTiOPBaSsv82UyS41AM4sorvVqD6WJH70I0nlNeFcBWeCzGR6Ohnr4Zj8d04JULpcXOIq+9zO+gGZIr1BfI14NBBX0kKONBoJVwvRI9oAg8l82iLAE2P4aim9rrZaA+BQl48z/+6aFIJFNd42U5/lOfdMFZUcMwyigRVFQAb8G9Ww7KA/RMoJSOoDR2p/3EsbMmY2jTto1g9ygSpphsEXhm01MTS0uJP/vLL/sDbgUXcjwAGrV1JX/9tc93dw48/cvngEBwXPrhR/bbnU75uv4rhOWly2evXOzoiqXTIgB6iRxBSNm8LAq5udlwOJHZvSfTsKZahaRvl19Y7bxKSigA4BNI9JWUfvaLNZDyG4GXuOD0LFi6kYGRkbGFSGQO7AS91iiIxKZNjRLP7d/bPD4WXNvWSNDwy6+e1VDoUE+HIFIkYTJZbJFQ2FnkBo/a09lVWVFM0fj01Iw/EODZ/PT0/Pq2WofNzmh0NIWQOFRZXcFxcmW5bWRssqNzdMueh8IhA7T47iszb4OwZjOZn/340InTFyvKivfv29xQW0zjiieSV7wjTmc06UnIZbOLfC68mE5ncgAs5TJp8A9A/Bvaa0Qo//IrZ2WEGh6ZjsZCOIkxGqazZ+Dihcv777oT+NfZTBqWEJqmcBxnAWIFSwgD5CrAy/BRidmIimsDo6jiJGm1WoCucBIBFu2N46cPHenauHWd1aqfnJjr7hl64cBpm5natLHRoNcpNCYoFAktWGwWCFENqyIiQmlVNXBTSJrad88eHFPmkPDAB85lge2dmhjpvjo8OzXn93vOHnv91QPcYizN83IsFgJWAYUoYEnS2bjXH9BRWHgxZgfOh1onAFS+2sWCAB/ocsfVlw6eAShG5HngQQPQj6IkraHbN66ta6hpbKyCJE5UolEwiuGFsDO8PHNzpe7purAqyVvg9gG199ILr27c0j7UNxlaDB88dP7jTz4GyQkZM06MX3nssd2/eeHg1m2bOi6OgY2hsxtDS1d7BkZcRaUvv3I0k+WGxhczicXGqvKFGLR79xoZooHfeeXs5eHhscY1dbIEHl8JMuTzfFfv5LZtPA9WDoUudww1tVR8+1u/qq4ptTmLfvPMU+Cle1z67sX3ayEL0J/r1q3Zv3/LidePf/ObP6xvrPiTz97HaOhklmOTSWDSZRQGKi2X5GYm5zQGrYTIFIN49R6nxUDiSCpP0gyWTgm1teX5TLJ9jdVi1Rl00qnTfZJi9uWv/8+nEknu/vvuvHfv2tdfO/HCy+e0WqaywgdM2ExwfvOmVo/LeOxYp9Nle/KJ+4DOwEmWgoU8h2TzqURW2r1vM00Q4O9Wq45h8HQiefFybyS6uHldey4X1Jis4+PjO/du59ls95W++WAIKFCO48PA6Q1F+DyWE9GZ4Gw8HtdQ8Ge/8MFTpy4uLopOu66zZ6LIU2x1OSgqZbMbi4r3jAwNkyTR1FI/MTi2YWs7hmOIImoCvFwuIxTy0jyXe+DRe/c9uH96bGhxKZrLJpYWg5FwUhJzsJBe316ZSCQ6L47x+Vw6HUdhHOCplvWtBrsNiGkyngzOhfI5Ns/mgYpOJsJggWxOe11LG5vP/c3f/vCnPy67crFfQhGgDFxOs8tdBMH0iTdOETjC5qWJySEI4jWUvLCYmA9zmRxnMgMbQ+VZgU1nUxEO7H6GkoAVCoVSFodmbm46Ek3Hw1FGR8BKGASORJKRpUQsnnQ6rBiGGCy6eCL93IHjgc6B9Rs2Z1MZndaEwXwu836lFgIuPNAZJQFH4KGNd66r/vmBU1/9h59+5XMPRVO5UHBOMzMD40oZuczDS4sRXVZDMYq2QID3ynM8D8QY6r4yHktm17VXlhSZGQIW2ayJYRAET2c5l8dmsdkprZzNAeWBez1F6Wx+48aWixd7NBoiGk8DDYuRwBmTOYnDCOjShV67y1Ze4pIE+Nvfecpucbs9nNVs5Hh4dGy8oaZiaHiof3BwdGRWT1nTuTzQmBqTmc2LVy90d13qlQgaR4RUOjkfSutNmsoyH4AixfMWoOE2bmy/eP7cHZu2bN62FUHEUycvNTRWGQzaA8++5HCZY3PjJqOFAl8udnzj6z/ctnfL9SIEZTvzKtW5kvh49j8PuJxumiH6+schDCMwjS+wrq5Ja7EyWobQ6i0wSl48fZFnpZYNa4D28pWWAagy0d/nr6xmsyKBMYxZAwxOLsU1tLYRCk4HEF2MLM5JAA0wBo2RzrLymoYad5EZgNR8LkZQBHBA85zceaHf5QvMTi/k8qLb4+u+2ut2Wta3tpw8c8Fu1mOw9NKRy/FYsshnEySwplQuJx4+emrtunoAS0QhD8NEPBJqa66oqvKIsoCiktfDjI0vsRwbS2XsNm3WXQRHs1Gw85IUBOnfrSDdDmGlGWDI6AsdV/hExOOxfeyJ7YOj8wDayXkRqLcccLvVcrs8Jy5FORuE2mA0ncgV+zRA64yMzQIbtm1DrSRC0WCIjcWB5wnjWKnXCpDg3GLMXQRcZDsvywgGjKlQXuLx+Yo2b6hLJ9LZXLamoozLsxqNvrauMgIkN5PJ8kLHpSGb3RqcW3jjZHd7G51IxffudmIYMzaGRmOJSEww6KwAKWq1xNXe4RyXr6gwz0xOllaVllVXYiRNEjiKihfPnw/HuHvv251OLnVe7B2fnKupKzty5Ex339S2nUoMExgMZcYTAsWj8UClj9Ma9Yqw4kDU7r7vjkJdTQFxTk9MZrMpjVbjcDmVrIcsp9O59Zta2zc0q7lnJR+RzyZYVgJ7F+B6WkGCpNetnxjp1RrsRcV+BMHGh0IIjomwLlDmliWJZXODMwM0WS4pQ6aU7kMMRR5+cI/dqd+2fROAIg6nLRlP5HJJAKLWr2tKJLh161vb2ioB+KZJ+ujR0yV2Ay/CwGIUF5utg6YMyzqcmgudya6+4f/vr7/vC7gmJieBUmdZHiiL3q6+bCZVJbORcEyvo8+dOMdC2uhi7PCrZ80Wk8NiKPa6S0vc2dSSiMWudo2EQh6IuR3C+q6jARQu37/d6gsUGymEwVCGIEktodVgdiPl8piMJqa23F3uszlcJq0WtmnJWCT502eOge0+uzifZaHe/jlg97du36gzGufm4+HYYrG/WE17ChCKe91AR7IL81GBy1aVl+p0+rGx0fGp2cb6KqNRn8/lDTpNXUPl6MicwOVL/E6wc4D+djmdAh97+rnjQKs115YmUwmjyba0FJ5bTHC8HAlHzEb9js1re4cmYvFMUVHZwvzM+s1rAXakSAlThFXZX+HwEiRKFpt1YWIGQzgEkYeHJzvOX3nokfuAjwdQB81oAESubayz2y3ASJRXljucZuBv+f1FSlBWqQFQECYFvE6CnJ2Yn5+dsznsWh0djaSBtL364msAI106dyGTSZ49cWVuGgA9bC44E46Ec5kshjOpHHC8hLHB/pGhobK6KnBTBGkQ2fTi/IzVbre5rAjCK0kEiRdETm9ybtrUwDBkaCE82DvkcRl++YvfbNm6zuYs9vnd3mJ3TV2pyWxIRMM2h2Ogb/D4iVPDw8FcJqcxmCamprQ0gyPIoaPnHRbzpraKxcX4Cy+eKPX7Pvv5j1VWl54510VRukDAPdA/2tresOXOrZGlCAsOHqqoLAsvhipKA7UNpXaHKc/K2Uw2mDKg1PtyfBDA/mODE3an0WdxcPkYLCBoPichwH9ACFkA/gmBwDgvD/aMDc0sOAy4CIlGA2kwWqqrPeFIvLa8rONinyRwWh1VWu7VGipEjr3Q0RcIOPQ2SzaZqqnyl1X4ERiWgO3jso8/tktpoYQxBIG2bKpX/A8MefSRHZgatx+ZmA34nFodztA2IE8cl//4x++KpjOwDGBbNsUSs8EgBuf233VHc2PF6OzclavDej0x2D+0HBiGabVsBNXpjSWBMmAzUIxau30zpER5peK+wQuXgClXArc4TspiDpIRHAEmeAlDAVIQgWPOZfOJNGuxW6+tD0nApFnbsr5eIbfGqMqqyrHhSafb2dTcPD8f8fjLZudCre31A/1jXq/xW//6FM9JRU5TRVV1fX0lxWjnZybm57hXXjxdXubee0/l+HDf6PAMguhYLjczPUlSRouFnpqc3X33LkniTx0/Q6IapZMCZ+YXEijKKKFVJc/CD3YP2uyasfGFEycuO2yG37x41mm3sLzgdFgsJu1de9ZAImo0nopncjML0U9++O4rnX0PPbizurkSeLDpbEbD0P3dQGWGUsmU02nBSW1P77DEJRaWgpUV5SSFGvSGkeFJk8nmcVPzV01R9jbI6rsXVuB5t25sF/k0mwlxnIyInE6jUfJ/gkgiuFlPAg9DhIS6Op/Tb4pML06GY36nIRxPwIgXRyjgXTU3N3A829Mz2lhfB6EYgeAbNrZcvtzVPTy3/85NOkLDLDvFLBBMAPMKpdwAKhMEppZKiySBQAgisMjMXDjPsmtNFInoHn94FyvwOo2i5gGwdhgqJJwYndA4bDROQBgp6w0aDKdzbMZoUILYi8GZTIYFMNHhdPzrN79/4fJgScD7jX/+6tGDB1958VBpZXtDU6mS/eXZjrMXtVpLdW3gxJEOvdHQvrFpZPDM7PTsph1bTp/v9rhcNlehNrcQWCUK9bIIyk9NTNpdnl377gJwwGFlMin28JFDTmcZTTO1tRW01hQKRUtLSisrXCVlNqvdnM/x6bTAy/nPfe4BhKBikdD4aIhTsH7C6y92e904QXZevPT888c3bW4BOpJNI6he0RMAjSCykmReml+4erlTY7AN98+u31hstbu7ugcBYt7Y3jI6PpnPc+l4Yn4+DDaPzGaddn04jDjd5u//7KWZmYWPfOzR4Oycw2EDULWxtlJn1I+NzpdXlIDvc3n+5deOZTJiNJL84icf8BbZ//ZvvslJuM1i+ta/fr03thAdvh1zLt591RWXP/LKIQKXNq6rzYn8zNS8yWaQBYkhMAGgKxjhYZRC8JNnrgLoacLIXFJet3Xd7OxSKplkeVZMShqdCYLzRR7b/NySx1ukRMxx2WbTGx1anY4529H7v//1KfCGvvrXn7qjbc0f/8W3evpGauuK9+zd+B/f/U/gz9579/bnnn+ZF6WHH7rfYTX987dfaWupdrt1VVW+b33nuScff4gmoFQmkc0J2Vy6vLLslYMnNZRhQ1u9xLNHj5wp9lodHg94veNjU/39QavTus3u/tRnP/FoRjJbDIzWsPee++/YtlNnMhx9/Xh4CewxvdNe0tPTU1lT4vDoBJE9eOCNVw8ebW1t3CAhp8+cMjBkZd0fQxIrI2qbaKHwWQL7GO/tmWzXWSxWHDiLofn42ZOnx6ZCKAGugk1NjO8qcgEUmwiH9IbWkfHFUyeulJR5Ll7qk3j814nwE5/86Nx0X/2ayunJ6SsXu7LZrCzAtF6bSAoyQVEapYhkwx0bTh4/6fA4AK6llMw+DlDp+NSi1yMSFBaLsgYTVOr3dl/t7Orqp3U0DMxFwLqmsSyejA/3Di0uJVGCnlvI7gdr+6NnT75xRCC0T3z0kQ89+gGnyx2PJ7Ra3YMP3/36wdf0GuP8bPQ3L/7iyY9/7uGPfAg4ygN/+W2P0wlZZIJ+x3Pvbr+w8pwI1GE8EevoGLzaeQUWYB4RGipLRSGXimYdfl93T/d9e+6U2ExpdeXFi0OZLOt0VAOolc3kUEwpqkgkFjDUqGEIDSll0ksKva0MAcwHVIoIo36/z+t1amhCVJtU6+tKgJ2eX5hfU1u1Y9sm4PrQjLG6Zg1weLN5fnIyGAqFu7rHhoewM6cvSzL3N1//N6fDBnwFgwED4jUf7rp8aXJmamZre80rBy/gBGbVIoJamtjc1lpSWmR1KH1FApsfHezBUb/FppscHTp96tQTn/iIVqfhhXzP1XPnzlyuqq6IJTInTl5ZWorpNYaFxcz8fJRlM2xeOnax+yt/jij1MSKv1nSL8Mo8tvrGSq3S+KEcr7x6+uzJCy6P/pWXzz/++F4AnaLRNPiSwaTDSMaISRNjqCDhCPC7oPzcPITA5GxoNp5MizL8xokrBpNdR5OJdF5gc0VOOwL8WIHV0PLGDW0Gi4HnhLb17aMDw5cud2kYtLKqjOcQnEBNZqPN2igK2a9V+5NJ3gBcCrDmOe4H/+e1dDwfjeeA4NZU2944fh4AUlZABQH8ivL6PMBK6PUahiFefO7F8clZj8MKIDuGsFplaDu1