Learning Analytics
The Society for Learning Analytics Research (SoLAR, 2011) defines learning analytics as the “measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs.”
The School of Mathematics & Science regularly carries out learning analytics projects with the aim of improving student learning.
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mEkdDqDXUZGbbqYhn6Oe4CLCrb47SwZQzo4WrQAG6FD/OKwlavymdbtup4s82Oh2FZ4hu2JWQmPqXtBmGvQSmMdVv5BrAZLqXG2FSK7Qr/vE7eR3Q3S1LEn71EdH8fbbFG/ehE00FqHtTs2IFow6Q5gO5qXUY7Wd8wwRDeHZ5hHX3Ktz95PucBvpOOshVtsgWeaoHPbl7jeLqPkm4zUYTzeoVFV+MHkxM8X88RjSN0aYJyVWEymuBZMccYMf5x8QIPRvv48fgE66xBRh6rGq0U0z5nInpT4dbDBkbiecCvHm4wB8IMcmrgNQIqp0xI6m9Empm3mNwEK5+sDHanprpEjBJNS/ejRi5lHTVOTrGZJ0o3K/zUKlkNfzJq6IF0Y9/n1L1A1yzRtUugLdWPKdg11W8ytPH76CbUJOnCxIVhU35EWq6Us39yoYf2UgpPzvfbVnZN9kNq0G2Y2tNdkTO/8vISUdeg3BuhKRqJ/eS79xFXDVZJhFk0QltUqOixsTdCWtZI1hVSIpPM4AyxjaABdv1RDG4vzOOXE2cYptHEEwzvAyG5lT4Q25O6/YUc6uRWelar/mLaMg3vVVPj6uoal1c3qGsyXIQspW8ac2rOpmIJpwtOUtAWW7xGE1j+duvdAfHI0IGICv7I3A6s49ZwE+BQG3tjN+OUjlBKsP5+GFReyGed14DZhA+0OgeTd6+LACptwDdx6otkeh4WOiwgPHtevTotbk23Hej5BAfrHpRnQnMguKlZBLcRpq+6Fsm7d1D88nM0Xyww+aP3pL1kNafHVhZpXQd6sGjZP39PW7YhfPPNYR7y6S6OSHerpscrvRfnXYV0OsZBlGEZR2hzYMQZUtuCnHmRNHjUmblhlo3w85vneC/fx08nd3FZrnAn3xMrzSKzqdf0Fmg7LTQRUi6EyS+RL2QvCQpXQGxA8RbRTanHuCshwfQTZIAV43ZuY1Ta2b1tEp3k88i8A5iebY/jDlGzoKOQraAntWmesgkHARrTUOE2YutE9HWV2Srwq/Da1eiaFbr22gRoU9JLVLzCfsvZfRt8Pzv5MVERCLpyaAcXiOip4IoWBbNgVd+0uklXpWNEliJ9PUdLuzrt1BWtsQ3KqsaEM9fzJcqmRXQ4BU2CySRFPK9RvHiNVGpz6FxCMBnQJYCqJZIMAFaq59B5Q7RuvqzvDGdlWQrPH95CNlFiUxfT6GftC2lcqtBFiLYKGxMJH+uj0rEqClxeL7Bel6AthCNMzoUC8pPK8qkyGWGoWZqbD5vK1hHuHva+ej4N4SepSEg5Lwc7pE1GWjTUkmjMjjqa1MXVhMckRc+szK0xM7RVo3GYvpJZBQeZiu4dBJCBaoyMDPKVNBqRHi6MQ1oJxx5+b5emSiGYkLFNGo2DNj1su6XdJgTTMo3jQs/URZhMSTmSD9pove4NnDo8DqHKYbmI5TrUxBHShvZrtqsvj0avLokx/ul3tRgp22XXaUVdHZFgaHGCD0F4yJwyKCNMjFjnH3IN0w3h9nC7s6weN+JRmoW6COumwjQb4V4+w0W5xLptcBxP8FF5id80c2RNhDyLUaDFvfEMf9J2OMin2ItSHIwP5FJFf1ThOAwIxAtrpG8o7biMo/cA+YM4oZhi82ou9MgeeUtLxSrGO9uoIHfbFJ652D4u+DBUbQ14pVZvMzYitFFfTOsbVFEhGsRNSh1vY+MkXThl373Yp8XXEqR0Y2I/L4F2jYjaJ80JXr/bxtsUVbVCRuGpQcRW1MkrPuAy3PmUYZIVFiicUlkgNCZgY0RckT/dR/vbp0j+86/RjRLEhxPg4RlWVYHpr55ItnQ/ex/RwQR1niErlmhmsWmgLNuZgj1yl73YSRXPBvKZGcLoEx6ZYPPowG8CBg9GFJ8CM4LUD/e+iBCmVkrIkpC6uJsIERbrFa5v5liuVmgbCoPEnKrZlvBjetbHnwsAD9u9q30DPKgjhDb5s+5daqacmKt4edA4aSoQSbRTghBIWG8gMdgdFtbN5qj4AKwLxB67fSuYj+mpLVvZvbDflKlV7E1hrOLWy8bCbY2TCTc0ZheS4/B2/V6YaSSMC0j2x4Arx6On/0PvpgF7YYHfBpk1k6D2xakcBxMtAll6DVUD/lPoBrmDQsKj03M3xmH3+24839+MM4HFMofx5Ld11GISpbLFfoGluGERN4ibBl8uzvHXs/fQUNRQCLbAO3vHqOoGddvI/5R1BYxslc1AWhO5gp9z4GFbO/NlLVIqFqbrDc0XKiD8EaSCl9ZDX003obPbvo3wFI/0nb9vL4U4bYtLcyvqKMjIr6JKzyRaxDMcWWNYN9VJ1kDliQtAnEtSgFMGUUCy9WGno6QAB0nuwKrlSM/YmotUYbZC2K2cYWuNuQWvMbk2IzAFacRw2kHbUQb8+F101yt0ZYn8+TXaVY3ucIr4cIzmvEB5fQ1MM3R5Ik10OhrdIkB36ubrgDc3DMSKh+EkKC8BFJiJCSyd3UOS/hZUb6bZcIoLylAWzb3qKzG3XHVYrQtcza9xs1iYUIljZFkSHJ3pDmMAEzm7QnOXOQiImDQ0ZDeecHkZfKZ/WJTQTw1YFiW6aom96Uzak9pO8nP6QGKzk7Mt0iJtwPDyrU4lM0FqgIhFlCasEPaCQCUKbxLMrqXuws9ROvQ4qyO8MDzQROUHugzbpxq0AGhMzgGJ8V4O7yx7k39Qt2usnnaIV6UX5Nu4HnQlMZhkgPONaBjqCnmd2dQOuR172/p0XtcQbs/uMCn/MDA8e17e35bfs3kaK9ND+/YxP+1ydEUiH1yXK/z7q8/w4fgEh2mO/+74ffk5UgDWbHPgLa4wq2wNwNY+vvM3vChs6X41jmLM4wYv6jWORnu4aQt8WdxgP8rwYbofyrKcDrPwPqArhRX71W31OK4cH0MY/Nn8wTN07QpxW6FruQ2Sbl9M4VSmXZIC09/DbMH0QNcttbATWi0bKjszNV3bSmur/iwjiem2JEumbJsM4yKtOdWTfq5dhgGIPr6009K9SSZS5iUsVBa4K4nLchTdEZLjfTTTFN1siuh3zxDPxigv58ivlmh+9QzxokHz/h20755gPYrNjWlIIFNuHT3hHpDBKp2UtF3oCkzfo8bM6RwFPT3vsl8MbFpOHLXWO46EpgkLxbMK2irQYrm8wfXNCsv1Gl1jU3X60hkMRIVNrWkUtg5tDE0BOLy8rd/GMLtxLI+eSW3TYFWucFPkqJoxytVrZPQFk0+c+fVV3C4qPAXY1CF3OjnDhtPT0EkMzd5hTLNh+wWz43vYmD/g2fBs1NkMBsJz32lYvpPAt7ixaMed44M0VHkUENSGXaAamTYd3dML7rfA6Hyk9ok/SCeHk87smxSbcgnPhm92yvU6t4OdA21gZ5zD5HelCHV5mJe1eaeMU+a+dMsiBt2UydgNfJyW0pzDfTpdjP/19Me4G0+kca0pGGySKxHCeiReaH/j4BmshbyzozNEuDcHIj0/jQq5Zr2uOd3tUK86PGkXeH90hMtmjSVaHIC2037BVe0hXJtm9DjewD1og+Nhk3zAN0zPX0T7J0Za4InblQRSF1emyIipKEyDQ/qwIFGb9Ts07UaTZjb1Io0tjCcGuAhF+lfoGrpMcbGKGCIv2tkDrgSkabxxmJdpkVqmFt5MTjhOXHOtqk6Lc/mnL1CdzZAvU3S//BLde/fRnh6gKyskP3iMeFGinYxMuE8naKraNFAhKjRl+Ny3l52tZ14hTr3Hmu95mH6D2PDMDkIUkJl6ZEnCyF6iPExBXHIkFPJshKBLEm2cV/MrLJdraaLc8cHFIbFu6NB8ZueSbTIsErFevwifX/7sdw8n3HZihQkswixG1sEIJdZli9USqNIjZNNDxBhjvpzj4rrEKI2R57atznY6hDKCVDLB5TWxVMNJH2KoIY5Vp+CldDLJxMFK4QOh6/BbHgozF250GWHJ3mY7VIHp3/ZjWoPRyvCyVYrqNsEjVidsAS5LFwR8qG+Y1/N7OzeDrgcEuqgzcISKOHzb9E88NqAbswzDRK9Ad3/2YnnfhcPjtLdcZxVAWzjTxuyFWkxkh7VxwQ7tAPlvjWXU4nQ8tUMr2E4JDp9zBTyThQNeWBf34Z/kUxyzg+cp7rQpCjI3V7aESB4KwkczYtJ+mbQxlnGLoy7FPG6x7iqctCNctQVeNbaodJSO8UV5ja+qGwnIy7bEH+/dw7NqgaMox36X4rrusJdTeIaKvPHhrlmaWC4M9gHPhl9LxCALNp5gUSGZND2mMhw3aOl5w6LiAjEqww+HBqp7cpLXlKGHIsAVReaDuUFIOD9C4iAAqaGGC218pyM+V+lhU/imKmXKaMBpfehzHEy4im9NU51sl9tHBbM22ZgCQVlCxYg01c62j5+izFOkH9xDffcQXdUgeXSGFQ9vOdyT5hsVlTVXB8BYFYYMqfbWTrEF/wQaGEJDJ2WwRlHrTOzcGxUmZJQ+MRBwLae/wSDMBunnO4i0j9UWiTjesu2LYo3Lq7kEJ8un4Eykig+ACh2ISGEHIKiCJSCTLRl2pOGztbL/64ilBOfsW83oOm0LvKlqlNEM2f5dZNkESDni1yjLJRbcHTGbIOGJMJwG1HWPioAWwRSqUrn+PISTYcTPBieGenVsOiEbRGoPYeVPfCicejtMkBoO2HZq40ZA4puXkacXpgwzuWyQOY68DsYLr+o9VgaFrS6F2bPns4hb/obeZyVs04WpuUDEi1B4Gr2HfIoc/Pm99SmtC3fLaFocp48kYWRbIyO6SNlearp8c3pMCCh8uDh1k7S47ErcxZ54POuASjANKTkAjLmlUXY4zaZqD806wbBjUFH1oQWQZyxI0NSy38/LCs+wwmh0iK+Wl3LeXk4PUNZrjNNMgvReN8Greo2H40P5OmdppE4+aWN8Wt/gol3j+2M6eEfyjWU9pD3x5UKEYcYHAiNg3NoT2GRDCVtoYZxtGzVyOIV4p2QNWi21Q06EOz9BKUzdOaX3qjZ3CkTGC0AyhA0mgoyywoqW2UhhhIEmNZZFdym6clGztX3zhJNKmvgi4mSc/YN5epm1qZolUWjKzEdYgbbqUDw+Be4daoNDm6VAYa5ndF8i76Cy05qUTzKsJp4NuQRuiBwCYsA4AfrqLdwaxB7PfEPEs+3SKpglREig0m5BZIatcbQ/MC2PgiNPsdlcHLqZ32CxWoX9wakEJ1upU5RYnpRFW/lkZxaDSJ23jin4CIM1SIDf9sx8rnlJ1dcpLYk6QFEVWJUtqm4P+fgRJqMZao2YDdZVol1NbbkGJlNb0Agsshn12TCHgfgJ+OViSYiyBJu/LrU3AYKfTRAb8M/OpeYRHcIxBX9wGdG0hvghDnpb8BAHgdhb0/Sd4rfw53Feht3JM8a0VpcgVVJPF142bd4KD4UyTBrEpqMYTzGacda+kHiQZzduWLY9bwtQQ4iWTWyTAXkxSfBZc4NPi0v8aHoHj6OJOl/eAuMkw+u6xCuUuKoKzNIRCm4H1WA9UHE2dA4Di8NtMkDlOWziVREuNERClLt0IrxOKmly35Q3uJft4Sqq8aS4xr/IT1DFHV42K/H+JE5wGo/xu2aBL4tLjHPgJ6MTjDkIRRHuRSM0Oyvwt+FQRPFBPvDXMJ11XSo7Q9z3jBjYDl2XSOlpI8JvibuIQwZxZFP4DQMMixoGsjDRuuehIOY1X2OoqSglImqhTK7j7RqkWm9gD+vUbm2iYLsIghaoDCbnF7Ux0IB4ovC1E9hatONEGmkSnO9VQpAT6sMSabbgxXzpRptQB3fgXagye8+ErNOkusdTeJmDrSPZCcCOa8C7gO20lU0nzfAQAO1djUGbIZ1aV+s1LufUOFfy40yTVFqnsWSwubEhFOzkE/GKlU13n74d1umcTs64u+8M38TJiM+2J1hVHRZFizaeIJ0cIk5nIsR+2iFPG2TZCJ9dt1gsuapqKBUtAgMQqSK13CrM9ktbTSBh7+oTOtkGBuaSwGP7bHBwGIlTf3aCehhlDsvWiEtkeRmBQYBvET8AACAASURBVJjOBxnmvQ1PDsOwDqZzTVa407SVOOovSx8qVbDBzcdhmXpX+yy/x21KCi5LWuFXZ7Bx19MN7/7seTda5ZCeg/o9neejvlFFwE1Xyj9zjBTPFtdYxY2myzwf4XWzAu2U/7R8gaMow2+KS/z46My0RTmXku6muahtatY2brxev/f9ok9HDFPgcApMR/l5XWAvzsEtoOMsx1fFQotRtEt/sj7HvXQqwc88//Hqc3x/7xT/LntH/EI8nOV7OsmJE0wdZBJwSRi8foPXYPAw4safb4PX4zyd35WWR+9xGyZX0zvu+CM32pZKYsmFqNUY/upGc52l0LhJJUocN+An0nTgxkTmbls62LMeu1hCU9ETgDZn8jd3RdnBIuarQF4kX9pAMGwLS7D+ytV8rrTYLFkdMZzAxfTeXltss7rU43g2K2djfaEaBKwXsnQpeztGaCHFItlHWbj1VUeOup0XpNHLAeBKmAtaBz4fxYjKCl98/TUWyzUoOEfcQSJ7GKWkHTNlBx9QGKjSTQclkCz/tmsTHKKDc4eQaRMG2gvNUF9WFRYlV9hzJJNjZONjGYv3khqzWYb7Z8dYL+ZYzOeIuzGKgsZ7atDGfAZDP4WXMPCpDQUXSa72bwtDwq28IrKzhePeRmUJsyAgSCvDYWDP1s4q1G6MIPRYnv962vYDhglcgWMw9RQXGq0twUzDssJQwRoDdUMOItZx7/eeEl5OKHSr7K04xlCI8o86s/PVoEzCsQG8D+diXP9meBOPKK0NXHxUFZrFJDrp6DwqcTIa67Sdi6zFN/UK/1i+wkE8xafzc3xcX2HZlPg3++9i3MT495ef488P7uODZE/uSZKjBHvDZKGSwW03zmlhsBgmKejo08lBc12WOJ6O8b3sEM+rJY6yCaJihb+ZfyV76oN4og0jH2YHOElGuBNPMI4TFNxoQ/MD/ce5DZJbWolPm6wJItY9HDwFS4Cdz7uwDpqxFcd0TO95VE44d4IuRhvjo3YkmgZqgmTAO2TrYQWbZ9J/Q2QLZULubuKbTAPUPu28Ti1OaR+9N5S2To5J1h5TTK089hkXloR5iAsVjcgOluGm79TXewizbQntqtoOlqH7In1uudefx4gSPkee3zfNY3vU1B7BXrEhbqDR7GDEaGOBSssAUxvRNtzX2iHLIkzHE8Sj3JykuTg0nOLKvABkQ4FAeN0GN4DdRjpvSw+v6WcMp9HfTtymj1kSc8TqsC4bLEr64mWIJ6fIRhMRjttAx12Dn7x/zw60LRa4WV7j+uYabc2j8UpNULSUoGZa569FKNuGTXzqJwEkUS/HYUdVj28SKjC8iM82cjuiFZZrQLFc/KvT7qmh8wzTwdF7GhRCncZ9Rh/iegNL6DTSL6klB55luZ6GeSU0tQfAtCQurlDLYYwJdLaczMkBdltjFkOGOn3hyPDg9DHovD4eqlFxx0dL7ZC2Rzrlq8soIdNxfSHRAT2R/B9Tnn/exDqZKW+gjQsNzxAlfjTudlrVVTvkcB1Js/un8hwzZLhqCvn/NXGMz6sr/GR0ivcww/92/gme1CXyOMZfTx9hHAH/y9n3dFwa8VhyIqntouaqw46p80LFW0LipvuI762pt/8leYlXrrzXEYqk00LQRb3G/774Ao/TKX6WHWGSRHg8OUJbawe3ZmYPkplspCtOlbmdkYKNtcjBng9h8BjQfggEcarL0eyaDaXO4LqtDR5md+qNFDgJkrZE1aXghJ6LPnQrEn9I6WGhrMx+/EsSm1LDOKNU0EnVV8VtxBHbyBdlJeULO3C6abR9O4rCuoOEu80ARRfPR8216WXCpu0iF+vlIeo2E+iKFeKvzlHrUOUaaZqje/euvmLAY7Aanoh1sUB8MtP21FRI8E5HpBJI/hEeWbQ1Tn9DOuZxIJhcxCPEThTlCX+YJ7SdqlPTmCF2PMoxGo8kQKt1KUGgzmaKmnKwOJZN257X5yrs5n1Y187zMA3Peo2Txvw4mxjLAlg13LA1QjY9wijf11Rq3cYoqhaHaYsP7h9iNIrx4nqOFy9e6dDdvckEF3P22CLYF+kRYC109DkTsH7+REziTNviLC3tv4zj4phfZvM2QWyaGG0zvVaq9kQR0izTwdAmyHrN0svxu9KTPqGMzTuJlppQ4m4WumG1QQgyL9MRStrl2MElIEhedS7FeBU9XTYh9uB1WWt3IkMdw1DiQQsDROKO8GQ6Lu5woYnwcPV6FiX4or3Bf3r6OX50/BA/nt7RNIxteVEt1OYHyZ40sqyzE+e/Lq5wUy7xTR7hpljhT7I7si0+iCb409E9LKoCP56e4cOmxr/cv487yFFysFXnSxAltgOObRKChg0g2EFoKfq2vjBMPywjgj4pwnZRiPLYur/IznA4nuBONsKjzj5lwd1FFA8kQ0VVSwzHvhgK9vtuPW95H/bjtyTZBO+mldzY0JFyg3xKzuc/CtXdS4IlSAIyE0cepqKQtbx8Uz65QpDgwbRggaF87om3/DT9UYmgGVFzvLAbyXmPEDicDo3HMXzYJvrjpjzG8L98hubxCdpH9/XplOR8gfRvfgv89DGK98+Qv1ii+4cvkP7rH2I94Sc9QmfpK+ATRy8jjHUli1XH2lBL2LM5+UZQOJIC4BQeYXVMq5r0iRtlGI/GcvsxWyaFiC90sLMLW0KI12eaj0MY6tXN0/ZxjiC/M4YCJIlT7WJZlTWKklOdKZK9Y4zzXCSkm0JdNViXCdq6wumDMaL6GsslcLC3h/P4HMf7B3je5Pj6Zg6eiTOihkzisSG67GxBQsU6nUiMskMLiJdtk4jglMwkE6oXhjHCzjek3WV4MT3LMgHbM4ELU+/ZLjSZ13Hhd2qfmjZyNTpKsI55MGxYyAmaDGvlFJB70KkV7msvswDddFhnBZbrv936OCi+SSVrkcPDtzTPJKDqgAvm8XjeqfVRw6RXQhbHeNGs8PniHD+d3dOnWLK9RNpnxu9TAVjWJeJsX59x4enuZQx83szxBRaYlhneHR/KHY7fQrofj/CPxUu8m87wb8ePsNfFuI4rxE0rZ/WSHla08Q2+vbNNFeN3tpRw78ZZa2//y/TsG5wJnCRjHgKE2WgP7+aHogt9nktuzQzjLE/OZ58iz+0KB69hGE7cDd89jd89znHt7x7v4XxnHN+HZZIHNANRv6Vgo+Bjf2A6EVFaaK+UETvhx3hdAWNCHgvku/GapRWWFM5VeLoyda19boXTcioofnf4HW57N+XFYPBKzRwop3+tfsQg7415GND+CN3BDHXZoDk7RJTGSH/5BXB3HxhnUva4CYL2gnQonFi0dQqbUrJCe1eMt3bD2I5Q1wp5d8CZkY2iQZeG3VHugjOTU7oQTMYknjg9S3kQhI2uXpHZZ4MwFmxB2zKgPNmmzk3d7PwqmG3kVKLGsipQVAnaeIZ071BH2/HkmFXdoGo6HRO2pjG6WOHONMMU1DAjnM+XwIsL/ODxO8j3p3j6yyfIaq7clYjjBp02IgeWoIYdVj+HsBigPeOR4VLZqVzwGk9pYJUAM5sOnfQJv1y4hpqqBu+AiyFeWJH4zphkCAOf9WOaMEhxpZlS53m1wIN0X4yhIggDBTW35UUN5vUak3SKbGOnZVlmmLeWbws71uOMTJ5Qd/D6b6Gdxg1qD3S9aRpM4lR18Yg6d4DRKeXEW9WizVN8tbjC4+kRfji9Iy3zi3ourw1uhXzZrfGivFHen4zvYIEaszbGcZTjGhXey49wmGS2DTcG/uXePfX7SZqj6GptIkTD8wz4aY1YcQSbbSJPa3AK7TLavvl30zfejNqEBLERxs0I70+OkUa2XbXQOojpc/ybUMJSFMnmJ2mmd6crXxznb6vb45nnD71287D9b9Ypg5CYjwqQzlqVaYctpFClQkZm4+V3JncMsLHBxq00JoCNmVkC0zEff+x7tINScJI/bNAyhUWdYWvAJqyEmdcuXrxtLJ+zLYxTfTerOb9Gd+dUZ5TGNxWqdw4x+vgLVBfXaE+PZJ6IFivEZ1yC3BKS1GhciPadQrWrEQJDnYfpeBFAAiLDraFLQpP+kEQmz+AcjUa6czrKMCeAANdHFLnVyrY/Mi6UHFb8w9tw5AswKq3JGpVJGOSBlsTaL1+uCx0CsFjUGO/fR7I/RZpO0LYx1k2Huq50CEldU3MkDWnfS3GUN5gmDe7eex/zZY2jx9yuSTtbi7OzFN+8eqmV2jYa6fgGDRxBqOnwh8Bk1BREWEOUtVvNIdGN6YgDalXWKYlPwxGTcUeF8Kq222DAXDbqmM8o37lAJbucFhOMzZLgsVDzcA7nUx3sC4yoojGM56ai0VmUD7N9hTeZpiXyRuFq9SfVHC/Wcxwd7CEPmjYHJ/MvtVZkcSqfw9DH32BUa35P91C58KE4mQoicKpNgXVdl3ha3+D+eIY73ch89iTUO32Zsuxqfebi+9kdNEWFy7TBebVCyZNyEOFKq+itBOm6s68v1nWLP5rdxY8ohOX3TUFl24RHcabOTIFNnlJ346yIOKTpR/65vXLgHdE5lbjks/iZuHHhuuFlEV1/7GQg6/QM0OBB3mm5bz6hh6MGAkJhWjc/UBjKpzk6VLapW1Y3Md8G730f6oUqw1xg9ND0T5s2DXhlA9+gHSynL5+JzXbIvkCeSOnSxD6emGmr7eYmU3QaPc+MYB42hKKPjLhjwlKlpEBoIQdqabTEFfPESKIajb6ES853ARAA54ztlqk8i93FgeOD4RygtbbCz7pcLTFPIUWJ32tKdV5pa19wzRNkkzGi8yWaB3dMgBJY4sgL3AC/wW+PVROcFLTWQObxfPTn1HmYHTAa5RiPR8gyapx2mDAZTKMRicCRSlskU2Tq7DYt3VQpBBpcfZghQcjQyENhQgY3onAxgrAs1muslwU+fPQuXl+8xqsGODi8izWPZq06TfmWdS3DskanwCARF47iDO/cO8J33jkAxscoojV+/dVTvHx1jsVqjVevrnF27wj70xTLRYuI29aiXGq0CCF3DnO30nZNjqyyI5q2SeFDYWkjJqcRdNcKcQN7p6XhF3q5o8RWaflpAQlM+b8Z4xCP3PbI/Rn0h2MHJRykDnlpVZc6EYjhFFCjRudIick5b+QUnXFUStk5n3RLnRzEpYC/XT3DNMnxr8cPcRqPNOrz20Hkp4pn/3QRVuhwUy5wkI5wFI9Ur3ML4bj9crpavAZPfiWxrDHJMvzq4hv8bvkS5eEZTqb3hCu69nAxUaSuGy04abo+SvBidaVFoU/ra7w3OsCdbIafJlOM2hg1Zzcc/BLaTumC0nCvzOYiBM6/glf4o5uduFVaj2k5b2tL31u8vXS9sUFiU40eNMNQX+vL6nFFsxJ31FCWW4cWV+vZymGuTc7Ng5XgCs12jf2bt7EPecsTCxrQrRf1ll68tRHGllZpkimQHiBKpkiyMdL4EER+XT8FqnM52GteK0AJMzUWDlgs11pm814hYIM+rewHrqIWazippVWyXp4fKnxRWSFcxLwrMN4XBu0ZtpptEV7YJ7U4SHcmIL1chHNlqeHaZ49pf+8mY6Scle2P0FYF6vm17YUfFvqHPLsdj5XbFNk25bOdI2qc4zHyzAQDNSq/KDB5SYhwZJFtMkGcUBBRygg9nnxIx82o5432OwVNlKRy7yjmKy02tFWN49khDpMcF3WHaDTGoi2wLmPUyxpNU6KShhGqCsbqpomRZxEOTu9gjhSf/PYrfPLlMyxXa8xvFqha4Czbxx99+A7+4R9fYzkPo2cgkMO0aYAaaxqhtdzcJzTN4VRM30+yb1MzL3HggpW4lcbOwYe2SLpRMF5Eb7VzhQzEhRdqfhRq83KB/Xxie4rJFBSsjc0OJlyp5edxE251azHliZRxLAfxq7bEs2aJOWp8trjC626No2SMe9N9fNjt4Z3xDMuolk2OJhkdVqwTgRJpjNwcQVWK2l8YVzf0IhHVPd7CxESRtjFK87OtvAfZCH989AijJMOC2yuSWOcyckCgsOUpRwW/9c4V0qbFsqlwVa3wZ/sPcFQl4JFwB/y2UsItlZtuKY1zyI9bdPIXdULyoV8bSeUBt95JP16kG5/F68NigkglrZiUAjrIhR5Xg5INa6bVSiqE/F7PIOnWowRC0LY84rYwj9u9D3sg69ppwqZ9BofF6xiOdA/p7AeIx4+RjI6RJPuImgjt+iusLv8OTfFEJyxpKi93p9B+6fvsHazJ7pLhRI4QxcaQvzgjoACl1krBa8ffCU+Bx1iC2jrgNacH2+l48DC2wfFpeVuk9w7RPHmhT/IUXaRzhUcXKySrFkk2QVUDKb/0+vNPkLzeEaBe2BtIDUzRA2GSmyvJZl+gS1KK6ZRT5BQxt11KwySPGAm0giu7mQHNzqvONdDI+nr7hjHM4VKDOYIHGx6nt3VVYVUsNYpNshwPDk8wHk9xtVpjUZeoswTlTQwsapRFi4Okxp37h3h+3eJ6yYNbzT5CSOs2wjjpNEX/4tUVzi+5p7ZBko71MS/S+o9++n3kkxGuF/y4FUVGLrAdRuJDAoUCgXgLQk+whwHENXLeGU4tfXiIBxmIJ8QYc0AHu5In0owuHNQ27VBdTjk5mPFwXgqu83qJOEtxEmW2u4v+alxdpJAap/i6WuCb1UKa4nfjIzSJTWP3szEuqpVOD/pRdozZaIJZl2CPO2+iFvO2VPnc/phHCWZJZppxwqPUUoy4RZmzDwJp/3tSGgG3aNjT1PiI7SX8FEHE3zRKsaTBJI3x/yye4XEyww/2aOtstP2R3695fb3A19MbvChu8Cjfx4f7Z5hyep7ZwlcR28CSSmIFhSYsvDitvCNtA9u/ebo+5M2n3TT+fmvZ1PSNqqILuwYHB7+Y1/Vez68wKRZ9P/D0t92H6T3+tjCP+7Y7YbAB0cW5pWa4X5pdRS3ifIbZyY8QTb4HYCxvCe5ZT0cx6uop2vI5uragVdlOlnfRPBB28lvVgEdOCMKUFVF+6p1KAOcD/NlH4XgEHgd1tnFzDZ83gfYwhJ0hG9xoVtUh5f73py9AJUyftss7pM++Qf38FXC9RHeYo7qaY/TsGuu/+tM/TAPt8WXTdW3BDELVbJw5RtI4TSBQOJqtwwAkkAJUwpLPgWnCIMP0ctcJ6YgK2ZO0MsxVVX4QyvLRP5CDd71eywUqn44xqtY64Pjs0UPcrLkFtMF8tcLLmicnFYjjGboqkpvCnbMxxnmLpuBnA8gIhnguXoyaAmd7U5wcjFAkZ7i+emr2HNKQHyiLIvzqiyeoflXhZlVhPOJxZZw881tLRnLaQOWiRBwE4ekDhQtM7nbhtN3NGx6uQYUQxRH2plN9BoInvjB8trcnNx3qUzxP8vVqIc+CNm4waVJk1P/GOZZthRMuUIVpDDU2TsN/sXqFX85f4OH4AA/TmSRWVLd4d3yEB12LRVNhMskxTnNps7RR0cmLH2WbIsUk2LZsjtn7j3KwKNgZ+PE2aaUDRg7Y9e7mfDDkaYZRr+Cgyy8ocq85eWHBxce6wKtygb86fbyxK/KLj/fiMR5PDvEfXn+Gvzh+B/fyqY6Fo02Tfpoj2pH5bXh9x4YaoX3SQULa1NiNoHL6EybvXE4Hh5PhhPPbLs/LNJ6WWqbxsthXUtwUCZsdSMMalqsZcV8Py+RvFx4vfwsezUwM07fFs4whjFt5By9v5A2dXz1loLFZFsLHpwR1E6FsVkjK1/bhu3aForlGtz5Hu37B00tNc5TGSXwyr2NHpZuk3MBCDbPHhRaN6MstnLDvhi9lsnZ+eynQyHFmmAhQ9gKsF5ihHscJhTdB4xdfx2WnWRbyHPl8gehv/wnR6THa+3sYPX2J5JdP0L5/hi7PTYDuIm0IjNVDTcFXtK3xXODg1wJp52QDeAo7ecF+Bj7LJeG8fJObln+Dp4BQrsgxHQUktYYqNdcRjUNy+E7BQ6ib5kZT2p98+D2cnd3R9tDPP32Ky28ucXOzxDeLOW4uLjTtvimh0+nz40PZ7PgVvyevK31krq0zfRKV00dqPeyYj09y3H94iq8vlvjV5y/RVZUGBg5+hI3a3PPXK+T8sFRSIelM+9RJ7NR+qBlygYLTZpkq6FoT3G/C9Jzt5ohpQtOEKHGUc8VdsDSyH/NT35PJHqqVMd5VscCiWuNo7wBR1aLMgHvpCJf8DEEC2QRP0ilerq8x79bgZ2lmPBAhifG8XeKr1RUmo7EWZLhdsKbzOoUJGZFCNuN3o/jKvd40q/AEnAiTsJWOizs2RFDk+D+2Rr3eQrwfWKiYgXjzbuDMylzOE3qWGYbnBVLwA0mW4nm5wM/G9/DnB4+1zZFjnU97F1GDP509xH8zu6/PAxec1jGei5Ydtwc3+Hx9jjvjfZwi19ZNan4S1LG5q1CoxjU1F0KwDY/D6TD6fZjOw6xvWv9gWfwGD2cTjOe/jQzQu1nxhCbO0MyMbQCw/zqiNiH24P3Rg7fgk/nJYljnbWkdVo/fTePxXv7wLupZd9ZYs5uXaWmZ52emq/kvsW4+Q9eViBruFlqjra/QNFeIuhvEOkuChdk2TiKfQ4yULQpG8RJLJCJCnHR2LlR5ngRJt5AgbTkDpB01ALzBi5jBgRZrhHos5W3tZeqYB0HTLFRzK2wN5FMk/8ffI/ndE7T/6vuI50u0v36K+IN76D79BvlHX9pxdo4wB2D4zjDaOXnnzzVOTjE1XQ8CUrY5Ah4uF5wEdgOw4O8boTgJGgpZjpA0BIdVPEpbnuvXVWgpTXlwR7fGw5Mz/Pi7H2L/4T08v+SHrBJclQW+Wd6gXFzjYrFEzeOm5NvIXRpjtN0I0yRFGXPPPbVZrm7TbFzZVKqtJWi7bIyPvzrHF99c6uPbj0/2kI1GcnVi96MwZOeO+b1raQaJhIyNGtZwdnL7pKv1CHYqH/0pOHlR82R+ClHik3dyARdzxuNM8TwejyuA/Pb0TbXCeblEmqfIowg3MfdORyj5Eay20RT7IMux3+Z4mcT4vLjEH03vIutifFVcyyD+g+kpDrTYxRXSWHkoEnmmKr+twwMyJNQ3pimbvlG48iK8ZHR7MxZXB3CtyTuvC0/lsj+bPKGsDT+ENIqnQAn2Xu5LpsDjpzAoZKgpV8n2YKw0/O63nKhDPeE4xN+Vl/IKeL64wt3Zfay6Wt+D5yJaGVbXNY1xzWXTKm+nQzxoxI6QZQxxoo4etB+2ayM8A99zcCb9/WLJwinz3IIrT8e7+kfA2W64vw+UKwXt4tbT/f+5e5lq7Q48wgFp3xRobr4Mu48q2xQh2pRIebycbJeEgvNxkyU2esmNQIOtiTqtZgfMsI+afd2m8DZ1Z1/sXaBubxlhNvq8Ge94ZTx/fOfgRY/EjscAcndYUaL6u3+0baT/879F9/UrlPMl0u9+gPLuDPHDO0gOODfbMIIzhFXohcu+EDo93ZFkr0vY2WwfuclMYySOVmQWF54syYFVPSHeG8bpDOPpJyphzGI4olIoc1dGtdaqeVLNcfe0wMnZXaTJCWanR7gulhjxLL+rNYpVgddXF7LBFdrhYwybJh3S0YhqAb5zd4L8+B6+/OYa1/MSLy9uMIpqOwOQLhFNhC+fXUg7LDDGLJM3hPYnl1yaC9ZcMr23iYsyaqP+2hMXdcwmw85tgoAx3mYXpo5fdjBOWWWyGAgYoYIuSGmsKfppPpZDe81zIusC/AgZP+dwvS7wKJ9gws1RXYdZnGOdNHjVFThCh4ejfZykE30jhxo0v1rJXT1ceKPg5I+Cu+FuGx+51eGtbSZbhoMgnzcNFuP3rlY9PlzwKuUgA3HHy+6hIDIyeSq1gyAOswn+LHusQ2ZoB9XKNPMMBBHLkM5irCdtjxZiHj1Hs8IPZ3fx4uZKJ3x9vbjCyWQmD4uXqyt9HngvGYkm7DRDzc/hU/kD6TQM57PTs28Ln/rB0t76v8rjvOPBA7x4kN+H9XnY7feAgNsjN7zq0X94uZ7j2++kIHUd9bhqgaTlJ4ipCPHkKKocmjqg0xzZnjWdlUap3KIk+z3RoWHF8SIBzDQs3dYqzPVJuwnEmu4V9e1QOr/19930BI9LwuUolVdL/n9+DHzvAZb/47+RfMJygUygcCZco3p4jKym29ZACrNQMaXsePz2jE0xJxScKVfVUwnHhPYuIcYAcqLwfpvw9HjTWEziD8N4EIZNaW0lmkeGRfM19qf7GB1mmGUkSINs/Ajzaozzyxsk4xw5F2H2ctw5PsL88hrnN9dYNSUS7mvnVxzzBGUHvLsf4fvv3cWTosQYS7x3dw/FvYkWgZYt8Nsvn6HQSVwjjCNuD5M6iCV3OWjbJ62wiQS7prZNJZsb+5cvaGnCxpGMtsOaX20yOxfxJGf4wScymIZC1vxQaXMfaYGIfEO8CBdkmbYRsZJxhnLZYd4WeFYuJPS4la+LMpyMpsgTarQRJnGOrFniYXaIeVGgGLU4pn225Y4aass8RNgc5LXfnPTmHmBSk9N59kUm4m8j5AwmE/ya0Mn0QTi19TIIf9YxpH0oIAjKbT5RnMqXJ4tN0hIT0vw+DbeqygUpTNvoj8qD+qx2z233ACkrkCDc61JtySybEt/ZO0UTxXiJCp8Vr+TS9e7kAPdj+9plQ61WkwIrZbvkUH7ozM6vfve09t7jywWrpxvihKmIYl6K95fw7nlDkltvXi4jlZ4D4ECD3oTfmtsCWcYfUpcXsUk7yDeEA+xvXEzlZ4bjBZouQ+zO62xbSkd10zwlIiX1qCsRAeQ7CkhJFKbuf44walMUopRVMtfwzFGbuqstG6w6xH07NyEulEMA+yDzalDmbJKfwuY3psoW9X6O6GSK9o+/g6TkQjIPfEmloa7bCjnXOyqbTXL7Z5g+my1QHYFO+aMMo5wapx0rR43TBmRZkgSGAAhTleEzI8UbJhEGbTBGI1PxUh4e1q+pj32bln13vVzibraHe/cf4unlS0w55W0foWyP8PLFE5x/KMcDOgAAIABJREFU+TlO75zgwYP72D+c4dFiiYtihSc1vwrIBYNax4FxHztPqDk5PcRvrit8+rtP8GcfPMB3v/MYN3GC//rrL/H5J1+iKbkfPNf3rKmlceEl7mgLTLUSfDzOsc8jDJoUk6jBbJzh009Ds1odqSqGtM9Q0EFfW7y0s8qG1TBlkVA0wjE3XZOovVEDp2sQT4EhA61Wa2nk3FVD5uVHulYkWJ5KK58lU+x3OcZRLh/Poqqx1OENnXwgyWP8Rk5EcwN9H32KSVElOWl73AkD6USXm5h744O5QWmoVpC2TE+TBzVUnc4PLJoSL9s1rrtSC1Kn6USmENr7pKtvMetAew0d3aLZicnAhkfyAr0LMk7X6Zalw0u4C8hW5wiHvr7J/fCBRmZftA5HXYcD1ZR+vKMjfLR4iT85eIzfLV/jo+o1flte4t9N38NFuUI9OwLduqTT6JMUgZY7N8LEi7eNEKG4EtAu/SwN0zGN43r3vimIONVLmMqHzu/le50hyebm4Z6OERbmcGwK1QPTeT/bFLLJY3l3y+K7h3l9W3lZleNkEME9ZFXEA6dJU3JwYWqpDc1mmtO0m5kGglLlsUwx2WBWbjT1WZ+0U+ZjOpqd5PXMA0aYz8IIr8M+AM0eZS4xDdZSm7lMwjoECO6mRU2Pgr/8Cfgx5a4qkPIwbKqmLc19kXyR9X0l8hs9Y5iR0piAEIixhGaClDtS6EoTBGSAcwPbcGTdJZQjn7CJWQLSmdnjrFzbdcPpWxq2Klqn4pcvUyzKAstVjslkjPqmwvXic5TXF2gLTsHP8eTJM+2tf5/fgN+bIaY3U7VGzp1EUza8RJId4revbnDz6xf4Fx/excN3T/CrZ0/w0Scv8fT5FVI5sucmSKgZgrbFFvxIH8cYOvLu5TbF5kw+aioUy7lWASV+RAD+McZgf+c36kVbak0x/Tj7juUIJLHrhiKDbkrcdx3pRB6u4NOckaa2BZafG+CnTahd8rQiTuXXXYuc+17TGBXtvdIeTRCzPTQtEJqo7rSwYjg3+CgsnQ4KJwAM0sG+pjXbqUaxFmTYYeg3WqURXlU3uKrW2g7Jc10/3L+Del2gSkcYa1+JJmwbAdG3lTMTFxsMNXzZ3VYeCRcFJ1dXxRtkOOKNtlFmiYEijnCxmuNwvKdj3LR9zCYLKpFtP0eNx3s8erDB/7V4go+uX+C7+2fafcS9MafZRFMvLkrwMtu7PSsg8Kh3RuN7xttAYLjs+djz+F2wDzqz9w2Gb9fCwYZa1BAvXsqbd8Ljdd8S+0aQ6tvJ42HDxF6mt9ffPc0b7yGi79KEn+fnZlo1jzr6g/C0NSZ0s1AgkhequyRtH6IOw7IcH5rP26to5dgjHbj4Z6dhKcqz9KVtPd3WbgPByzROZDuCS70tYTV0zaM5UYYFCXDSi3xKsxfrTpuaK8pczMiQZznyjEfKkeHNnuNMPkQkn/1HQBxAD+N997o9TLmFMglkrbZT84kxbyrsxQnuHmbIp/xUKrAgVS5aHB4dyQZblgXm8zl+DmA2PcYP76U4O1jg4DTDzz9b4ma5QE1j8PIaf/XjR3jvvYf4+W8+w+++4q6iCOPs0IjPdcSEn0BgP40RVQVGHbXXWnjJog5luUC5WuP6ZoHl+kaCkXjSBDhsNWNrqMFzCr8hjXHSG9oAhZ626nUNisg+GSAtv4VOu6dAyXm8H7dzai803Trse1BrCrGqxDThWYXhgA2m1ThognKDb9a/occtnZB8GuLZibhLh7bb5y1tWHYk3IPxIV6v5yiaBuddiTvZRItXcc2BJtcClARwHNv+8l3iD943oAzChDcyJOveOUmdYWwLNUz6qq7R4Iy+xvR2CHxI3pGZhNs4yyU+a8/lSzppIvxwfIKfju/gh/vfw3VUg1tcuShFH9q4ta2A2qkX4GFd/BEXpCP7hnqx5PybfD1sxgbnlPcD7xOzibtppC9fTDIocph/WK4/7wo5vv++PJ6Xd88/DPvnPm/X6cCTOpQUXKClfZLcf9vP07+lVgnRQT4lt5Ith8WpHp5UwNdQ81tKfCPY8SXPmWEsYRY+zd3Luq0qsFTkC0/PgT08p9qnTsEprcfcL/rGe14jOt8IgAPh7373uN14Dx+m85GZdREYMio7MleXl/MbNPlYZ+9V15coV2PMjg8Rz0uMk33ZDuN0hMl0T7LhclWiXK9QocToZIqrizVWqwZJNAE9tfZHOcq0xv/9i4/x5fMV6ogn/9DdiM7wFIKRdhlxB/29o32kVYQ7RzMJL2pfq+U1Li7PMV/NtbOHnxKgqKUwsJkuUbtBr4SoFtl45sFAfg3xos072o3Eb2Txw1w2BaUGTn9IamxVRomYgPY8jnhdnKBcU8PONZ0ec5tflGqBiD5zhId+qEY/Ytvo5R2H9Q+fLYVBzn3uNx139JSYIcV1VGmiRE3zrr5JleIwH+GmauUmxFkBv81DP1I62Gv/s9uVBlJy2GbWN8SH10+YNC0nD4Qy2IYh39DLo6wrHI2mNv0OCgrLkN+tbLINTpMJvqrmOBiP8dfT94QLei0syrUdmMutr+ooVLptScLhcFhdSMgWLSKTQ4KtwRMP7p5vEKRHluNlKc2OFjrMN3zeLefb3ofl85nUJMge/m15/zl1Mq2Vf0uJ+pIow7nX3U6jN2PONi8O+fKWUkIf8jzWFpvKEfd9OO2gFKLWczk7NHvk7WVa6LCtfN5dkBRjsorQZ1ifvlMfePltbU/3phNpczJFu5uK5IEJBFZm06/+fQiMVdn/FXChUhcpZFSGEz4fmVWGBJCt2idapKKNrsWdA2o4CV6+fokHe1Mk+R6W3RpRc4O9WYerJZBUdD3iIWwJzg73kPCw2WSEq8sW6zmdzxu0yQhlnGLVtPibj17I5qa28NstFIDBuZjaC4/H+vDeIX76vQ/w6vwbvDh/IXirdY0syzHdO9CXFov5FbJwnJzaIDp7Sw0PbqAmM1vbe/zwSTgS5CZQ+DEz2lspsarWnNcL2pWqFdqilQsOPyrGb/TwuzcUvkXDvfxc6EvtsxDa8mgOxazD8TysmdNVwewwBLpoxkEjOlmRn5NIMhxWFfLxRKeyp9yDnyT4plzg++MTrf7L9Sk3OyIXpiREfdZlPVhVs/3EQ+DNAA7D+hDCxBl+QtetstFA2sdqjNNedgrpWZrjqq3wcn2Dx9k+yDccu1gN6Uh3tf92/11psuuWppQOOVVMDkjOl1w8otM0F+K4gLlDQ8LDDuODvN4l/JVwS0A5Pod4Hj6rbc5ng9HDyzStZ5t/hvmHz7tC0d/9Pkw7fFZd/0xtlfm9bcO719VT0HDC8FYHtzCnzSaGMAzpOQx/43lLC2Usa5JlXUnlSqcvc9KeRsG6LTwJh3IFWusl/PF26DUM2p6W+iWzDPO7ecfDhmV5vjTVd9RNwDGQ+iAr8p9l6uMdCI/3uxeoMgKxPM7zCMINI9LHmyvbdH7mIcGmgbL+g3HGXVPabTQ5O8EVanz19WtMeSze/gzReoVxlsrZdTIeI00AntATZTlOjkd4Wlyja+jETDtJawcEcPFBK8WsJ0ZL+6Cm6AnuHO9hb5Tg4fEEh0c5ljwvcvKOFqmev3iBV+dXaG5ubDcSDxNg59JISyaz0VFkYyfm2Y00lnbmkWB4MSwOccQxlNimhsf2U4PkaU88iaigIy/3f2cpDtIc03iEmpolHc2Zr+NmuUxuW9TYSGDhWtqbaukrHDwxjYSCiuhZmjzHw3opFMdtijUP3uhSrEvu8OLxNBHOMMKd8UTHzJFGbCdZVwKSq5RhihsmvGqdQWLtNCFqfGTwDoS5ukkEngSVVZxeb2tu4h/ao7oWkzjDzxdPcF2t8b3pqUwJ7GKaYCXhkxYtD3ixrkc68EW30B2164lajPto/p7OFvpkECh9Xxig9lsf+wFVpDORENpoA4xl944qWgaYPEy43AkTXkLNns5w28M4TLMLpOfZTbP7vptO5ie6IAa7NsUl+5m0RfJjkCE2xw6itmc3hzjcGc8r3G1lUH0jRBh1ZTK1hSAarjgAdsjQxvQP9+/Ch5ICntgOh93L4jt/VKS4y48XXTNZ2i6Invdt+GB8uhvJ9+HPK+bd0w7j/fm2+GFeMrHy8x7Kcr5liLY18sBcxPj6vMAkn+D7905xMJvgybNXcnW4XtW4KS9wOBnrMyDcLUDmpNvLsqpxfnGOfJWZA35ZSuhw5Uw7NukFQQ2rLJHFOU4Ppjg6SLgOg/XyGuubCs/aQxwd7+PB3QNMDk7wy99+is8++xQ87o7fa+IXQ2UlpbYodAdD+ABnbLNsoDsjIduqIFHJfC95wnmTJnK9uigWWHcNDpMxjtIR9pJcfmlJy62sLRp+p4WKFE80CcJKrnVB22S9LNpo5ExpFHAacfQmvjx/IIQScRigcF10DZ4uX2PapXjEc1MTbhON9JkMpdeJUOYOxYw2KPXC0BnU4LD6/S87HP+5QHENz+O1wCWmMF4RAwdhT8+Igl+mbNf6MsAPZ2cayJjX62LZ3g2Ia2JB/TGgw7HiMPuA7vW/7e7lD+sybO/msBo8PeFnG4c4UfvlgmOd2zut5/ES1XZ/CXem8fDd9Jt371QDvDD7Jv6WMneC3nhlnZ7f74JjE04Ryj7B9Qt+F54Vesv8/kaxbwSwbOmu35pFVA3uTKpI5SjvBp43it4K8LRm3zbcGF6/teKtMpwOcqRngfztMrSHD3N6Oi/A4xjOi2X4M9+9DDU7CE81O6RXLgqGsB+e2uFNHeNwkuHu8SFu2o6fIsHedA9lUuLl6+eo13OMJ4+xN52huDzHuqkxOThAd73E4nKOOuNOiAZxOtGJMBE1kibGdDTG2d097I05+pRY3yxwdDzTin8xSsHT6i/nN3jnne/gv/zjR/gPf/tzTEZ7/PoOkiTHhJ+XbQrTPjllHqxoq/HhXUJKAcM/JjzYrfmPzvNcSH+5vMIVvxCZTfB+wlPSzcGd6WrZ6OxMyrTs5E/HMZh+afSQoPsT6yItHO/ELYXHkJYbGgThRMni6V2I0AbLhbODLsV+foD9yRSTKNXqNfuC6McFMq7Wx3Q5C9rAwLl9l+7D1msADXZjehkQbv6ciZnWNRp7DqdzGVth3EQ6Mu+X18/xk+ldnKUTO4pvIDCUb/B+a3fweN6DQApVbIHrL8M2GRY2MY46D/i9d9ajujgohEHQyycN/fm2gjzO77elYRibpcHD2/m2hKFvfku0olgfYXsbfAzXdjGM5GAELOVfbeXeSoFvrZL4+fZcFLLkPZ+6c+j//3YZirxG4+e+pLdD4fhg2jc0UC9gl1B89x/T+PPwvptXzCL7ljGrcxzDPR/D+MwDNvhMpbpuK9Tra7y63EN6ehdddKHp/PHeGHG3h+v5HL/99DO88+gRzo4PUZ5f4vzVufZ6s0M+W71El2TahkXt6XhviuM7Y24Lx2oxR7OOUJZcMWzxg++/j6vFAn/7i3+SQP3F1Qt8/MknqMoa44R73WnbaXA428fD+w/02Ynf/OaXWtDY7Mby9oQ7bZNsy0aIkckUZ4OLbCvUBqMOh6Mp7seHGPGTI9zAQHtsYrsiuLhv2rPUZ9mHDV+m1fjq7pCgjk/Wt6nfCUP93t2JAn8YLdhKClDgZLQn4c7v89Rdoz3zhDNvaTNO8bot0LaVBJhcjlLrYKRhWZpHBwWkOlbAh9oe/jAdL8LmcHsYBxb2HmqR/FwsBSzjCOoi6XA/meFsNsGIxxdSk37L5eVZtPGXJ2VZHu8wepyHv/3dY/oy+hALc57nnRB6G7xs1klNm3H6kirTBAE1LMufPZ+/835b2DD+tmfW+/vyMX4XJ14fw3fLMEHNFHT/oRsTzWNULMynewMHp/eBtpuwWx5UtxZDxZWWR/zSv1tXIhUpQMm1g4Ew8Na3tcGrZVJLx1mZhbL9jgNrm6jpWZSe9PSL+Qffhe8L4ZMXxrtfHva2eE8nwJgvAGQO5sFe5onIQBKusXb48POsnNJ2VYuurlCMcyyqFWbcWZTm4FoJPzGR5lPEaYFRvkZVLnA9TzDdP0R0eYHpdIT5qkIxjxBX3Fce44c/fhd0SL96/QKnp6eobmo8evAIe3v7+PTTL/Hy+hLpZIqL60ugYIftcD6/InQS6twzv5fm+MuffR/j2RRfPnsFHpVGwrGdOsw5CCMjboQyHMZLWcVVdSOzjZTUPCggiNURYowjOuJHWkmmPZjCh/u0+WVJCi3ikKkZp38Bp65BEs1OVBFf+O2Fhgsqox0j2RFYrAtzS8tFRC6o0OeN/ok0uSpMJ9qLTbVDi/vJvyyucZCkclrnEXbUpgkDf4J/wD/GpNYXqLX2PGRII751hZV8KrSsg4OHDwDiQGrNMsea8GQ5fvmz3z1cnXaQjuFMI5jkgmY86LS0LSJ9uVvliN4iRx88KE9Cn58VTmNtMKB99SjmAbw8V9jawz5PnjezQoSCZypwfkNfYTqrkcYcMeWdEezaDu+gVsfpVnsHtgo2Wbw5GIQ8LcP9mUX6u+NlGMd40pRhzkderuclI5Mu7OPcrZdTiG44XCXIkV7HeBMwCVOxISsP2iZ5kWlJG54LQZ4gk9pGCoos2ti5e45uUgnd/tgOYc08VQiXSgj03m2HIgO9+Ozp3xY+zO9peeevDIoClTVN4b3iYSYv2O/DOD7f9r4VLkbphehuOUwrMRKQmGmbKBHIbZsxFusKGY+q64CMJwZNxlgVFWpqjl2NUR5h/2iEr75+iiga4eTgWEeqXd4ssOZRcwm/NFkC1RL7POYNEb77ne/iB9//Ab5+9gTHd0/x+tcf4+P/+J8wysdS9dqk0bbI/fQAjx8+xngyxpNX9jG5NKqQ10u8/84D/PbF57h48ly9ydvs+CAZuRebnZEX//pU3wcUYxvTrCQgqYFzyp7GWunmXvARD1UhQ0mUk1XIPGR+71ib0sXcLlBdaDg8fncm2ErnAoD7D7iySVyTDhzftUhAv85Gi1XcwnZVXWmx6YtujrvRPqY8nGSwmkmXONbndfHZf+ohQTZ5vM/+lYdt1eBihzr4BI2tZLxfXGgbXh7nd8YNn0WFkJ/1Wj81v1Km42IEvRjlgUB6GZq3yhjW58/My/IoYBynfH7V2MIbPzGSjBLMOLNirZKLZguhxsmLblkXTY13ZkdIylYfj+NXBTyeaRxXXq/fh220sB5HfHf4/Nnz3fbudbxZ5jYuvQzhkbQNs2fW3EU8i4wbbzT+e9Jwt/beahdV5tBPKBGodVDw66zbEeI4QyeNlo6/FJbc6sJpSrirht5jwgW+A+BtIszeTo/759xZLi/bgs3PHZvofGMK7xXyvvvsYR7uANz2Tp9OhnPE9Xje/UdMk/F0hcOCaVuLUCJPIzRljatlhbi8xn4U45zHY8V0sRmhxASTaYbLS55XHmtn0mq1wmK1wmqxlvAh09KFhXty//JP/xX+5u9/gf/88Ud4/70P8A+ffI5Xf/f3aBru2jlBgxzRpEHaFMiiHPcOT/DjD97RJ5D3Ts4wX97g8OQEH9y7h1fr2r7R46OsTzkCj7A9XESS5As8Lf3NO680b2u34YJTOvvkyaJe43J5g2TUYTQ7QM0vD0pDDdpJWPF3HPLOi/eNLVFhoWLFmibnDGB5OX22SNKAHgGLopAmlE5zmS94pB1XVsumwufLc9TjHKu2xvujQzzqZsJBpA/jWTneqUKVG5rrnTAFWJnO6e7wM83QtGBlcT1/gNRQ8DCP1/WH3pmXmgzdlqg1UWDzUyHLpJG9l4dDaCdcEOR9uRy0/M1g4klZvBwezo5exoU8BR4ne9qUsijWWMU17mV76rzsC/So4n5/8jo3SqyiSq5reXBrI3y3NNsr36pzK3DnxeHyYBceTifePYxpd9N7Pr97Wn8f3tkvI9j3wbQaH3AzTGOapzcuGNVZr8QhRaLNtqgMdfwCLH21wfWJkZQLtCs01bWpojLK22o/CaP+FSpz3vL2edu+DX5mZfxtab0cT0PByb7m4bdqoF7QtyHV4/y+hawBYw3DPS3v+qnjcKLIE9jtoBIKPbpWrZoCy7rDO3ePsHz6HPujERZtib3xFJk+DLdEcc2Pu7c4yHNMYuBitUJRltqe2TQ19u+eYdG0+PjLp3g1n+Ojj3+Nf/jVp0izKbIuw9n+KYrxCW6KGmm9QBpNcDSb4IPv3Md3PryPKE3x5L9+ht/96reYNmuc3X2gqXamfdr9dGyXOByleBlp2VZ79kFlGyfWEalZ0Y/uvTtnSPg51bbGqmlwOMqQtREannLFAzc0/WaZFETE3Ju2RGMqq8UZinfHuxHf4GIqvvMTLHvZGC9WN9yLimoUo1gWeLR/ArqKXfPLlukIn60u8W66r89tSFNyWvYSZqszUmgEm8GO7mjwiSc4MLisNGQNUbRVntIPGJ4JPWz3eauQ8GL+zlbdsq0xr9Z4HVW4//9S9qbBll3Xedh35nvu9Oah+/WARjeABkgMnEVKNCnKKjp2ynYl+ZEoSaVSFafsSlKVSmz/9j+lkv92qqKyLMlSKMnUZFGUSIIESXAmQcyNqef5ze/d6cwn9X377HdvPzQk5QKv77ln2Gfvtddea+01Rl2sOBHok2uYH2FrPmYHMf2ts82c2nvoKXFQpjjR6sNLKiyFLClSYL/KRACUdJoSKwk4s4+RmFMlxXFT983oPwpZRIdjsDyOX/ad9lvMcIYx8X4yTKuLt8zVtsNve4/FC9vW/69v9l3Ty/aYVJzbb0pqx2D1QKN2os23/nWYUpFpLNtwvAU4fgw/6MPzF+F5LXIcFJMtTDJa+PlH4mnrR5n1Y8dGXJg95qvt7we60fyYvf9vc69twz53JIFaJOS3/ePNx89/0Dk7EfZZA5gH2zr+rAUln6FBhlnEOfGq7M16PcMEucuaOCXK0ViAWDx1AjWJ6eEW5uc7CntsUV/ZamGe25+r17G/vw9mjBqOJ5hkm3jprbelLvBd1qPvohX2cXJlHnOLEV65OZBP6TPnzuHe/g5qZDgc7aFwz6GqfUUhPXvxSUnFX/na8/jQk4+hxcVxBElDmI5+KqKo8c2U3nK6IGbRysJVz4kYusiyHJEXou+3MKFGyXPlRsTM8JTNiQhsg4ST8OYfkZV+eRbuFnlFuLRYGakhLDKX+KOR/kWrmk7RIZ1yALfwCAKV92WNJJbTJT9gcbqVIMCj3TVJbVHhwA1I2NkvY0Gnd8DsjkOIa3cZ7PfsCxvENmOgUsN0xCgtLDQfxL/ZhTAd7/vvnZ55/xHfQgk0dWpslmOciPvI8pF8AuswQsUUf5RQG99W9tnOtXR7nFOF4UpDbCQowkDqgBqHRYpe2GFtTZO9jGZRlr5hozNEl2SGapo5tyVfVgYJcDaN89r7+/3BZzgiM/8P3ENYs68z+2wrqYmx8zEy1RkCQ5hSKheTFq4Zif2BdmdoApN78HlCyIRGBmLsplE+RcjN/tmWGojyy6qkvAhBtAzfX0bltOB4zONbI0+3UOYJ6mwXtTMUb6GW3ihd+GZDsO16sjjyQb+Pn7c9+pu+Z5/jMd9D3BUBnX0pL9o/NmoftN98yB7PfvPY/lZnjnHRh7XF+4mgzG7CvJd0Hs/yGqFXow5c7A6G2N7dR2d+GfubW9hYX8TyWh/X7xwgy+ixXinrUuA5qoG0PUmRpIyRNZa1wWiMIGgh8lpot+fhhzEW5+bQDltYCEssUA3Qo/XQxfbeVcCJMNo9QFx28dbbVzGYpIhKFnDLsHWY4VMfeQarJ1fwnZd+KrTxZCyiXyUFeYOe/LewW0ERDTM1QsxjsG2uCCm4YNutNm5mQ3S9UBLnoEowmOzKyHautSi04XqYhTMXCGkUiSrnkdfst7nPFKcTkWvmxGzfJcoqAogcnanzIj/EnBvhenKAeT/GxI2UX3S9PYeTmFeIJ2u238mHcALm0yT+G4Kidx7rG3FFuHUcN8zAp30VchjNsMvV2+ibZsepWx6CU01Tpi2u5pkPn2f/Zj+UXaieuJcPsYsMjzsBNqta1UAZH0+GwZj5LueUvrcsMcDsT838pk0ZbhMyS2pjGAhNJ0thBzezQ7R8BytBG35VKiaf90SM9GKwQmWI5NAtcScb4W6VKJHOUhkiRY6TQRdtVWI1RMbO5ewYZo+Jb5wHsaBm7vmMnhbcDd+c3S1QSJnuZKjKEAnUWCTPGWQB0/1ROn6oUCniaWDL9SZiLfLflGVWn0jcGk0+X3j0aXZSCkXmjJjUjCTHZZ2gyhOUTMJcT1AXE9TSK5emYKRc4Wi8LZCrxDHfwV7zhYY2Ceead80e85SF5yxuzR4fdfEDDnivbYO3aAsvRPtrkJw3zr7k+LF93t6n6w2yH7/2vnuaLQB9GrnVSLIcoReiE5ZIUuD1q7flixn4JbyRi+HVQ0z2mLAjxyRhvSMPXhAgq2scphPk6RiePMx91GEbfquP1biLsydOoHJK+IGLuV4ItxghbsdYXaow3GbZgRznTp3CQRii1+lgsD/Ee9eu4sTqGgajEe7t7uLKIhMTF7LC0SeKVlNyW+XSpMqugZP0jQ2HonRoz+tg5h8jfZkdLhFwMWqhCoD75Ug634NqosxQJ8M5TJCh7ZraS9ZfkrA1hNN826Y5wVbJzWNLyGbnQlKrmCFDQ03yE5YJHqQjbWM3oh5OhH0V1Vv06D5mpDKWO+BWnpIqs0RJKvMby8HMQp59l1069twsAqrPzUInoVFfLb5xYdrjmW87Trb3sM/0/JSp8538cB2zxLF0jVmJ3cjoLVnOmkSGhHA7H6OM2lign0Sjd6YlnTBgMhISFdnNfZaFZlJd4oCDOUpR8SLupQN4hSvmTnXM0GNklIdLkx1VDJ0UOfplIF1o2/PQ8yI86nRNNJ229hZiZnS273as0/EZ3LHX7bcZp0nLKASlNZvMVTBg2wZvtSMwgrEJi2xeK2magk1T7kX0yb78Id/kUTT0cMdYXCIoAAAgAElEQVRGtYSZFsN4jAQqOtpIo6YBvkq4oxR4zLubokoPAOYTpeGyojHOhOLSaCxZmSoCzSHbLkQ3HU5kw8Rmu0ZYWHybPf83HdvnHoDlDGOyz9s5EAE1C5nIaCeu4SwfQAT5MOeCl493cvrbTNL095QIH51T++Zd0oEyIxLrMvs++h7zYhYoggrDfAg/9zG6uWMSJZPn+CH8INTWQclaWR8zoNXOFCdjUuTAixD5EU6sLuHRC8uYJGMEcQ9JkuLm1S34wwKDSaZx9BdXcev+bexu7eD0qQ34nS5a8x3sl4k4XHawh3btYXVtHQHrF1l/sAZGFrD8pg7UQnL2PMf9sA/PU/fFXd4Zr4cf5fewW06w6sfSSzJ8kUgf1y6SprSFnWg2+aAEyuTUTS3rhpBaQs13m+eI5CaBh3YAnodxlSJjHSa0cNHpSh9HfMgUN262SczRyRGwnDBj38k/eE7p71iShQvu6B3NWEkc2fuGQVsY2G/1p8E8nmNfH2aBt/cfh589b+Fx/Prx35LY5ADtqnzDwWSEU0FXZZNZIkVZ+l0XWVmiVUHuZCSiJi+pK6MkC+1x16JwQg6YEWVSZZboVS7CoIcb5RArpYc7ToodGQZDTNwcSTHCTpngl4ITcodr1RUmZYEyYC4HzZBq8xBmD8Mh3WGZQaMi4i5kFrUIE/2xDSGIaUw61mbd8gHr5WGkU95Dya5iMjrNg4rzWdp3HJAP/GZv2XniKfWgkoqaO+woiEOzH0P41E/2qcoUkskEP0wh6TLbEvGm4i6GEib15Mx7QEgzlwXlTzMPZnfH7vMJfuw7pzSnuWB2RA0+Emfsh/2wv+03r82e5/Hsh7iqLby9yd7A+6bHH7SlN/fY++zLZr8JSHv9+Le9z3Sp0YEyJyT1S0WF+baj2ud17YvDM68mx0srZumE2vrTGZ4SBRmTnJOZYp/XQuPUvej7uHh2AyvrXQx2t3BwMEaGHWU1CoIInW4X97feg59XiCMHe/uHKIscoe9idXkRW1t38dpb7yCK+wr97K8s4K133pEjP8NH7ceOzf5mqWVDYLnx43Q2o5yZgNlnuAAC18Xdcog8r7Dut/BkewktN6S3NVyqBAIfGQnMjL5TXgvU+zY+mJxQs5imc2bfw2/+GQOXWSCGCwJtlikuHAxZtM6PJVGTKLK0SotlpUikqWtlFSn5SFfKSUp8zcsKObPaZwXmwhgsWMcFad/3wMpuAHR0zQLMnufyIwFt8JT38WO/jx83jx3dM10OzTMzJ2wbXBxUvXScQLlNe76PoVdhXKdYckJ5IrQqD2mVAy0PLBVNXWXL87Gfj1Xq+YDJpFFhvvKx6reP4MVpTpwasROgk3u4UQ30jgvxEl5ONlX51Pc7WHBj3MnGWAxiFe3bqlLkkemXxRWtndkBHjuejocXCG/OPQkXBWTDyDhvDIJgDgGeI1yZq9ZIjMqdJA2iGD7pEu9Hqfy0S3EXgdsSvhm2yZ4ZbD7WleYnZXf+SQnQELFmArRIm0k9eph9JAE0rk+GKI7Nbk6v4T8MyOD2noEpTC5uDXwzqoGZPtnlZYS74+8zLyaMLIGcPbbneBePeW32Oo/5mT3H3zQGGkdXPaB7mgmxi5DnDCBMIw8/Zjv2j09QstE77XlZjKedYFsCtYwM9Oj3UDFBSF3Br0McJAXW+h7uDwqkJTtq+lYrIqZk0vkGdLXCNAXoivpKX4uaII5iDm6Crev7qJjlfW4Ok4w1lDKM0xFO+ctY7TK0s41W3MHhaIK630cVRBimEyRJghNLy9g6OETZ7ePSO29hd2cbTs60XYbTyopKCAmOBvDc1tUsRxyzIiSNYo0kYMHbTMR0UoymqO+0kHmVkv7SmCDTEbeNrBVESYCwYqZ8nnNN+jk6nTNDfOT46Lotw6gVZmkWFYkqEYLfJLRUkxjibg0+7JSD1c6cqqEyAomGIU45C7fRepzSebip76SY/ML6PrpgGjzJHVGgoABOuraGzVg1bTNIq7cJMcwNRzCQjMFqrMrIaiSnY4hs77VtzCK9zvEfSVim/0KQows84IcwNCVk9lieoUzhlY6K1g28AlHpYlCXiv/frXO8M9nDrsfUaVzDNc5UPSwEMd6Z7OKJcAGnHA9pmcH1XexUGSZ5io3WnPKmUre85kZYi9r4nHNCUmzkBRiWmZjSitdC4pc4VzF4gj0j82gc7TkOvpMCQoP7FpY81yxJo8N2mIjGWN7pRcA/SpdikGy3WWvEm5BucSS2DQ7qyCS0khCiXUbL+Mk2d6kTuVejLCoEFd3bTBKOo/loYM7kHnRDpM7UGHd4oSGiDfSnX2ZQ01R07C/TS5o7VFlCg+R8NTSH3rp0+auZD5YEmNFxvHb00BHxYyuz+MG+WsJo+/Cwc7zG87PX7Pqx7fGa/TygA7UP24v2e/YB27i91/5+8B5LTM2L+K/UvM2L7b262ki7nGQRIU64F2B/lMCLHZxeizEYZhhOuIgNEagLtWYAQsn0yNJoMsfTahwVNUI3QpKUmAz20Y3ayNMEu9tbeOzRsxgmAXrdRWwVu7i5vwd/bx+TyVgp3H7045+iP9/Bpz79KXhuiB9+60U8uraBp544jzz08adfex5ZmsrpV3PLMfA/DYjhmKUkPcGG2yzNcQOLZnJmYWvhQeMRpUoSuExLwBATSg68h/6oTugrT6nWByOWuNUMAvT9NtyyUi5RlfJgrD2zOnHxiElNEcP6sfE9VHmoJlXFiJkaNG5QImF99bwhmoEbKPsTqwawKmnLdVRjidIWP5RWkzxT6WgaaPRpCCkZmRm+ZcgGDgQWj2aRkr9pjbbEQfCbwRkLJ7Y/e2xeaObgaC01z1niY+8hItIPM6ocnPG6eCZexTJC7HgFXhrdVbYnBjKwdPR+MtZ7JqgwV7g4E82r4mnaSOSbdQK/oFtXF0ze3Hc8XMmHuF4eYi3q4aI7L+MTpfM+/RoNncSCG2pOlMaQQZDUv5r0GOo+wWogy90VK16KHBpLPzevLrNhmjpWjblI2wTCj+sopoaWxQNlHzfMlnAmLJSJihIpjwUjI1laRhtSDZPkqCYpCpaUKYGAxtR+jPFKB2WuIsZH4NRcsC9U4XCAxNUZoq+XNnjywENHP2b8UQ2mmCuGChtCIsJg5lcqCd1HzBIGTQnoUZtNEw0O8Ncsnh277W/8adePYDhjU+Dvoy38LEJaxJ395lv+ut/2+dl7jp9rKMxRO0ecpVnkMsYQ+NS1BR52hznS5BBL8xHmYmOdZcwOa7KL9YrzGU2O1p2oWY0kq9BbPIvxxMXO9ha6/QjPffrj2BsP4F9xsLp2ApM7dxV9M6wyvPrOO3h84wQ+/ORTmEwy3Lt7ByuLS7h1/Tq67S4+88mPY3FxAeeffhyX3rspokUDpfRpRwvczIMkPVW55LbDUA/pmI65mlg42dnjrcxPSuIr0qJYSnITk+Sa+T8p7TH35vXxDpbjvnJjjlQ+hO4mlCgbRWqDMCSU1Cdb5LGIwHfzHL9VSsV1MCgzDFlTymd9exc9P1IJkYr00PGUaKR0KuymY1nguY1lXSbOAwkpCX5aV9rCm8U/YwkWIKb4o3nn+y3qsz8GwUxBP9ZxahiS7avtrx2LhZt5zBDn2XM6bhjP7HmuS+WBRaVQWuqVh16Bq5MdDJBhX8EUDlhI0ckqnI3mcMqtsRpGUl+wSgKFnqfjeSWxcelYXVHuqpTP4GPddakw2qKWJvUv55MyoRCiERQ4z/xofCQwxCP+CS4mVRxhwu03dzEat+UGTYkJPsudCOddCiUBlG8z6hY+zz8yJTEybtEr1vpiMb1KmfklySUZ6kmmc5QcyVi5Frnz8aIWEHoob97HXLSBSTeiYK1+T+HK2Wp0lEafZhaxeasRoR9KRNnh4x9hQoMZBmaUmEUUhBOEEztA+Nl7H2xDtzf4Ze54kCnzbsKTf3ZN2HMPtmTGaXGQ13hsv3l85AdqT+pq88/szbPn7TGv23t4zv6ePWfv1XcjdRjKwvsZskUwcJhmMTvMrBR6OGShNz/EIWrs79aIPA+tgBEcEzmUkzhw8PyjEy6dbZUApBVh7eRJ5dbMxhOsrC5gdWEB+5t3MClGeHRjAeurXYS9M/jet1/EtVt3sdbp4/yZx5WBiNEhH3v2WRwOh/B8B4+ePgu/1cbW3g6e/83fwpAZ7Zi/lJKBFT85uGYuCV8iIBGfC4I4b+EyCws9y2sNceG9mRIAGymBkijHJd0upY6qNAgNB8tRF2mWYL9KRXA7YYw2LbtBq9ETmVpMNCbx3RZRHjYvhH1VVIg9n/FYCmtlJJWko8BXEbbELZQ8JC1yDKtc+Ur3iwQb4ZyIbVZV6EUxsoxFqawOrBmtiMLsyBvJx27LqFqwtwqH6N3A/huYsu8P6zcfseft94Nvefgv4gvXMutK3cIEXWekKKy+G+Jz/imMmY/VLdFzWghbriKURNRY/wbAnN/VXLP4WOiGWsvMW0ADjcP685Qo5RBfIKe6pKSUMsUBOxeMldeH8yMCJ9IlnCGF4nbZIpXBIYPrHCsTenM7buFmCLOBkyRWK93nBVg1skoyOEUJPzXMmewqZ+VY2ht8Ovw7qOMAiCLU3ZhWUJOXwqNNAqANM6hqTPICuRvDt323c8A5lkorUEx8wzq1pu0YHj4bzVlLR6V6Ehc4up2quen8khDyutGLSm0n4Bzdbg7kW2rAZ5smreES5dqc/bBtrcXZk8eO7fVpP6Y3HBFQXpy9wR7bb04SXWa05G2vpu0cPTu931zk76M/e7+suTzPkDoDFDXNyIyqxon1FQyupZikqaKKaJ5mopGRVCTRkZ/nEa+lFObWWDmxgvbcAq7d38fW1g4eObWGxS5TD6dY7c7hY5/6BJ565iJ6y6eRuS7+3hd/Ae+9+aZKF2eFi83tQwyHGZYYcYRSkuj9zT102xlCz8FHz57D7XGGl15/XQSUW6BGdjpiAuTFzHReVYW2SIpib+DG4Vv4qO8KA23WietgOEkkxcx53NJxkefStzLZNCfeC1jeo8C4zFW7qkuk8AMlHWHlUm69SXcoFQlhGi7L94pwNEYks4U3yEQ6RoTndW7ZxyixV42lD1WSkMboQpeW1KnQDUK5jJ0Iutr6Z1QbuA6KUgGxkqDIE8w4zQxZHqHp11ZyWlKBSG2JJPvB55gowqB5w5Vm4UakmfnNY8LmCK7Ndd3Ef9jEDL5SV0hNXeC4OOm24ac5HmP6Pj+SwaTDLF4i3sZLQTsCJt+VcG8kTa1ZMQC+ly9xG9UDmbmDgn7MNDAUtSk3wjRgDBLhWR5TsiTUqWfmSBn5S6OdrlBCZjSeL1cpMlCp+YRpdEUyiUlosed5CXaNvtpNS7hJDiQsUmh8M5kghkZZzkTZokQZoPZdMWN+K9EP9eScsyyHu7uLYn7OCHkFQ4hFr1BkOcqwo+z+ZhvddFZSMueNcGaSczOuKdBlATCN6JGjUU6lSgKcDVCybODCY82pEMEQaMNz+SJqZ8kMhAjTjjRHHCs/U4gaCZ9nZ90KLc68r4EPOMH7iWtcK8RZ/j2gA51t0B5Pv2cWhemfBsjr9m/2vXyJ/Ry1QRQRoAxiE2k8MOmHMRLxF513GVbIHKC56yFQ5iOuck9IRSdrEq5K8agVKLEuLnawcnIdwzTD1evXFA/fjSP0O13EnT5WzqxgdDBAFEd47GOfBKLHtarOXHgOv/oP72G4dQv37m/jm996Gd/95s8wv9LGu5ffxnBvF3HYQ+x4eOziOTz22Gm8+PIr+NmrL6HyYi3yhkSYVWpWkxYGt0okYnTJoMvQ7JaUcCHiGx2UOXbosO95yFzgbj7CdilRF0/Ey+C1yndwa7SHfthSwpO5sIuQxjVK4U1sLvGGxi26fdiJ5jzwmMSVhJMfSR8S8SwCUmxmOQ+61+WyLvO5lBIVkyawfEizBOjeQ0IKz8c8t5KOh+1sgNqPsexFzYpu6KjZS+mdsziiZTIjWdKvlfo64gFJp6khrpXTEEYeE5+mTH5WKrD4ZRFb8D2aC0OUG0rXeBMY2P9Ca0XzQh0u8w4IfvynWeMGzc1vSpb68Br73iwi9kw1yoXXVpp2tAUuqOfxPGXYp9+iCIAEBhJnPSnpk4IJdcd0oSJeyHquLSjXhiEsVKVQX82CeMEoRTlJUBUs4Mb31whyUwqFpa+dwEXd8VG3QiXsrhldpqmmRZ6uSmaIfI/8WtkOVRS7W8hf+jniv/9FtU18oGsdS/sOJ2P4waLml+MgNAR3GhiJuwwppvxNpSnVFzPza4mprOgWjppNM6e6Lpg3+nMOSnDmW2jjYHvGwi88YVEZ+oEqXy5tDM0cmxlqxjpVUwlXGoJ8PLCCNz+MAc/iF++xv2dxjOeP0tnNIjgvWKR8/7f63eCj4TzTe0xEjAhHg8C2XfttCKjAbw4JUC18k92lZkXLO9uysjFFKz/kxoQnnyL3U95BGk8iBxtnT6Lbb2NzcxfjYYLVXowT509qy7uxsYrtnT08/+UfYN6rUaQTHGQhHv3QBWrspO8b7G3j2uXrmIwqXL92H+0wxGK/i8fPPYrg9BksrK8iLQpcPP84bu3fx8/feKtJOKHeSAdo59v01pGRgjXfDacktzQYN4UTn212I4I1fzEiy0XmVMq5+VayLcf5syGzwofoszxe2EMQ+OgxzC1jPR9P+UKlO+bzkm5MvzjR/FPLdPpX4Bbjh7m47RzObF8oORWl4u4Jb0rgXOIHWaJnFls+oqKQq1MQBdhNxlhvdyV5zdUtuULRwpvLX8ASuvcjtjo084+FCfvFY6uDs+fNN8c0ZcgaU4Nfx49t02pLRIjPGnjrXnuOKhOdNpKmnhOSybZrVCsGNSXJWNcsIi0fkwQprGzeKAIw1cuJTirdmskwxP5w8TMSyZjOiRdm+67FKfc0vtv8V3GPXhbwxinqNIW7P4IzSuGSGHLbzX60A7i9NsDQ4tAzRk2PpRGZRMewdltS23RVMrB2DJJcXeZ8NbleGW5aRyHa7R5c0iamWCT1ZLQQ+WWjMpOkqrFaSDfDoWTsMMSZrIbMkAM9/uH8mofNrNCqbueV1j3ezz0b72twiG5OIp6GuKp9jyVvSGMphfKh6fwSlrO4Y/HA9sRcI95PS+HYdWKJpHrRbO1tew9rh8994BbeNmrxlN9WqDzeQV6bvY8Sl/kY3zS2ZZ8xVLMBGsfdcDNyYT7mcBsaBSowRp9M817zPDmFEiSgxOrqElZWFpGnI9Uk/8hjZ3FipY8nHj+LT/7Sp/Hiq2/iG3/2Dbh5hk9eeAxnn9jAu5eu4/Xf+F2M0kMoAqTXx+LyEhYXloHCw4kzp7Eyz2qUNZbm5+