GApl01mH00iQOI5r/nssye+lsAoCT5KEKOl+8exBrYZeW+174fAlp90eWkgHimxX+qaGRoNrQ0mDxnni7Ehv34jNYuRYBesNDk7OzyeK/Q5g0DLZHI7Il84NSChArnZE5semFmmD6crVgYaaMp/b3dDg1zN6IHxmk765qez1w4sLM4v+YlPAbxU5JUDd2lKMQJrGmuLv/fCFK11DX/7Cw//+/f/Um10sy3ndltmpIIwYfvXM4eB0cG4hynL8CweO5zMJTOl3QzOZlAzj0+NjF06duu+xJxgdmognv/kvP913151PlvkNBo3JaAV2nGGA0pDZXM5m8yyGkrWNSFVVZVmZ4Ct23bl7C3D1aFrzV3/9BYrSSkJOGdCCkoVBEQpVNoQAT9HjNiK4IrhAFW25o6G5pTK8EBscnMqkgSuFzs3MpjNpr89BkXlaQkuLbTCf9fmKzRYLsL+yzAE3UUvREoz7vc5AqR/cDwBbPVcHSovNodnJ0GJ+bDJSUWbB6IqLZ84aTdrJqfltOzazbN7n98GFYkiUBrBp9747f/qjH33oiQ8wWovApa0O21DvSCocmZqc0tHSqwfPj0zMVZYWA0jt9OrBZkCV2AcaDs3Jch4hze3rW6KRcEWJe2p4wF9SCkNSKh62Ww2JeHrXnet4NvN7GkH+Hggrw1AYnA8GF3Q6Q12lmyGxcp9Vq9dPTSXtVt1iIu5zOxLh+fJS52wqVuR1shmezYs4RhiMCh2txWJQ5tSLIgbDm7a2xJLsmfPd69tqlxYHi/UaWBIYLYlRUHAxLMuoxMtOu2lxMQz0U3A+rtNqzEatjNB9A2gqkUkkYk11HgxFcjkZFmGgE+LJZFWZOZoIm+x2mpYAxm1aU4X0DAfnMs3r2kxj4zMLZ6wO1+LIpCyLbp9n275dJK3Em8xW0/bdW4tLioARt7l99z1SLMsCQdLZnFxT39K+SQOkDceJnbu3IAgGYOyxo6dmpmdxAi7yuRGIlWWkUJNVSN8X6miUWhBgnhXaNzw0N/HKgSMQwPRaY9OaOqORqaoucjpcPC8PDM5WVFYYDXRtQxlFYTodsObEHduBP5dpa2tWanYlvr7hK0qqWTktf+LY+f6eroaaANBnQOjTrEuUgK2Am1saYBSoPUytdoeUbh9kuUuMY7MTMxlw51c7e69c6ALuRDYd++nzB10+t9VmQYfGwAoAFTk8PucvC6AovhgKDw2MAPdz3+6tE+NT2UQaXL2kpJiiLUaDHoYRl9fjLrJv2bJ5/727zp86uLRgARbi/SisPC+5vc72za0wJMZnx1NLoZZ678nOkbv3Npk1uMNhyPG8nsS0JLXP2DIUDOZTAknCwekUgRBGnayj6VQqnYzHfF4Xy2diyQzN4KFIsLWlfnYhKptRSYS2bGwJR2M+pyedzOI4RGKowUARjOyw64GgGCzEnXe2Aj3NEZnJqQiGo+1NZUY99pnP7f/Hf3r2/nt31lX5gI4xGTTbtq8TeOEnv3jt8OHO9rYqt1Nz+PjF8vqG/pFRIEUanZ7R0qLAyZLS5vWxjz8o8FwKqItEbHx8BuhaDIdESalQRBCUIGhJ5NTKLTEVjxkNhvpGDyQDJc0C3xvoSZuSc5JVNiJ0peMUWiauhnCbwxeLRk1mZ8va2qKA+41DJ3At5vIUg9vYsb1Z5uMyTHtL/KODXSZ7E4qJ2WQOo0hgvvsun9IbrUWlZQgCRJ8TRJEiKVpflOeBd4AYDVqHTY9jaFGRnaCBdFJKc46SkpDUAu3C5kE7TpzMZ2Euy/7y58/CGN1U7x+bXCQJvUlnaFvjLw9Y/+5/P5VK5xZCi06rRpKl4GxwTVsDTWGdF3t37tt++vi5eBpau6G9oj7g7imGYbBeRCYne302mkGLfGVUPwfdlhzWLcAALpcRYaVpChfBNkZlYDU2tFUCRxuDYAaXUYjAlRI7GIAEp1ErkKJMIJzML8YAFJthtEaGZvJ5IAfA4WHBfzQaYno2vK7ZYc2Qi+HwUmRJ4PN6HZPOpRbjSnFxoMQWTYcTqYTEpSPRBEWG6utqa8oDvCA6XWZF3eo1BIE2VJWVlzgCXpteR0Zise7+iXv3b9DqmW2bm9PpnNGA4Zhzw7q6Fw+8FI6k1Z7Hq6+8dHRhbmnHjo3Ts/OHXj8jCPnHH3vQbjcdOXpZa9Q3AyiioVLxyJnjx1IpYe/dW00WGxAGo9XRYnHk8zkAHJ/79X9VlRfPhHL33r8TkgR4pYpRbZIG4iIW2DQJivAGAqXF3nSOfeXVM3MzQaAB4e0SWLrZYKi6vGopGKqsrU5GonIAbAHk6sVLG+7cBiOw3e2NJzOHDhyz2FwkzeY4hKTwxqba2jU1KEI1IbQoZ2cnJvhcFkboZXOMFAjZClO3lNLeWDRkMZNXu6eTCa6uoXx4ckIQsxqaFEUuk889cP/Gp144jskYQBfA68Vwqa6xCVdqhaXyKh+bz5w6ddHtK8vkFk6fSCDKdCv4+//2i/GxyZ/8+DmDUVNTXYphv2sI3B9KWAFyAvAolcpwHJ9J8zlJImAMPFI0mbCaHAvBiMZO94xOrm+oT2STKTYj5DktabVZ9WCVnVaUpmWKIBngW8kSSWC5TASFJZNBL4u8waCzG625HPva4dOVpd4rl0fWrWv0+60URZtMxnA4T5jp8FIuEosq5ZskFI+ntm9tNxoYXubSmazZSFoMxMzMosOh3byuThRkiiFEYM0JNjg7m0vltToyGAy7ioo4LqJ0fTF0oKyiGYDfkqLSiuIcx2sZ3X0P7mM0mh17dgKxi0dDLWvqwU/Kqmrng8HF0NLJExdiS+Et29qXllLA9UYQbnZmITgz1bBm/fVGq+UxANdmcKDKcExYWlyMA5ENd87IJFJWXiazQDUSKIKYDAaHy8qxwNyL1U1tStQOkjKZLFCQGE7OBZcECVNSYrwD6EqG0rBEatP2TeDRlGI3IKyiDFQyQVZKAqeWvcrqAHggUmqeRZnPIJvsxeLY0MDQ1MhE8IGHHxjp6wh4fd29wUw2f+HyZGfXKMNoP/noTl+xA+yn3u7hX/3yYEV1NU0i27cDtLoUSySmznaUVwZOHh/7xCc/Di5w7HgHisp6vb6/e/DQa0dC6CaI8L0fhTWXE/r6phdCS+XlrnOnzhcVGbe2VD97uA9G+d27rM/+5vXte7f86umjbbV1Q6MLozNBmIfXtxsJHAXoloC0uXxGFmS9Ua9YWFEo8zuHxiYWFtNdySyBEon8+N13bbfZ7VVV7tnZhTPnrvT2Ge+/vz0aTo2PR7d+ar/NYTh7YRSgWZPZBCxXIs4JHHeuY8hst1C41DM4c/xcdyIWXdNco9Vgc3OxU+f6tTpqdCz8m9dO6w2a46eulJX5F+ZCYMX9ATcicG5/GQlwSDD4wUf2hBV5wtQJQkrKAcVJh10zPjqW6UxFwosf+dQnB/pPXO44j/CJ4anolm1brTYMRZE7tmxyFlWoErqqlQrGRD6FoDSsdF/nEVS+994dbo9LFBGd0bRCMZXf0F5d11TjLfHBiPKyaa1emaEkc+vu2AJcQBgSKmoqgcQ7nLZz57q4PLd1RyuN2wBWVpuHAYRlEQSnGWq5vlvpx5KVaR2y0luGKITZABVAG7esd7oCL77yutVs5Xmh1Osy6nQnzvZBkvxHn//AwODYqW/8qqy0qMTvGBgb++H/eeXl1y6YLecJDHv61y82NdTkRYrR048+/vkvff5TldXVAKctRmIMo0NwcnBo9uz5q67mepPnNsjquxdWYDtoBqNpuLSi7NixS/MLqYnJ4ML8vLukaGRw1mAwBYMZGaNZVp6bCsoSthhJAltEYWhelofGQx6/SeTyvEALgtjXM9zSECgLAO8fHpuatdscRRiAjzRYX4FHdTrt+MQcLxMYMJYkDhACjEGEDngCMMdDg6MzJ09e9RWVUTTdNTDoLXHwLJ/K8MdOXC3z+Uanl3BUGB4P9vVO7tvdzgrCLPAI40ougBcQi9UInJ5IaCGVBMBUUX4ESaIIESjTIUAnKW0FymQuHMMsBj24c9Kod7mcBqOhfV1jS0uFQUfYi3NlZaXh2b5PfvrDepMGhghlPgBGKyUsKy1ZKK4tYFYUwG1Jqq6rUUccAK8xAwNwCfQwin72Sx9TRvUqJeTLL0Ip/0NQnVFfmAZgMCtpTKPJFKgIqO3/wioSC7VZQ+3EKlxR7YpFV+pipZWIkpjJpK9evTo5NSci7JGjRx7cv+HSlT5eEJSid1Kpe3A59D996lhbs7erf2n9hq3Aj+jv67NY7fNLIb5zsL6uOhaLvXH0dXCqK+dPrmmrB0CQZgwkTvIo4XAVwberB+tdNwzSNG0xOygCO/LqcQQR0un89EzUZKSLvI7x6aXKai+G8j6PLZ5MeDx2Qkm9y0ACaUrj9thLSlwG8M5NFhQjzGY7rbWCve5S6BcsJf4iiqJqaistDoPFZJiaXeQEvrmlnuMB3NQFfFa7HQAQKhpJigDmapnFcMRo1gL3V6vXpZNsNBQuDThsFovSoQmJ545fXVrK9g8G9UZjPKMFFj8VyR8+fDkCoEkuX674vAJQSHaPU3ldEGw0WwmCyqZT2WRcdYkKTc8I8Osrasvuf/TB/Q/elcsli4sdO/fuYHQG4C31dHWFFtJghwCRYnOxpdmphamJGwesIivDo4GYUTCqiCybjQGlJ7BZLpeFYBzFGQBqR7p6eXZ5duQysQB0bf5roSW3UOEqLbO7FNoQlK8qIxbVfyOSpFTMLASngGEB6hRRMn/LPQYTk5Gv/cMPBkZCwBDV1qwpK/NmMkIiyfKSCJyz48cu4LhmNpQ6cPAqy7N9vf1PPPaY1+fneX5xPkJTjE5nBHvp6aefeeD+bd/73k9QVLumsZqhCbCv6qrqt+/YrDqXt+N415oVRWAun/T5vOlMbk1LAylHCSFfW+vOw6LfUgqkls3zTXU+VJarq0qK/EqHr15HJOPApWLdDg1JaoDtlCQJ/HvLhhoNAG4kgaCCrtiT5bORyHwmm2hrrYglYrVVgYDLMxecf+qZo+D9Bop9Qo6rrahoqKoRJKnI7eYFbsu6psudnRwv6oC6oyidhsikMziOBgK+9vVrgVQNj88bTYzLZmxf31RRV55m80obtDqfQme06kwOtY0PyD8/PND34rO/vuehB1o3blZnyEkoSvCCxPMSqvT0QThO0kpDL1RaUWI02QkS0xsYgsCV4se8ODs1fe6Njs/81Z+hhfatlSHUShW2kBFlHMVwdbIL2dvbTzGGpVBw09btStkoLLuLy8B+Vr9f+KF4fRrX9VlD0I0DYCSAU9LpaDqZtjrsGEZ0nD4fj+TATpCk7D0P3aMMAVYaJBVdOzU9BWBJc2MLReInj5+5o90B1HcylTYY9RynlEHMzCztv2dtR8cFvV6IxhaGhgc1GkoSWZvNRhBMOpXUG5mGxpqR4TFGo9NotVodk2dzmzdtOHLspMvpECArhL8vhVUAWCyZ9JV4apoagBI6e2zk5QNvJDKsTktbTDp/kb25oUSPY7kcl89nBV4C0DSdYRmNFrx1ShRwVKSUMSVKEIgCqIxHeI5XGXWy6UR8eDyKEQjPciTDmHyGHBu/c2tTLs8D9czotRotAbyr8x3DmRyAXnwqlb5yoRfAAm+R/eNP3GNxGgRerKhpbmgoAdqJIGmEInV6LB4Ktq2p9vjLHthQX1JeCjRcKjwNL3c7wYXhbSiMNDRX+Ev/TKenISENYUraCcXkhx+/H5xf5HIoQRmMOr0RSCtM03q3R6O0vcgi+Fc0FjZa7I3r15c3NKkzlG4o8pdhQhDSEp9HGbACIkEb02lRlrIoqsQKAGyAYUJjwCUuiZKM0g0BrYS9Vs+wXmnDAnYjOD0z1D+4YVP7V//yn4u9/lBo6XNf/rC/JKDVG2fncg6nS8wmOTZLUdrClISl+blv/K+fgh9yAuvyuGLJ6Ph4mJMAOCE1DIkDHw8lRV6Ymhi/797dPV19Dz10/28OvApwHdjUYEPSjGZ8crq1uR5susuXRyqraoCFCYWAkSm22fSZdNJsqmAh4/u0kIWiNbVNJWdOHpYk3uMLlJUXbd/VPjUVIhGMJEiKIiVUKynzHYSZ+QiMUQ67gcIRdZK0Ut9EkFqFwE4ZqabwhQBjBXROPJ6TESm0lLRZTYEi+/BUyOmyJqNpo44KRxPxREYSYQyLyzLisRse+eAumtFSGAFeN3D2o9HYqVMXAaScmAh+4P4dpM6qvmwBvCeahKuq66kWZvv+XRiuAU7J9h3rYZTMp0tFnlX6Y5TGRE6RV5QkaLOVUYv8hSzwiYDuR1Hc7jCp3dgFgQF4Fs+nIyhGTwz1+8rrSEaR3f7eiY3bvCgK6YzUDbKlzr9Qx1QqKTcgtRipfO71ORlGbzIzkMSmk3GSpAgGuJvQwsxcPJaurK9Qe2tFtcsZzqZjGp3l2gT3ritXWM6QymKHXjqczkoErY+lJg1GLUA+Xq/1lz//+cMf+jxtsmQzIkXyKms1PDk+vbAYLfJ4h4ZHGhoaPE7P3Hyir39SQ+JGvYbWMCybQzA5mUqVlJQnk2GHW/PQAxvBVo3H4pPT0+cu9laUV4fD8ZaWWoJs/NjHP/r6a0c7rvT9+un/8LhtrS1NH3vy0z84MB6dzd0GYX333a0UtrkJf/rZl6tqGq1mDSwIpJyvq/bbrEaziTGbtawo9Q3MmOza7oFgbW1ZKhnDUOA44r39kx6vk+PlvAhxEszJCNCOQMp7ekaBZSEY5uSZTmBVSwLe8Yn52ckli9VgMOCVpUUNlcW15b6qMr/JqAVOSTaXYxgiFp0/feqCxWS2W2xOhx4oqL//u++Ho/nL5y9xKdbrdwG1lklHL1/qDM7M2exWksTV3nHFXwZ+BdhFEs/KQg6ggkQ8CrSvVm+QAdoQBGAZcYpCEBUdKoMq1Mnr6hDCwtx/oD5Hh4YsDidBAelDRIEDT66ujXS9XwpWcaXS16roUHA54H6BP4siy+ZTowMDwyOT/pIiIhWSJHhiJvzPX/+3dDx58nTf5q1rE/EYuMNTbxz/zrd/eeZ058TIjMHIGJTUEZTPs6++eOi+D3z46Wee9RaXwCIyPTv+wIM7MQVloL09E35/cd9gF0VBDodJ4vKTI9PTY2MVpY6jJy5VVVVk+Qyb5ywWqndgpL62vKLY6LSaXz9yPsdytY1ViUimxGPbta+9pqpSZ6DNBvLu/dvBkoyPjmdz8cWFxYW50LYdm4aHxl965VhscZYm2OJiy+xo1/ACmuap96Ww0ui+DTYS5UsCNqAnZUlIxeM4gmQz4D0LwK/N5vIdl/vWtlQPDgeLfQ6eYxFZ0hp0HReHgAxxrKT0/S37DxIw8TLEaHUE+AKEYcpUID1tNjOV1Q6GQQiIMgEgKiEEh1ACSiKQCEvdA1NWqxXH4OIim8DmGZpMJ5MWi2H/3TvaWquaN6z3lriV6aQITmuMJeXV/rIASdHAE1fmYgF/HNhujJDFPIrTME7Gw/FsGqgWrc5oAno/FJw6cby3urYEVmkgr5MYXhvhixLgVFyOBX66Mh8dlo1m4/I81DfNo1S6BWEl6qn8BCugz2NHzvzX88cw3NzZPTw5MrNmyyaEoo+/cUmS6X33PnrkyPG6eu/X//7bwO/s6RmjGduO7Tt7+/qy6chPf/RMU0uz1+c6daKj2O8H95zPifl8ThKI5tYavUELdhew3dmUIIliaWmxyWQE92myGikaYGrspddOV5UBx7Ls9KmTJV5dIpHOcaiFRHsGZy91jwONvrgY9xXbm1qqvD4HMEHJZAqjACjXN7c2kgSkJeE/+fPPgXOyXDaVTL30ygkJIDpK+6GHdwX8nqEFTSh2O2YJ3oKw4j7tNPA7jh+5+PyzBzdsbOazMRiiYBxIBw4cA0lCzFrK6bbNTi/5/R6JT2IQqmGo0al5AMwpHCVJhOOzyvA2DNdpGZtFr9Exdrsrk+aWFiJ5Foongb+vwD8UQzDgenNyFkUSuJSFlempDoeRpNB8HngtgiDJLM9n8ywJVhToOJEjtXZEHRcsS7nlOZbytaZ7RBKBXAKIlkPwQo+/2HX5aiq6ZLA6tXqAEyQEEqxWs86oAYhWpcAQlF78a9Ei5QAwVTLZ7Siufq6MMOHzmaws5JU5cQiuzEmGEADmLl+4NDEyfuFsb0mFHycwFcfKkxNjMGriZbnIWwR0d2FcXO/VYW9x6SQw2LNDUB74W7UESrBscm3rtomx0dcPHdBorDv33qczYMDiZ5JJgjA+//yvz5ztqK6p27Z9g9GIGE0GCMara6sqa4pr60uNJr0SyJJ4sPinTw7mc2xjXemX/uhxmxnbt2/XhrXFYyMzNIP7fUbgHW7f3OhxmnKc9MGHNq1vrVYWRVAC/kazFaw/UEZlVTVWk9loMQcCfofb/qufP3P5yhDwtKYnJxKxNCvqgylDJHk7hPVWuluBRXv+wH9BEhaNJQFshzEim83xQmHgDJrNJnylnmwusWljHSRKHAf3jo3jo5runvGp6XBTfRGOyYIIZzNyY6NfVT8SEOAcENU82LXJ0hJvOJxThgsJSIblGTqvkN4DgwdLSgSHAwoPAh6YwAMgSAAvHjhrWTapTHNRUCEBFeYXKHxOxI1ReoV6AEWBLaYgXIDkvFIlDclN7S0YRqLo8mQKjcGIENnXXzvG55Ozs+n29e1NrWXLs6PVspDIUhiSwKWU6KbNZgefRUMLkcXpfDZf1bQOVeLwin4dH5kY7As+/rEvPP2rH1wb+asM4OLkcr93aGJ6bHiirMQqq6TCuXy+0uX77ne+5fM7JeBw5uNWa8XkSPfpM8djcaCyAJ7WVFRUpJKDsmzzBXxTw4Of/NSjAMZIkmkpEpyZFf2lxWoIdvUMbsV6gZ20+67tAHU4LFA0EtLrKYcNEbKEx2XuHRz92a/725tLn3/5/Nf+4okPPHRneWWxwmqRycE4hRCkyCYxQol5c7mMryygphsgUZRC84vArOXZTJnfgeHacGhiPgRWz3EbhPVdx1lTycTBAy+e7+hpXdfy1a992WJzaAwGmMIV3EngGIYVeVwkieIYDdRJKpN+4dULvz7Q3bD2gQcf/ijwFQ6+0a2zldev3TobzgFTRJKkVqfDcYIg8eaWmju2tAT87tJS04ULI0PjkbHJ2IvPHdTkZQPHG3K8MS9oAGigKbBwOHDSBRFgO17gwEuJR7KpRE7g87LEFohvVjH8FkLlypNmMrlQaLbjXMeRQydeeeFQJi2SFINiBWFaHtSquttTe+/+kghrE8nC7AZxedKELP/g+78YHQ5PTaS/9c0fsWwmnU489+wRQltz6vx8OqMMo5OV3JIs8uLW7ftOHH4pElkEdyqvDL6IRlL9g0MejzMSnvV4LUANAxQ9PDL17DO/LPEXV5SXb9y6vufKlR/88MfnL/RPTY3rNHhTY93C3NT87HQ2kwFyX1Nfte8Du9dvbmhsbYhHZ6qqfLV15YXplDdO6gS4gEBQDU4gvoCjd3ju9ImLNqsBIxjwSVt7LYIhGpPhzJXR+Vjm5MWBf/nuS8q4JIEDSgKDlNodlNRLEJFOZl974bVcNosgyv7s6uzrG5w2GY0A8pWW14BvzS2EI9H4bZBU6BY0q9JPjUh//zdftlr0JKZQhWAEEDWCkDF1HBqi8C7AQHVhgii8cepMnsVtdltn1yWIS1IEFV5M/vqZIzW19QsL8YHBpYo9AWUCqCQDtwkT4GK/N58D68KFl2It7Vv0Rt0rs/GBqSl/kVaWlFHapF6DgYtR1LIUQsjIyEJvX6iiij7+n6+3rqkqKRdnZ4P779+mcuFBKypRVKWX+I9v/ayirqqzc0jgszXVNbFoTKPF3zRIIpeDNm7a9fJLL0zPTK1fX7xMfaF+QZKlxqYGmqEEnquprgagMJWM6HVWQQRPryjbAuk1rNgC2RsofePoIZ3BjKjj/WV15iEwRN19ndFEbF17k95oKgxuN5rw2Znw/j3tlfUNJjO9dl3960ev7rt7W2tro0ajM1kMT//qxdGhfqfHqCJoSZ2ciuoM2nsfuUs9s6TOAV9FRqj+RRR4NZDGx0PzkIyPj89LEg8cDC3FKFVdEKFjhJnJqF6nHR6agiAak3Dg/wGXEAYASMEzAOQIM9MLY0Nzd+xUSjfB+vf2jADotWf3Zpwg//RPPx1emAMQ7kevZsdC70thNRoMn/nEp01m81M/e4rP5wNl7rHJuXvv3atj6Gv0cyrNl8zm2Zq6lljqis1DkzT9xtlTGILGc1Jmcv7jn/kim5c7e4Y++tEPqAZLYtg8z3PKZBWKGjjXbzT7jxy5FApNf/7zT06NXLIEymVVFoAKBjujwPEiKbMKJUMkgZHwHdvvPPzGMaevyWK1DvQPpNNpgyIKq6dqIkDn0QZDkcsN3KmrV69gKCsIrDq3enXFECKKolanmZ6aEHnJbveoQ+aujQSUHVZnPBYHW8thdSuVTaK4bv2my50XRDGDgC8q0ALoUam/f2J86kcICtc31C1PpwLQhMDvf3i3xc6QlE6nMxb7lYJ8DKOATxOcWWpobWQ0SpZL4KG2toqGxupAubdwT60tZQCSllYWy8vFMXAhlXqdjvo6680Krycks8kFgtHwnBhZTDtd/mQqNzYEjsnduzf6im1tbfVN9dV/+08/isTTQ2Pz2za2SLCEU6Qg8mMTE75qlzKjAMLtTrvb46I1WpW8RTYYNEBkd+3ZfueutUAtWeyVMIzrDDNQ6H3Zg4VhqNliFAUOhoSB/hGMxkROYgXEzJBq/qUAm5SEBi9lgF0bHZ8bHh2cmw/jCHHm7IVt27ddvHQpm0kvhUNFbqeE4xStB34MWRhriiiDz4v8/uKAcWZuGtjZZBZFKZPFU3JtPPkqJKr82+5I+4vYV1944Y5tO4b6uyXOV1PbAM5vNFrkZWaVwk+UFlmfv2R0PCiAyyBUnlPKVd9S2ybFEom//bs/LystYyjC6XKqekteobiGwkshFNFKghhJLhbGWIyMDeKwnI2lKYqRlzmiYKfTojfojBZ9AKDJ5e2CZFLx//VP3ysqCsBy5kLXoUce3rt9x2awN9JJaf36tlgspwHCCsnTc0GPU5/OctfuqbqxDsieOmYQ+23FeNfoX9QpiBjwQwkdlE8CZ2BocGDz5vXx1KIvUKphdCgCd3YPC5xYWuoRRqeDc4tutw4FrqFy78jkRLC4BnioHDAdFqf77kfuIcnlRquduzd/9a++YTbplLquW2PGu53CWpCVTDwEMOmadW1LoZDIZlOxlMuhV/o65OtMN8BXz/Nid+9VM/BXEdnrL4Elfusd2/r7B77/vR+uW9u4Yd3ayYloda1BqbS/PjYVqawseenAyVQmv2Pnnp//5PtVVYFtu+9Y/U5W/0GjA8ojzQlYNhoZGugp8npooPBzpCI3y8xTy+kfoJbm5hZkjh8YnTIadPlcXrqJCwu3trV+/R+L7HYL2JMIKqiEJ4VkojJdC8VRFOcAbNabPSiGG03GaLx7bUtLQ3MlzRQmrSrD/HbdfafKZ7R8k0B8fvjdn5SVFjs9AZsroGX0Lx461dsztG37eqWuX+aSKf7SxU5P0Z1gGR7/8If+/d9+hGCdLa3V0MqmVIqpYfK6KoWgm4yTXwEzKqEAgpJacCtsNsYJWRjiSioD/d1cY0uxJEixeCaSyDU2VSSSqYmJIHjWYq9a4ycpEA5BNDiOyorvq4QXNXpmZbw1zHP8lz73qeq6yoKifcsbeb8Jq3JvIk5r9z14L0Fig31DIkeUlPuWCeyWTZ6ylPl8/tjRo0888WBre8Plc10We2BidBR4JCklR2ce6OsHeN+V0VfV+FZmUCIFXWhzWGam+trW7VrT3JaOjm7Y1r6SwxSvk7bJBRUu6Y2WPIv5SkpHx4cCFSX5TGhoQfKWbL82KfAaiRn4S1mpFYHR8tqAXq/3FFksCmOWOqsVvj6xX6dnauvKVnQkspo0C0aQnfs2rUi/cl6twfTBxz9wnYZq+T8iLCPy9U/AvfJajf70+R6dwSII0FNPP53NZGPxnDJnDsM++OgjL/7XgbOnz+/bvx1IiYYhtu3YZLGsrg5BVawir3aIYaWdBrsZU5xcSNuqzgNCGz11LXI8laNoGiBdmkLDwVhf7zBNQEY9PR8O79y63u7Q79q5TqmGQQVlEjOGL9NmLBPKSNe2jMFk/NQXHlsJP7//NSuk5HXyrLQ4NVtRW1pVW6XO9lfLLxRPHLtWwwHs4CNP3GW1W3mWo2lK6X6eGI2l88DDvefu7W6nDoCk0jJ/gT8jlYoDfaDTaxWggeGta9sWFyb+5VtfN2rIPffroWVKEOl6gVzhrzJEkPQjH9kPwOu6jRUYTqnZJnXaFLR6JZf/tPXOTStStQIqIJVEGIZW+VjyCi/ANTLI1Qe8+oQ30tRc+1y+kZ9I8YeqGyp+/qtnZ+bCxX7fXHDJajPJPKeOGpSNRv0DD9+L4weVrhgY+8bffePJLzxZXll+o/xh0GoXSrkGfgOV8Op7KEBYlewJwWid1VtWmcEQ2WTW4Aic51hBQpX2GIZOZXhPkfXCpe6tmxtICudFLg/0MCvJBf635WdfTV+4Qou8LKi3SacWjlukwxRlaW4uWFrhVaY0qoOYld2PrNDSKbAJpRha3c1IIpaIR1NXOg857c4ir6/cbdx/zzaawQsvGzgpoeDMiy8c9fm9u+/aWjj//vv2sKyYy+V5NgdfVycKYiv0jhZYgZRaENU8Y+B/qS7H2zHdKNws8DU29Ru4Id/C0va7jwJt0DtfLmAx6hsr21rqk6nuu/fea7Obv/vdH2QyKYEXCIICMIDR0A8/dq8Spc5k7A7db35z/C++WnWDKKzQzSmXhq4Nm38bWVm2EoXZ8BKMkJWNjZIsVdWVpZMLQHUKspIFRlF4djYyPjlL0oaurtFNm9YqGQ6eo2hDYV3e7unfjk3pvT5ujRQGKANzU3PFheMd+VxW3W6EOrhZVScSv4rpXok7ZvK5y1d79t294659u3bv3ZlMpxZDUXmZjlACBvG/njvkcpcUhk2rk/eV8jyawcxmxuGyrsp5FpbqGt6Q1ba4AhWEVCAbV6UZulEoCyv/W7blu154+N2tmwJgRIHX6nQb163JJGMYlP3YR55IpXJKimFF4NTEmzzY3YVSBgMpwm/RI+AMv3nqKQCjls/52+5vJcwsFV6KJKspgmQ8Mj467fcWlZYEPEWeTCaTTufyeSGZzi4sZWSEBUuYjMWNBiME/ZaM1B9CTgtLdEu/glEMMZqdvvIAcNclkRX51DLTg3JKYsXHKgA+xOfz/MlfPOny2HFCA75WXl2qrqS6iBAP3LPmprapqQmapNRu5oLGUInN4ZWEOwxfR07wtTHrBY9U9TlkfoWq9Kb80vLvc5ELtMLv+NvKkiAMkIuhgbG6xsbte7YvJXJ79t8DnLVUhpWXDWoBOcg9g9Pbtm2jDcxSaHGFKVxhUJKkfDyyMD0V+uLn/+alF15SGG/e5mrwtRcBLeftCjkRcB6SZqxOJ1AQqUx4c0tJKJzS6unRiVmBza1pKYaVUjnY5TA3rgkoczoK8ZmbXEG+nayCq493L6zL2RhFmRX5feDh1ZQ4o84Oh5fJfGWVVXCZ2FdlYMEQoE+dbsf5jo4NGzdhGC8K4AWIssCz+byrqKi+rmJweITncir7B3STcuM3lYmoocTr4cXlMefQKlFeJS3yf0NOlWcRbzibyiT/jn8OqSFekc1xNosxEChLxsNtrWvn56e/8qdfKivzr3pY5fjgo/ccP3G2p2t0ZmYeVjko1MVW5DgajeA4kczkdMby7337x/JNHwqG5NULpTYUKGPt1Q1mNFtdgRpc61jbusbldmgYfPOG+itd/Yvz8cNvXE1lOQhjKYrACWyZyv6tj6mQO8Dw7RrB8qbjFgpZsD3rzapzA9aQVdM6kMLCU2DRvcalW+ByuR6rFuZm5/7xn77jcheFFmP/8398Z3h44szxE3fs2DUfnDNZSl4/eHD3vs1Whzo58a24/q1/vclS3lyAYGiFXPgtC/9bfrXq9/Bb0JsEvXPAWmB0gxCcIExG7cWOi3vvfthXXHr86Ksen8Ns0bypgQnA7/Z1zeFwvLe7a8Om9QX8c+zwiZmZMMsLfX2DJrMpHk5V1NYHAjYURd7ukjc+gXIDhVAajKC5vHD49XMHXru8dk3FHevrBoZm1rWVAzjfPzi6MJ8xmWlK74Tfjur7LcsOzny2O7EQ4aD3/rg1B0tdAUQlk1BeJboS6IFuHHtUaLlUpDqVzIyNzMgi8dgTn7ZYLL09Q4ePXP7QB+8Lh0Ijw1PnT3WNDvUb9HthhcRMeJfuy+845DeJqUr/CxUI/q531b2L862AnBVcXODke9sbRlQWK5EgCX+p78qlq6OD50iC1GvAVucLvhd0Y1UXgkIffOy+kcFhFeGoLFaLS2mOxuCc3Wa73DlQVt5UW1ESWUi4vDZR4tQyAGglxCbdfPup3PVK1Zosjg0NBWeTGobBKUqGhQ0bmzc3lxh01DMvnG9cU3z1ygR/ZXLN2ha7u+jtXv0KXd672bS/j+NWKNwVdirlllFZNQqrGLCkG+OgKM9yk+Nj4YXFo0c7DNaiPJ/75S9+bjXrL3d2bdiwbk1jzdjElEbDBMVQaWlxJJqxOlU67RvClr9vOK9WFKh/WCF4f1eXeIuGln/HC5OXGWJl2eH2fPrLn1TZgMXSSjeppO7eCv4UMIPhaHV9tXpvClkiz+dyWdaoNze2eDsuDgz2dj36wUeOv/GCs2hD1+WuXFbacMfa5RV726dZViUAPISX0hu37nz5pecRygBh3OZNdWdPdt2zp3XHHQ2XL/Rs37NZxszJ+IqmvME8FoDWbRXQ1cetXLhAHyWJwnKe+jpLE7pqqZTVmZqc/MkPnx4dmdca7MD6OD1eThQOHTzscLibGhqtdnc+nV7TVosiqChBmXREVYMrt6QA/Pf68eHf/2a42VUQmFCi0Qq5usIGjy03HypsGfDv0hfpZCIcTrqdXqPZUFtf93f/8MfZXOyVVw4k4jEZwod6h+emF8ZHplRg9vae3/LMFCkWXYQhsqfrUpELOP1GSu+wOV3btq9FacLjspV4valohtHqnF6rOrjzTXtpVXC6EJkuaKjbddwaDFB2m9rsK6+6+xvlXv1reWXln/7lF7q7+oPnLh470QWg7Xxw3uX0FFvMM9MLgRIfhqGZZNZmNhoN1OJcTM0vrDz8HwjFvweHrJLBQstc7rKwqmcV+627ZTmIbLRa8vl4UXEjm+c8Xsff/+NX0+ls99VugeNomlhYSvT3jShJxBt/eLMTwrFocmYm2NhcU1VXgiu1kUpZsMWlFbmojHPVdQFJaZaEFTGF8Rv820Il0c2h//s23Vrwn5Yb5K9FQN/O9ogWm2Xbjs0EhrEcHQ1nSkr9o5NTFpNxfGr6zJkTCvEKjCcSCrkwBOsL1ft/wEjee3SsSmghq7Jl8g25/pscytc0Ou3Ovdt+/MPnaBo4V0UWm8lgYgwmjde37/ixI5cu9q3btE+rZYHyVtbw7bDTygsKlPoDpQEYWU3CjckYUPw2kZtXAjsYBcRS7cN50yPc7FATZbeNwv2WLqOkgpAVx/AmgiVLN5oGJeGucTrNNIPrDZp77r5rbm6SoeRsPr15W8vQYN+Vy5cqyktLyizLadL/h48b8rrvdE/anY7Pf/FDU9PDE5NLK5+BNebOnurKi9pMah7DzMrUcWgFhsniTUOkkJquWyWpy6dSnUYc07kQjIQxHFrhVlZjXtcM3W8J2L1fKdxvvD+10OEtIST4LX4DTlDnz10CwCGXze3dt3/Xrj162tDc1FxZ6enrH/vMHz3ZuqEeRVSicvk2Pfl7eyjictPPbwXhARyvN5o/8ZmPNLc1XPtQEPJFXkddXWNHR6/C7shK161/YYiQ/M4M9PLXgBCTMm2DUAqI7DLRIRBWUbiuem7X0OC3O961sHL5/HD3BTUjgiwjbsUTWv0YKgnEcrXJchakr6f/kUcfSSRTFGMc6L/S33tVqxXXbajT6jRf/dpXKir9PJ9FCv7B/xtQ9aZPIb/LyMP1Q3lNFI3pDeS1j0JzocWFSCy84PQ4zpw4nopHVFrDwoIjK5mLd3C55aZKUUlZK1M5UDUSV0hGYjCKrULY8GqEKku3O4/17ouvCaK4rGIluqTGm+W3TuZaXZ6nfNdstpIkA0nc9GRXty4Z8Fla1+2wO4zgaxarGVKqmJXGJbVC5Q+Tyvv9H9fqE1TCwd+C7G9yyOrkShRdWU3hTScFx/DgmMlkbqhvW4gsuOwMguIqqY2sdH7DsCQKahTxHV7xhhLH1foYXg1aVhVSQstEde/vqisEQRU2doUJGywNB8HYTST12p4uUFBLEIlrtu64p3+gJ5eau+ve3SRJwmpTwLXVVFUz+jYPf/v4QH5/xzUlKq+uiJUVGcIg+B2o2NW1YPLqqMvyD1vXtVy68LOFiMIIUlnr0WgNy60WksJQos5qvaVtr7I3weg1wYBvSDRck90CB/rtdYVvGbPCb99l8WY3UpJkDFV6CbPptMtdTRCYWl0Frf6tVq+vXtPy1stICmb6v0zXqoX6q9fjujlWi7/egXWGYfgGpXiTvarVMx/79AfPn7vCsQLLArmR1BEw6Ep92a1ub+UkmKo8xMLDQNLNoCp8K6WV/83jFq4nq93GomqbbnyMQpHHDfhVEWiwBxmKWpifSWXFex7cjQAkpHx4Q2JQKXZRUrNvXhcEKAnkPdi+yuz992oPrEjkTf8fdGN/4js94/VJl9c+g3GrzfzFLz569dw5kefUzDaivhpBDeu+e2foWsO4EgleaZFQS5NXfUf4Axq5W64NKCwYtPqtKENxb/TlC5WoIs8vLC52dP7kj/74w5QyWvrdSsmbVPXbFabcePz2ZC1cqIt974+3dkr9Hg8YsTv1n/nKYzRTKIG/Nr3wnd6MWlAprVRRSVCBwQvGVyO0G84J//cE5r933GKnwLWW0Rs+XaYoEa9busIwEwRCcOSxDz9EM4j8e8/OyWoDBvJWySu8vLdOf1h5hN/nPUAQdHOhlAQewchb0aa/+6KsSnRBGi04dL1T6u3RsKxwmCn0ojd0qax6idcjGG96Fvi3nfY2HrfYKfBbIdF1I6gW8EMkRe7YsxXs/uWS3sJvb9kKvxnywStpzBUTBrzvFcUgL881/z0uNKyWmSI3Ngu87Wog+HsjqSoMUEc0rBRmXEt6///sXXlwE2eW70Ot+5ZtWbJ8yrfxBRhMiAk3IZCEm5CEY4ccOwmT2p3dmp3aqs1UbVWmtnb+2qmanZ2ZJLW5SLKbbBISCBhCAIMxxvjEF76RbcmyDsuWdbTU/W0fkm3ZBmxAsp3RrwRlg/rr43v9vvfe997vBQskJySMeewQ4fd+8JeTQ0brjCf4QAN67lGF8OJhbeT7pN6EOAZkgIMJou10MsTzeBTfbqpyYAoEQaDMha41gKdW0qEgtCh03gAgdJ8CDuzeQVNXSSjyuzvBdJKJ0tNZs3tZnU97S16v3z5sa6htxr34PMtyFgsieNEIk2E+Mc2P82UFUJAOlYn4IIDER0dG7/b2NtY1MLVND+1LgSkqagrpydRvABIsxl23KSEIhsHFZrUlp6UlJmVXVVQ96MBFivDby1OEkib5QHmPMNbkSKGRhECAlpKZEbvNbBw09AyrFPEeAm5t6ixcXhKsYoBD3a4JCYNDh6V3Gb0eN/Ujn8/3+fwuurLO7cP9Pr/f43Lrs9KFQtGUs9+HJWVRmHoMXRx0t8cgk0sbGhp4PJrgaJbrorOqCACHWE0MqcLC3wKLcAsrzCT/Q6x+ojdX6Cq/Oeg5EkzhaJll2OlfJ/DrFTUkwBSyeFVc7qbtSTwe/9qVM0kpsXQWKUOXRk2Ye9xtH7G6nS6rxZqQqNUlJ1MvkHXYMmS0AMoVwgkfgfl9lHwCu8Vst9tfOLbn97/7Y4o+C5AckvQOmKz/8/lX7/zrm5nZGUKxDEVhavppBrjJEnuIyU9leJRY+wdAoe8JAwCCFQcRAH0FJEF2tLTKVfGFRaVGc5/Pj2OcWQgywDT7/v5EFhF/Ex+OkWWuHj3bMITdZoZoCSQswyZVjOqB8WRwL0Gdvr8SAO4e7+y0Jei0sZrklFSaofdOa70qRu3xuLo6uy2mAR7GcThJFJOn6TPFUm7l1S/4XI4uiSaiqq+51dNn3bxlV0JiukAo5HL5NouptrqC0qbU6WRSJQzzaW5SBMV9ts2bt6alr+bzZD6P6/K1H9y49/DRfVPFji6VxL0/nD0Tp0lITNQqY9hKKQSaDA9BkZ1kWl9Q7w5XKKM0AEF6xUKR2+XCZDNaA08rtITYHeIpJTehkS8mlzyikayHLMWe8zfp+8S9HpKkU9quX638z99/5mV7Pt3XzoOnq1UwwTo2U1IpYDyRPrNg09adJlP/+e8/b2uuaW2sjY3TOp1jly5cHzaDnMId2589vnX7Pn16bkdbw9M79tKqhTmHQqHYsHGPoa/PYbdgXL7bNXqj4nzZxueZfn9kQmIsXRjpditVGrfbM+ZyxmridSl606ApZ9kqEuAAmuaBUX

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