Ufur29A2Ud8l289tolXLr0HvyAklbjNUBqpCxSZsTsL0/ZSpG8T8BvIMJjC4tm+EIAHhNJdyh9ZiOcD+dFHFllmxFCRPBu2BbClFmu5MaSMiVdGEJIRDdJRsw2itc1E5ZBkWNTAqEkaqeIb+fOUq7JxnCwjZTF6rHsdyXxMsSWi6LrRIi4aB0HHb8lGFCaOemTkLIulZEcrGTNIdvxWuQUQs7gg36Lw0/9edlH+6zp6HSBNGA0MJ1ZLPa8/RZsmjmy5/TNrRcXHAMJGrJsl7CdF/P+BkCSCE0SENOOmTWz2zSL1eA/z5s/jVlt25aN+G5StZnINfsuOeizYVmxKfJVKG7cRrA7Qu2WyJIMQbuPqBujWI3hLHRRRMQ/kuOpGkZJSAiPwkjH3FHUIXGUAQ6loopIDJmUhjCVZJlVSFnLkK52DGPldp96UBJgSXfcPTG6yOAM+8z5svPLY/6RbxPnayYgrymF8sQDUG9AY6RFc4WWez3UhELTH9QyIBJNYhzP+fJHZt+Jp1UdwXMbNzrNo4Ex+yEwNoTI9s324gjeGoPBS3tN36Q9zbOz52fbteO337xmZPvZJzjxMwjOS1yUUySxLzKEwEib5p7ZZvgS+2fP87e4rzg7RX6ueHOVUQS0/q50+/DW5+EMB2ahK0sRF6Zx2+j3u1hbnVfE0rWr19BuhTh3ehWf+sRTePrDF/Dhpz6K1ukPYcuN8d1v/gRpleD65Wt44+Z1VEmApRPLOPvIOYS5j5NnNhB120iTBFt3NrFSbWBzcxNzC328/uqr+Nxnv4CC8eHtUGVxP/2xT2B+aR2/+4d/JB9JTpllKprLGeJIVxmNVwOcckU+c7TUGiSjilR81HHQrwOs9tex7LbEiykhsPRHTOtmQYRmIgyjSuMiIKFQi4SPGBf9AfkGu7hNfknOKf8sYrF//M0P+5nRqOBA7j0RyTSNSrWLNnxTQJbMi/pDbuk4V36kXAT0CqCBiwNg9Bd7Y9sUPW0Quzmtd3HY7IfFD6Pn0+Zd6GGcduwTD37bMFaOmf3lx8ha9j5zUtc4H3yXfjTANg/IeMnxcJtKDwbtr3WLeca2ywbIPkJeO3ohYWneY8dh3j5dzOqT1QZwcSpqiHPBt07xQVsD9cFQ8zqnj3MNZ20Z+VJPjv1Ul2SBidDSnOc0BhTGfiCGbaRmQSIwhkdwPu/uItgZYHJwCGehh+rxs0IVv3LgZgUGt+6h9/hpBRKw1hYZeBFHgglxwNryOVKOV3AkAWqCOQQjwaSUDpw+miR61EG4zjTQRNS0Af90FhpMod5UPgQBaoV26W2GQbAN/XGQRnqlDyg10UIrStl0Y1R5nZndlJkM/WvW4PQE5+v4h2tIuEjJt8HL2ft4jb/tOdsmf/vUHxiCyWYrdegIUZrFJSu3EMlIghLjubytJbpBDnXiiIgQwXm/WaDmmkGcKUIzhJHoWSJzSiR1hvXag7d5ACdlZEahyfRp7XRLrJ9YRasTY2t3D3vbe0Jshp69/d4tRG6AwWGGLIvwbK+He1v3wHrxt29v4trtO4qnLzygkxUoDoH9IsW9t9/Dahyg0+2j1W7Dj31cvbuHleEELT/ElZt30e34GA0L9LISb73zHm7v7amkBV1BfHoRUA8ZEIGbNai9W6EMRmI8rkFuLpuj9Sf2bKyCmozmAuv+nAnmUHArT6mBhJIRwaICpSKoiJxEIUoFZWmSU5S+2b7zHfqfju6SGk2n2Dytwc2aF9Hl5Bvia9CJiDhHw0UFLDLmnv9JL8pkIUZioyTK5xgowH2dsZQb/0KD0QY/OCabIYr3W0LNYzteHvMj3CPmNTgkxUFjKbX3sP9kDjIupaWMIMzcxRycpk2DY1qSFH7UNnNv1mCCEP3kP1wIBBAnTfSPBivDuEnE2SOeFq6aG5rjZnINqPSvpmTmNw9ZR5wfjZFvmk64ea+IvhEsju7j2AgX7gIqIPMjtC6cQlUZS7uIWGmCTqp8CHeUAcsLqEYZMp+VW03RQbq7uV4K5+p91EUNbMzB+/G7qB89geiJR1C0SBIp2ZUoAqgSbLS1i6LIEC3Mozi9gmhCfKaUWqBgwAq3zvRdpa3Co4qAbnaUNhuC04yPOCrDJcVZbmUq6iiJC9RfEuacaD7IVUJ1HE153OcFcN3YWPBFGGlMonEggOP24DqxkXaJq9Qhl7n6EjgtRAVzqdK1jzpzA0MrGXMdWJULYWtwRBPeON5P9Z6iUexzw0PZVRljGyFSuNAYjwxe8Q7z4TW/ZsZnuZIYvk9EkgZCvpmNFEmiIMSYIgc5Ehcktzu0PDYY2TTdIKGI5/SYFwXMBvACbYNAHPB4lGB7PMTFfA6/9KHHcXD3Ls4/dQGbgyFu7+xhXADvXr2lcEu+k3ZKcmSvCPHOlft46/X38LUXf4invv5NbE8m+NnPXkFQhlhfO4Uq9DCZJAjk48Za7w7eeONNlGdOKyb+kdNrigNeX11GmYwQL/TxzuXLeO6pJ7FXZgiGQ7S7bSzJaEPk0kZQiCUZhfBQYTxut3MlOyGAmx3T0baH58xCbRCLsBBzMhFAdCnhBBLxKB3RX48uTcTNg3yMBW3j+YixDJPKMnUf5UOP+RXIkblDbwiUYC6g10r0bInZEdc9YngGxzmfNOIY+UOM3xBeIhHVKxwQxyCJ10QdCTt4jv09kmrtvFvcYYtm/oXcIjhT5OY5abnM7Ud4ZPpfy/+V2sFikiipNqUoDpFbUlrImU9VIYv0IW2UvJKHGilUeC09pEFV9sYuDi2eI0DZfgpoZpxHRHHarQfhaxgD27MfXuev951rBAr2nf3kAuZHi991EaYZ8ns3ET7yCOiyLnnVLYwd4JUrKNIC4coiavqfhtO16tGifvk+sD2WXrR+7SqKi6twPvooyt0RqAoi4dJ2+8YWynduIt4coOh2UPeYfs8EU9auh3ZeIwvYUU9hr2TmGgfHZ0OJ7UD1Tb+GCG7dA+pIuQGYWERiBdVP8p01iXAYxSQ/iMpRTl64LeORG0ZwGHjg9eAHHSVUNjIqDWU0wKUioKXXQ+zHyEYrcCqKEtRGN0yoweXZuZnt5ux5M/cm7JXDmr1GHOZ1nuM64bc9d7w9PyIFanQPBkiGU+tYd/O3lRyIERUC15PjdTVOMLc0DyR0I/K1PTcds4hEEBBRDTKKVph/RDSERCQyRJTKwTjLcaPM0BsP8cTJBSy7JdIgxs3d+7hzbwcpY8LJRykpUXKQ1dIB7TVhHWFztIvR9i28d2NbbhoZfUkdB3uDsZTOvSDEXL+LSVjh2o1r+NRHPoS9SY6fvXEJr7/+MnZuXMfG+hlcu3YZjz/9FNaWa6ys9TGBi2s37mKpt4iS6bVUltYCmYtAS/9oEizwOVTzaYil/UmoCJMtXJvrnoNxnsJzWUrYbOsJOaLJyKlwJx0gcyv0Kx8rfgeFas+b7P05FxMV/U09plkpwU7+LJLweDrHhiOLGTaWem41dZ2TZDBMvZ9tww7veDv8/bBzIq5sb+aj9kictdym20TeYtvgPYws4yfudUSFx0zCQYUBx1EY3Ro9EmTJVoZ/Y4wg7GxbbEeyAE813bC94bXZftux6eGZvtjf/FbfZ0/8jZGWo0cAACAASURBVMeWYRB3ps8fvZdwy1Pg7n3g7BnQeu7mlM4r5EWKzjhHvtBGxYoHZJzjscZRdVvwJmM4O0M4H78ol5b2C3uSUvNvvQbkDvCh0ygX+6hpKJybR/0L8yg3D1Cv9FH3u3CLUoYf8r+yE6g+GDIm+IBc2ohb0gw9DBYUAZ3c6EC9eSOhkh2KBpO4tkTsTO14qnr6cN0IFYaovDaC6BzccBFeFINKI8dhkqBSfrVEF5ceLVKyUlc7QlluIS+ZG5TWrgIVJQYZSs3O7AieM/Nh53fmlOaP5ymgSG2rqiEG7+3uzLZlBQ4+z3P247O6IUvkMqGukSrJ1QxxIFc0+D6l8iR2rVYL796+Cy/JMKpz9N0AC/NLxkAhCcS+oOHyao9v5raPYgq5vNE8U8dHLlwWNbJJho4b4TAp8I3vfw97I9bheUtSWL8To9X4Q7LWOwkEI18mda2Cca3DCAmY9ipAOqGxKYMXhMr9eTg4wGQwxNz6OuKFOfzwpZ8jGwzhP3oBTz/2CDqdDnbvbqqIXDEe4LO/+GkgbqHXGSrD/VxvHh3fQxh5coWS2G8haOSM6YIkwKpaOiFhkADOIXOLaDgZJ41QtpIcoaVcqHWFrf1dLM0voh3EkkC1haKbChMbo8RuMYHnxFhyHRxUGUbZUE7w22RmboiTLYPAIlYzUp5FAGbqp5RqPmaejMxlpFc+x/6RsKi/xAGrT22I0SwymnuNYcFu29k2kUzI3+gNLNKxXbvVsu2wfbJaSqH8CO9MBwUj9jJ3HUxQYpTRU5U5YwPpaLkLafl+w0ybh9T5ZgwN89cvES2xdDs1DSEzEOC/pgsPMhfblePfdkw8b8di77Hwt795r4GJZlun7Tq07ehKHCt8uE4LoBUoQxNtA05WojqxKM+RelKgjn2k71xFHHfgX3wEzv4A1WpfzvD+cIIsDqQeq04to15bQOUaoYNyvtvtGBifCJBze55VEjjoy9ve3Ufy0jvw9xIUVYXJqSVEq4tGCNIYNFo7LI2JuMzsnLXXQdT/KKoqRM2UgHUOz2/B9+aMvyt3jAw59tpyn0onN8T0o/Y5OP48KbVxmaNfN9VXcl/KUBYHyNNN5OkuyvQAZX4b4/JZ1P3PGY8Yrie5zImfGn/bRoI86qgOiBgG5/nTwp07PrMTeJDx2+vH59a2yev+V3/wc8RRjE4cI4wCdMMQ3RazQ0cCahT6iFuOCBEjg2qvwv3xHt69eQV1ksC96eFXP/lZLfgMzJ1eSnfmakPmSPLjC4mY3HYbucDUxFD9mSYsjVE4LBhXkvm5Ljp1hGGSyi1pdX0Zu4eH2Ns5UB7KPE8RtGJErQijwaFyeVJCo7uP9IVq08P8/DyiEmiXMUb5GLd3d3Hv5TfQKjw8OreOuYUlfOSZp/DxT3aRjYZIyxLJwQBBu4Obe3u4u72Dw/0R/u4XnsCZUyeQVBk2f/yyGQwXPLe0fiCnemPcILukzshBnmXa5hMOlFDpHP3Ado0kSsLddELpRtTr9dBtd4BUKCmm0PcihXG26GBflRiHJV7O7mO7SER4epRYXcaoB3JLEZrM6B75Ik42YU/iRH0WU/KVhdka0ghElYHvMwNWIOZUMMVas3050uVZzGm+qT/kuyityl/RMhNdN+oLXhejOPas+tNQEIsbutUiNh8kmhB32PfaUWgp46XYx1BM2bhnNVRQeGcIJSklmRLHTEZlEJBNknU0G6KmR9b/1DAMPa9Om8t2ER3r/gf+5P1iKsck/OkD08anbfOcOok6DFGGLbkuEQ/J8Ep6edAoGYdw7++i5tb14mm0O32kroOIBp7BGFhgQhgPLpPi0DdzfQHl+TWkB2P4B2OUeweIul1Uy31tb8rIQ1CZ7FfUMbfgISWEum3U507Cafno1z7yUSKjm/F/Iyyno9F4K1MEDl6MoPcc4PZQFbvK7OT5XTjoS4HAiIG6ylBWYxTpJop0S54GdZGYHazclbhlNslKuJtCNUJRDFUPqa7GQJXDqfbgOY9pb0bVA0ULMd9mKRH+9mOIn8F7np3OjbnjaA6kUjHP8Rz/ZqVQ26Zpb7pm/VFaYzgc4A6pO5jNyFNBLCcIMBgeSoyOohDdoIVO3ELRybA7vos8m6CoasVkX753TbVlkjLDeDjEubWzmOu3UVJ3UdUIgkC5OyUFcQ/FznkMITQZbqjYHmQJyqxCywmRpSVuJUMhOh254948htvbyBmB4zqIY0Mo6SokN5+Qej8T860tCCokWYr2ZILQNSGKvXgOVc2kuR5OL7fx0acu4I3bN3Hy1hpSxkO//RbevHkT5z/8NJZPrOPKe9dw4/I1PHH2FHb3t7E3OJRhhvWQOq1IxKfTIndlbDSd4AMZESSvUTdcZPCs9wI75ZgAAE4AObYsv5xDuWsYQkQjSTcIsJ8MsJUOlDeS6vaz8QJOxQuSkPOyBuPi76QHWIg6Mg4x0fLpaH6K2JQgm2z57B9BTlgxQIEEf3d/F/v7u9jd3sPWzg6u376l8idxFOLCuXN44vwFPHLuESWcLosS9GmdlaiEhFxFxDcaCpgAxRJsIa8hBmQY5t4GWXl7QzSJC7ZNEi2qZLgYqLeksYI6ZgUeNttuMtuQxgUiNwlGo+LQe8m3eILSrmVKopsG0QkLfvRLErXpj/mXb+dD5he/LKN74K4PJIjNc82i43jth8d2vLPnZ6/zWGMiXPioAwRxR3p+rhMZET0Xwd4h8levwF/uokrH8pP2zp2G12oinLjFZZ5at0C+vYvwxALwxi3U1zbRZshmFCJb6qGYbyNx6U0hRTlKugSxz8xI1W3D/8IviA5wZ0pYJAxyEXgag++Rd4kZhebXSvkFHfy3UGAbINFjUmSOq6JHd4a6GqLK91AVh6hrpq5Lhf+lc1PMXQo/FZOj7pfGIeovuN+gDpQ+o8atSjYHOfDQGCjTqZlDC/pmLiyc+d3YJQVgsVUGtxC3Hpij6VzY8/y2hNTOFc/Zj3/xxJqORwkrQo4l9Q3TVKI0qwpyK+wkKUZBCj/dRDIcgW6QIXVljoet8SG+8dKLaLdaSPMKZeah676JdidCFAfoR13EfoSlhXm053pY6HXRjhlnHElq0pbSd1W7PWcYWukgWAxRjycoSw87BwMM3n4bw8E+Vufn8MipDTxy/jxef/cK3n73irIscfvL6BqqIKQrIYGmJMjECV6A+biNzMlxWAXopRVOr60jnutjcOl1fPnL/1FlP8a7++guLOLq9bv4zg9/LImbSSIu37iNa7/3B1q0lHhZNZP6SZbwpX6VOqWK/nOUsP1A0p0SijGTke8i8ul+xBXOuOhS0UZaKJryRknNmk4iLKUSc9zODnC/GGninDDAfjXBUhGD6c/I0TmujU4Pi16Ma8UAfSfESt1CHkxdTKinZUnYUKWGtUqxNxzg61/7Czz//As42D3Qgk3zHA6laG7dqwrf//6PsbSwgDNnzuAjH30On/3FX8Jcr6tMVQaBjHqHx4zhJjLRrUl+jCIAhrjx0CLacSJyRDAaLBSSElHpBkWdOJtr2jK3NETTIu4R/sqOK4ZE45twoCHQVhXRvEJfth+z546aak7qnmMn7XP8tmOabcMe/3XX7D1sw7bHc7ZNPss/7hKCNhl04z0gim7SCkYfexLlxgrw8/fgHY5RSEItZUgLW1207m2j3N5G5fsoz24A7R4YmVS0Q4AhnKRlRaWUfbSSM9zYzJbhHzyu6lxrh/hMJpaHgWFOZGgi6GSWxqg07Tt3MC2GuGG8+z0AIxk0KyRMhqgdW5PUEQ7Dk/nnMPOoJll2DYFcTITGLn7I1qj7NP6fRuVHXbmx1MtEJ1nsQWnRwvmBuRDemLk7gj35Pw1iDQ5LkGlwhwRTczHDFO1v274du58ODliIVxAskjGSYYKCXIYO2swLlzPzM9Bud9DqO6iSCZJRrdRnlExaYQRu84skxzDLlHLu9uAe3B2zZWdsIi2mkccMNyHWl/pYW5pHt93XFnt9YwMn11aRJluY5Bm8qMKHWiHalYMfTYZIaHkdjpXyi/kV7tzbYgwRbt25CyYuzjGRF29vjpnmE0XTeH4oIsM4ZpfVJns9bO8coMpo8RvjPPWe8zE+94lPYnswxOLaIsaHE1y+dRs79zdVmqEzv6CqmHWeS51B/dDNW3cwGg8lCTpuheGQCZBN8bckmSAMKWn7KinyxtuX0V9ZwemzZ9CP2+j2uiJmdGqWDybRQ2yRUop4Krwowu3hLiImgo6X0WaJBEY7sOqoE0hqYJnj3DfqAM5T5PpNhUxaUWslZuaaC8XQMrzx6suYjBP5av705Vfwne9+F8PRmNVkEEctRK1YDvsMC8zTTKJckhfYPjgE73/xxe/jv/2v/yt86MmLSJKswZ8pIaEjMfNkMmMGswxKEhT+Pyh9WcQlIvLvSPoU0eAiMAJYo22Xe5FR90yv8R62w2cZp899aJYxjV6NYZFjjtUcte+f9k+7nhmiZfthF4L9nl0g9h6eM0OZjoXX7Hn77Oz37LP2+IOeYTu2LUq9FADotlH4zJZk3k35Ksy5oB0US33Qa8btdeAeJChoUKMbHV3UNlaBe/elMvNPrpudzeqCIZqsallVSgwd1kZiZWat2jdGO6uK0Vjlyii9jCRPQpkZuigoMNlM4hTyfHlwzOKmEhCq+gZ8Z4yCVvhmWyynCHcqLcqorIuWgYheGhdKGQaJwdyPkIjSVtLo7Om2ppBMYzxUu3Kt473v/xC2Bmc0Ct1g4U148o+WMTtPvME8w/c/KADYe+zzuoFKBIr8TMdKJUfIXIKOh4CeB76PqPRlWaObSFoNUWZD+JGjUC9mR+oSiXMfbh0jqYFJQsNNjbkWJTMHWcLvAFHIGjp8JQ0pDihpxn06insYT1JJL+NxgjQzsdfjwRDn59fRrVxMxmNJbbSUjZISe8ND3NjaVYxxHAbyA1to+1he7uLanZGRBv1QuqOsypHkCe7f2UOCFuo8QhU5KPwMaysbuPChJ3E4SjDcv4PxzhD3bt/Ex3/lsxgkKS69c0Uqi6qV4WD/QM72HG6n0walNpYFMYYPCuvGhWYwGpotmB9g8+4eLt/dRK8TY31pHidPreGJxy/i7OnTmJubg0//xLxJcqZZ9pT554Tf0xay22pLT0WEL7kVJoFx5UJsiATh7VTo0GKpOj9EFrpQAV4cYJSO8du/97v45gsvSGfGrThrSNFgSJ03axq1ohZGkwnG3HHUwDhhNqVaDKPX7Un98ZOf/Qy725v4l//in+PJJ57EaDQSwnHsLAtMxGoFIbYSxsO7YJIRbZkNDlo8e9/3cUTkDVwubFcqjoa5sF9GOgFarVjv293dVcDDvXt3FKM98SpE60v41NknERY1IhpiGOZKZ3LrzydZS3KLMRQ9pH9Hi4fXDP16X795wi6m4xd53o7rg+6xz9hXvO8+LnpG4qW0JxjjSFayNHJtfDKZAHqxLdckn76WatC4HfmPnlLikIPhQKMNg9DslPiLQRgkS/SBJQOjl4XcYY1rEnGIu7cqN07qzN5U5SZ5dzGZyCGfSbX9UysysJJeWOZk3BiJrmQIqYlKYnJkwornHB4bDkmpUjPdME45E2sH08w+mUozpqmymkhA7kmIUPVAhkJMMThjYa4TD/nniJDzoPlwyalPbEOE1kCSZ/+69ux82Wd8Ov9SJyBxlmpfJ5MOtO1HSl2WuxVGZYq0PIAzqNBqURdl/P8YOeBH9Hlk4lVa3ChtemhxrCrJy1oyHqoiB40S3MaO8hjBQYZ/+j/8I7xy4xYObl7FgFERkwwtqgXyApeqCrc27yN1jHWVIZ105aD1mJUjaz+UfpE6xsB3kZGYZCXAEhh0ReB2sKy07bw+HMop+MSJNTx74gT29+/gL779Hbx766YU4+luhkk6wOlHHkXtR9jaHyHuLyBs97G3uw2nSBFRAowj0Hg1GoyVvcmnYzJLJBRMQEw4+JgkRCFfEjx/J2mBg4Nt3Lx5B/7rb+H5F36Ek6sr+OKv/jKeffoppc/L6BwsFxHxWix0euK6MuAwPJJStLa3nG+Ti1IIRO7numA+UKai4/QzHI8JU5j0+Ctf/Ut89S+/YWr7hIxO8RCG4VF+ULosESeZdV7bdwqRAXWMLuIwklM3qbHvB7h55z7+zW/8W/zP/8s/Q7y+hMFkDBL6rWIso1235s6D+m7jumKR0CKZRTqhbENkuPisFMp3VnJoN3SLRiOl5aBqjhUKggAswXL56lV8/4c/wOuvvYbbd+9ge2cbaZrKg+TExkm8+cRjyPICS8vL+OTHP46nL17UO4ZUtntQxVF6fTCailIrZ4vF4YzOkwuXumPCuVnCzYJjP+0Y7OKyfbe/7Zj5bT92/PzN59kqnfspyVHsZ4IYzhznjg7/ZtvMvQHzvpqihfTU8biGFucQVp4qAzgLfXh0RWIJ5oBaUqabyzE6PMTPf/xT3Lx6Q3aHC4+ex8WTZ2TXYBUFRgpFcUswlVM8BTPp52eIhs+0IGwwYIEsY8nvtpCvLJjIQMeTNMvBWJhQxawtucOREaq5DH9CMEq0RpttiGADHDNqUSuz+xCjpGLT0CMLQyOJcttupFDa+1lBwK3HehcftnNg+8P3mqmz39PxHd3TvMA+O33fg/fyOv/sc7O/eewbSw4JDtmRqT/OrNODYoTCy5FJj5GhFRHJfWQjB2FMJX8FN3ARRQHCwEPXCRCS0VQBgnaOkuWJWeY0ZAJkV9Z7FnijbjJNMkxGYyoOjO4zz5GNUizPL6JwHEyyMZLRWMUJciI/EZsWb76THFSbN7O1oA9oUjgYbI7guxEij1EUGQISXzfG5uEAJYF+uI3zp9fx+c/9Mp7/5jfx2kuXUY738eRCH1HYUTRRd20d24MC3mgbB3uHSNMMcRxLEqATfpZnUmV0O46kUHLzSA7gzJuYSeGfZIV8Wkl0qVIIGCUUddTnvASuXLuJ3/vSH+L7P3wEf+cXP4OPP/ccotDFhD53RE7qTrki+EcsIOM2CkEdkwDwHH1gWSqX5YUZK099FZnL3nCIL/2HL+P557+FNKV6wZflna5nNsKC0hk/zPtJA1/plBorpVQ/MFuaVtxCHLeQ57mY6zvvvod/9+Xfxz/+734NLOvhF2N0WD3VD3F9soeluCeXLyt9iik3BMgin17aEBOee+A8x6thN1o50TAH7XZbYbR/8gd/iBe++x3cvX8Pw9EIaZoo+z5h5LccTPYO8d0XvoNJVqA3N4/vf/cH+OIXfxX/xT/6xyIg22WKBS9GyigbEU720BSLM7KM0Mx28ahv7+tncwcXj/3Yccyes9dmvznEqHblOlQyaIdzy2YaB39ep56RzET5FeTU4aCMYlTdDjIyNNYBGyco0wx+VgFJhr2tHVx67x385PXX8IPXf65IMRp4NzY2cOr0Bh594gJOnj2NOGrjidXH0en0JKErbJQuPHJdq8BSzeoOO03CZOfEiUVIqSPn31H8/uzgeKzIMOpDuWZNAiByJM3oTLq+o8fsC45O8MDsQcwCaIiZgCTOJmJrusV1VkpAs/DntyFwpsG/bj6s9Gyfne3CtB1DOO1vew9/23O+ZwKqVb6Wvt2twEfYmkMdODhMdiVFdQIf1JmwWFtrvoV+3FFV0YxFtqIQReFJagkTIGOCAufAhMuVBaJ2F8sLCxhPBsbhnZU3nQK3bt3CuHaQVCVGowmefurD+Nxnvoivf//7eO+NVxEsxlIjMLExt43jCXWdJqQsZBSG66HV6mCu15MRZMKSxkWGOFrGJK+xe38X/WKM04sO1lbaCN0Sq3EK30mxtDSH9RMngGSCRzwPkxI4HFQIVvqAP8ZodCiGwjrtfsCSIqxDzwn0JeFEIcsz+PIaIJEhfYucEIk70TErhtKvlhZEMnjqT5niiwga+j15E7z97lVcvnIdP/nZz/HFX/k8HnvsgjY3ZGScHEoBct9pZo3HdJPTAtTWzvDwmNIb72EqvLLCv//SH+KPvvIVSTFlViBuTZMqU1/ItsMwQifuoNVyBdfD9ABFmWtblGVyZMFAnNfEcBMRqSt9/Qc/x/lHH8dn/5MvYJCMMO+2VKSMEuLm6BAbcd/0lghv9kgW5/TNdgziEQE5nc0KpRR2tFh57CLPcvQXY9zf2sL//Rv/Dy699gYmkwlGCec5FzNgXKHGEwRox7GYLBEz9Ej4gd//3T/AZDDAF/+b/xL7yHAp2cEcArBkMyV86mwFO/GqKUG0nWbbf5vPBy1U+7zGTXmJfIv834FSEYaui7Gs4NQds4gft270XKBB0ocT+XCyDOFkiPz2vtyT6NxeJUx4HODmaA8/vvQaXn/vbfz09Tdwc+u+IpQ4Nm6rb2zfQ/3yT9B9oYPzF85Ll35y/QSeefoZfOyjH8HJ9Q2pcwq2ydwIlqCLFprco4SAJHOmvCPhaFziCBc7bk6jkqvIZY/jI6GlAUh3qY4Xa5kdTXIDVBOEZXQ0wgdLvgX2Bvai6FaPQ2nQ6EFpt+EzBp8enCXbrwfPml/Hr5nnp3OvufqAebfPzs6r7zLbCt1cFTLIhV9jYWlePpEHgz103T5YGZOJfOnm5FCK9I21W1sN4YOL4Tg19bYZ/1+2EPHulouw08JgMpKhaX5lGTevXZXf5vb+AZIWXZ0M1331zUv41CdX8cT58+jnBYJ+B29fv6H6SIqBpQTK+G6FmjrKiBTFc3C8rlQIse9hY6HG+nKN+d4Y//ATLh45UeKRDQfry74qaxb5IXaTl/HsmQStMIQbn8SNy/t48eUMbrSgcF1XpW1Zoz5Ep9NCmuaIKOWx9O9khLwwW78JfWBpzGBt8DzFfK8NPyzRccl5uVIqRAyTo/RLIj3JkDL5MOEMD3SBSsscP3n5FVy5ch2/8vnP4tOf+QSWl1eQM7ejtMWNUzkZh+OqwBslVPqFUhKofOPuUwVkAiX++E//I776tW+gE7a1QWVdI3oCUIokx6XEyclvMeLD9STJUV9WMoEFd0/Mgs+EEgWZYI70YF/GGlryyQnG+wf42te+jtNPP4ZPn30MPzm8i2WnjUeiOZR+BZaxoLFCCGa3Pc0WiOhLBLTO9hIqjhajVokwnPcQet1eH3fvb+L/+PVfx5XbN+EVFSzM+SyfUAaiqsJwPBazXZmbw/3tHdWropRF49vv/8kfYbjcxSf/3hdA45gTOViSiwwNEdS3GgZkF8XxRacFxZMiHua9GovmZ4bATodw1ATbtItO81lReGBlU0d48kayrUTOp6K+8nxyvpS9PstQ7wxQ7g/g7hyYAJdWCHehj+DsBoYu8I1vv4A/+5M/xVtvv4V7m5sy4nErHVX0inBR1iUyBuh4Lg729vDyj36q7PJcw3/1V1/HxSefxH/6D/4Bfvlzn8dcry+1D3cgkopJSJtRHI3f0H0JAdodCSR2/LzbqImkA3GY2NvYO0RwiY2isFIOqGUD7wZopLRipvxt38y26X1hT9lr1tNGGtemVwa3LKxN21PYH03IDNG3822f4T322H7bcw/7bZ/3HtuY/1fkK0pewKSqaYKd3T0EUVchY64ss4z6MRnWx1mCMVKMYyBrt1AdJNjPJjg4GMGPPbhBC14QY7HX10JNximKPEOr3RIC52kqH8hTa+t0eEM2GaC3so7v/vBn+L0vfQnvvPkalhcW8exHnsOZM2clSdzf3FH+B0YZRVEf83NLWOm3cHatxNOPufjohXv4Ox/Zxuc/uoNPPXELzz26jWcvVlhfdxH6dG8K0GrTeTxBvx/g5LqPlR7Hs4e37qa4dXgSQWdJTvkuETxLZWQJQkpYldyuqMclStBVi9ZoaiyjuK1M3XQNoQsTTRRpQctwrj/p8jxfccysOiondiYPdhxEQaBABQYsDMcJrly+itu3b2N+fgGrK6t6lxCI0ii3eI6Dy+U+box3sdzqImbCD8eVEz89JL7+4x/hS1/6fTh5qYAIWnSTNDWGFN6nSDPz3e10JAVxG8wMSlQG8x0L8/OY7/cVVEF0TdJE40hzJmnJ5CZUDMYI9sf49Ec+ho2FFSxWAZimgiqF6dbYSAZsk25JhAPXBXcNRirR6jOEllg6w/GJmPQ7Hh4O8ev/1/+J965elstb5AeCGaVPLi0671N/y4ZJlKmHn+/GmO/2MEwS+GEk3W41HuPW5WvYOHMKn734DK5MdhXhtR7SwZup3JqkH2JSDeWgN4H8DE3X7BjI1thV6i3pf6xF1CxwulFJqd6sVl6zi8wM0cwj9Zz3kwHuuCluTA7weHsJ94oxBlWhyrSHRYr2QYLqMEHVayE4uYzy/Ek4p9ZQLcxhXDr41je+id/8jX+Ln/zsJcM8GIpIhlqYdI8UMihVUq3DDlMiNVtW46rG3dzN27fw5puXcP3WTaysrWJlYVHGSeZfEAkz9EsaTLbBcyRZGtfMGHkoUxb9gYsttKtvw8XE5AVVG6YPprlGgtWU6y1HBJAIac4YGDchD2pdyKo9GfW97GCJHMvIw8+ammFWrFe/+KYpoW66+sBc8BzHMUsYZ+eL5+1vHh//bZ/nt/ehc6v/ipIUkYRImSUsZOujv0DXogRFRl2kCzd34KUlDpYi3F12sdutseP72N0ZYWctQNYNkSyGOMxr7PkldgZM/kGk7svolIzHsviyY5yKkyvr6PRaKIdjhP0+Xn3zTWTDFFEQ4tade/jpz17G/fs7skgGfoW1XoVnHgE+96yDL358gF/+6DZ+6dl7eO7R+zh/6gAri2NEYSrMpwYmZUIEGshYK96N4IZtZDnlgI6c6bcPHXz/lRF+9EoXlXdSTvApa8iwLHI+0RaXeT8ZDqpQLy5U1griTsb1VFPej+ivl6PTirUdHWcFqAMtcm6xfIW2FpJYKTH7GI/H2mpysUdxKKmWmchpyGOOzq3tXbz11ltYXlrEmZMnTfkBpa5zkKLAEAXWWz0ZlmgQCn1PIXK7RY6//PO/xOU334bfnMmPUAAAIABJREFUYrsmqICMi2soCOjWVcmIRJ0ucVDSs+cimUyQ5xl63a62cHRlKmi0Y5ACibzrSferPqvdCtu7O0jyFBfOnUfV8sF4KBZVI4FhUg8mhaaPQuKU0nH7DCOUBGesxtryzRAYLhxFcjX9or/tv/7X/wbf++GPsLC8Knerfren6C4SZQ2KQouIMtUdjDQBWMX68fUTkqIOJqmYApfl4cEhNrc38dzHngPnjLriNMsUGkqpmT64JGzsFz1OiCVm0RqiwXcG9OUlI3MdbJLg1YVSALLgW8thYmuTgMUuLoPn/GU+hDcxnx0NwhB/Ob6JM14PT8YLSKsS17MhfpTex7rfxeLyKvIzK3CXFuCELXWMQQST0Qj//nf+HX7zd34Lb195T3RCFQPoo8kY96YyAdcx+0PCyXeGPrOZmVBi4gF3MyRFXN+Xr13DrXt3cPr0aZw6uSErPd2aqNkzkr5hrhqFQKBRNKMyhIb3M06+KvbQLl+E54zMLoy3NtUYeI9+CrIN8TxinNyLW4ibayaEgISQhI58ksecZ2JZhbxeFAGlW5dKh9rWJck23XvI1yxhfMjlI6J6fP7sb/s8n+WxTxGfW0YzOIZeBpKsqFPao7U9aplIBSJX5iLYTbHqxJjkCSbJHopJhWCnQNJ3MBbeVQhTOpynqJMh0ANWWyRatRCHEzMYjpEmEynF6Tw9KVlP28Vit4fl/gLm4xTrCxlWlu7i7Np9nD6Roje3j04rVW0ickJu/RmHNKKeUYIIOT4dYwlsptqrsTs4gYghajEjH+g4TMsvt7LA7XvApctdjCYLCMMUaVKgQ4m6ZD9jxJ2eEMyrPURRS4W8uOhiWiTzXD6dhJ0f06ujhTRLkeTcupRKuWckI6MLcl0fw3GGvGLuTAc5o24qPheoPk9RGlcuRpJQ3/t7/++XQFedL/zKFyStJ1mKzAfaboQVr4t3821sZwyvqzAIPbx55TpeefkVERIyQhI76l1pubYfGYtYrjjLENCTgfrnCSNFfLTpaO25GgONZUIObWkMMSGBUaYjl3o6V+Gif/bnX0Wa5fgf/8k/UUSasV4LqxppRXxShJGSkBYjdWPSW02t2rZ/Vhoggf/e917E177xV+gtLMN1Q8StLtJ0DC9sK/iCkU8OgwT8EhX7VOaIXGCtG+ORhTmsd7uob93FXSbYYI7VsIXbb7yDH7zwXfznv/ZreHf/PgqEWPMYE05FqEmYTOkrLwuwvDT1o1QlsEaX8pgEPtolkFQV3s32pWN+NJqHz+TW9P+1krYd0LFvjo8qh1bl4lY5wjPugqT2S+kuLoQLuJOPpQ45yCbY8gIsl1SCcXymQuit27fxxptv4o//9E9x9dpVqSyokqkr+hOQSQZHKhq+i+5q/JA5FyUZqSF2NPqqL9TZsAbW4AA/+fEP0e91VczvmSeflspANIvPPGQcD5ySgz1JGpOGGKlcSUPUK3unKaOsX9qCiFCIQptEQ4ZQ6mUigLxujMVc0Ib0qkeN3pzbA7uFN4RVbc8QT46Rfx/0sQTxYffNXuPz/P1Bbfm8wGgg6k8oqQRRhdEkwd1b1wR8Dop1U5TmzPPBzWU8bmOrrHHXc+EVGVa2XQxKB4e+h3qti+W9FtKbGdzaUz3sdJwYPSLjr6nf4fYrT+GXoXRucZHhM6cPcWF9gHOnBlie9zHXSxHFxnGbxIYkPiPXzJlhm47UBA6ThxijA6dQ3Ip8ygT+4NV32uhHLtaXqUeiuw5roAe4dS/Dy5ciXL9PCzv9Wk0NbL/bwZjbWi9SyGNejhCHIdrz87L+thlSOplgrs/YXkYP1XBaHW05B4MBMubn9AOFdZqdMbdV9EV0kA7H6PXmkKUJfI/bbw+D0UTt0x+Thh1umaOwJ2PJn/z5X6hsLi3JdCWi/9zEzbFdDKW123QKHKQjnPFXcPM7L2Fne0fEBXmJtKqM9Zz+frS4N47rjJ6i5VK+gLnJ2Rm3YrO9c2v56+ZZIdcgywC4EPlHrwZJrSSgDB5wXIwPhkp3RhcpLhqhq81MJaHBRBVxjniNUhA/x5FRRFVZtjy9+8t/9MdIqxprvXkxu8PDgcSTMKLTP6V5zj/D+0z29ajOsdoO8ZknzuHx0xtihre3dzEqS+wOh/BJhCoX3/rKX+GJX/gElldXseG00XJ86aFJROl2x35MigL7ZSHPBkqevcpTsAIJHP1GuBs5489J4l7126i80tQ8MgPT+OyC47ddjLpQMRl2hUWEWI17UtNs5kNsV4l8gD/f2sAgT1UZdBz46MJDXtW4dfMWvvvid/E7X/o93Lh1S8yOhJ6SMqVMfUgwVHjQEEjOH/XcopOU1D1TdJD6bX5IW2h0ZUBCOpjgq3/+Fexs7eCf/+//As8+9WFZ+TUOtd/s64/okZEKtRnQqiNBI6k1aizpaXQv/zHvE92UrtM2QmbKdvic3baTsbJvfEYKA/WThNl8+Cw5MMVjuvw0ewU1aXDLSKwmkqh56KFfx3GQNz0wV81TDzs326Ay0kuHRCqFXNZPQr3KmSyMA2PUEa8ZKyGTdRwMRqjaDoq6QKd0Efsh2qMQ8wUwihxgmMCdVOh322ClwCQZo6QuMqVzPY0vNLywFGGCgzRBP9nFP/3PCvS7KRKKAQXLrgLjlAhIWBruacDHLQUXj6sEBCZOtrnOBVVxO1HBzQNcPH0DIbcyeUshZS5iJFmNd26O8dKbwPawQivOUBx20IqMMYquSzym7pNS5XyXJYQzBMxX6LiYa7VMLW75gDlgGWRuycbjFEFQSHJVSjlJuyRSpXINdOIuuq0udkcp2l22T8snt8elwmJLwQOgn550qUmKr33zeen//v6v/F1kWYocI2yWI6z6XUSOi/PLj0pfvf/GFS1ybtXkj9lIGybLjKPsWTQOkZMz7SAXVrvdRX9uTvOQ5SnC0Nd2nhhLckdjF412XGhGsjfbvpy60EmGXruDhWXjE0pXI0q+R8IFsUXrwlhySTeJQVzs2oITA5u1IMRt5BwS+FdeeRmXLr2Fbm8RRVnj4OAAZcH+tdGTkYuEAPBDWishxtNFjg+dWcczj1/A4lJXiYAv3NrE3bcua1Gw5n2/HePe9Vv4qz/7c/z3/9M/g5e7IlR7ZSo/U7rgsUtkEtv5WNLhG+kOdqsEZ8I+OD+MJ9/PJ3gyWECHBrM0h8fkCCQEWlXmX42J4z/2kZxFQw/VLwWU43Qj7MlAtxREcj+a8yLEXih1COkIk7688MK38Nu/8zu4df+uKqfyLWIeZP6eK6LOueYc2znnq3kP3djsh1Iqz/Eebv21K5HDfKFgxNdefhW/+du/hX/5v/5vWFtaUUISTqQZ1YMD0rq0DfObhI/S/DGJ0RA869tp4dMw2yNi2Jy3l4UexBi+U4jUEE3eYHDSzBYJKX83dMJu9xtiyLH+bT5iFDO6ztnnZo8f1pZPXR0XFfGAyG10UUanwYwu6j+JEqMUGmV0xjKpWYS5woXr1yipSzucyCVi8V0PO/sD5HTHQY2JURpqS01H+bnlJbQ7bZStELe3t6SrZJglt52DFCjIWBqhXVMmGDQitE4YgNJhV1vD46Pi/Y0/5cYKJ8HUVK9KH4FfYHuvwqvvVLhxbyiDV11myIMS/U4H4+FIteWjqMDO9pYSIwML2NvdkS6UTvPz/XnkSYo4YKVAIO7Ekhxrj6qCGHG7gyydSPqmfrOoUgzHQ6wsr4NuRd3uHPxWAL/w4YesBmmCDKivpQ7WVDCgW1ggfeK3n/821rqL+PBnnsV61UXPn9f2n9mn5loxvnXpB9jcP0Dc60n94OSMMqGuzlR5VI5MxeSHSpMWhi0ErRCMJCPBS/IMHd+X20mdTtD1anQW+kiKSnlUmbyEET2eV5iEMKiRFTnC3FF+gz6z+xBPqCIhejcqSrYtaUL80CDyw7g5CS3v4zUSgJdeehmU5te6czjY38LhAUON6QpG6z7QapMJpvI/Dnz6wPpY7rbx+LlzWD15ShnaOS/PfPgxvHntCu4P6O+aI3FMVdcfv/BtfOyLn8PaYx/FeJhi4nl4Y3QfC06A1K3QgothmeN00Mcz0TK2izG26wwHyHExb+NcvK4a6R2mcGNSBOptG8YgNZ04B3tMPLVSkYYgfFXJY+ommVKQ44aLd5J9bHgd7dZYIpru6AxJZXWu6++9i529XdzbvI/JeKLQZEmW3AXQC0OwM2W/mVibMCS05a9J3a4SrxiFZpln2voHgacQbMKcQsKoSMGqE+l4hJ//9Cd48723sbq2jiopTNWJhoSaUZh/SVj4xzYYAccqmYyYK6pYmbK0QTTEQwIBnekNFpDQUnI05au1hedv4Y+9g+/4/1h7z2fJ7vNM7Dk5dL59b988OWAADAaZCUyitJS06/WakleqWnvLofzJX+3P8n/gdfmLq1y1oUpb5V2X5fWuUoleiRRFLkGIhAgOgBlgBoNJN4eOJwfX8/7OubdnOKBk2T11p7tPnz59fun9veF5n5d9xw2Yv8HNgP1JicLvcTNnSZNMLGOFoaKWyu8r7Vi9nr/jJ19/lmB8+jjbR7knzzKnlS+Z79nHJv1zNDulo1mhz7KlxKsEEnjz3IEoOFm1r7oH26J/xkCLmhojtHEiGRZut6HA26aGVq+BQb8jqY/Elvq+Jy4CwUcSs5imCOIUSZjheDqS71neaSPr3zo9UvdP/cnpAM6fI0PDhgr+Ui1OXWfpC10irh/dS3Dr4xRxosHVU8kAYXsIRzra34PluBgeTXG0v4MzGxvY29mSwFAZJ+j0esr35jBvmZaUjjiNwTx4+pGZc08tSlij6Es2LSS5Dif20ekv4GD/EH6HxeJSeGR0SlKUscojD9NCgly0sFTEHvBNHZPxBH/wh3+AtaubaC714GT0stJhoSGIQty+fVtMapekDya1ERrMLM1A+BVRCxSc9BkaaLQaKAsiBVJkYYC2oWPJ0tAmz2pWIms04PW66LVb4rO/9XgL9w+OUWgWfFZ+1ICJLFwL0yjF29/7Ab7yla/AWmhDT3Kh0+MsUYYVR0VJU062+lEvOjln7jjPoU/vU/r3dB1hOBOuAWYaUVOKopm4lMJ4KgI993x4HvOzA6ysnsVGvwWXfj9JMcyxvNjDpTPruMfyLzkDiqkA6uO9Q/zk29/B9UvP40ALcJwmuGJ3MSwidHITy5aPHSPGptnCQmlBtxYw0TPE5LYsgBbdL0L5WqXhVkxPMitPhKfS/k7M16qdsqnQVZEXgqhY87u4NdmVKPy5Htm0NDgZMCwzHGox1jIL3/6z/xv/x+/9HqIkEXcM+4b9KoKS+o1IKlIRmqJZsp+54NnPco6Qyig/IrkaOHF5DQY1eQ6/RxcNrVD69Pd2d/BHf/CHePG5F+DkBhzXlnPr8Zt/Ph1XNeJi4Yi5regR1blcp1R2qp2yXsbyoVrD89dUr0/nC9+fKpJzx+VgLQvmr8BjP3+8Foyn9zz/nc9+zb584iGbXnUf7EdqfuJjo2rPgIyUL1UFpk7gD1ySNBUkbZGZC9xxDFnojkumoxgD38dir6uImQ0TftMFdzpTzMBSfFvjkNrYMSazAKPJBLMgRDCJ0bdj/MMva2jLbvnE7f7cG/abTKG5vvy5k6oD9fpkd5pmjp1xip98OMb+EUFIxLwxGhtCb/giKBnlbLWaOD4awtZLTI/2ERBAb5iw3JZo54QGSXGELBEhOp4cK83A8MWcTBjwSShsmxJ4CscBGm5D+aMMDY7rwikteIaGaToW14BpaIhJ1+aQjIT5c6nAowz6Hx0HO/v7uPneTbz1ja/IpCf3J6npgiDE460t2R3pQyXQnA8xk1lr3CDLEsfJhO3Tz8pIboBoMsVK08e5rg/f1NB2CdfKQSG8srSIVoOEtznOD3p45+N7OJ7ForEw3fDh0RAjeo4tG3e3HuHWvTu4sPASwjxGn6QzgoN9ckRqofnk0dN3nNQUkgcHB3j08KHMtSgMxG0h/vIsgUZCjDwW7VraR1xyGGC518TZfls0T/pmufEzrdA2dFzcWMMP378tehBdEsz4osD48M9/iPG3fhMryys4OtqG5xk45yzBrYglaAXZLOanDGnYeYEGTMTMNK7Y0S2m7EqBuDpjpwp1yMJWJqUIjnoSVllGGmsNMc1Zc/D7408kpfO3Olexm0d4hBSX9Bbenj3GmVZfklPy4Qw7+3uSCs25I9sTN1nHkTVFbZT9V/cxNyE+uLlTaFFYUimiJcJAIMdZhILtyMbLgCg3WDIsSSaabeOj2x9KoOpzN14TONTpSNUbw/wRynNaIHQVqFRgmjZKhClhJvcsXxE7XzZ45e9R96quRt1SaeVKNnKBq+/XX62P8Dj7VtLQ6TUQJU/9YiUdnilEeZ1akKrf/MX/18KW32Gfsa+pDvM9/2Qjoo9EDog6yguy4h93NpqB7HTVCNnDDLKyO3A9Bk5c2I4tJpXFZ4clTauGFSVIj7d7GIo5xsjuaEyBSVxhIr4txtg4t0x2vG2iIFO6dG3dEaeNrRvyrOby3uWGqZOdOO05mU+vww4nq9HWvonb94hnNODkKeJ4ppzraSKgcvry6HOjRkltbToeIoMJ0/Fll6YPNA4CFAw0SZQwxZjcmuMQ5y9cExP5aHooMCIaFEkwFbOIhbroHuBGxXvsNTtAQc2deFP6vjixDbS6voDyyWwlv5WkksBAZ/udWx/hc1/6gphgZZX/PmYefZV1Ql8r/cr0DXLcmPZCr6fyddmwqPGSjyBN0USJc60GnltdRLvdgKFbgn2lG2NtZQBmeulFhrVeVyLSnx7sI9IY+KPLoUB4cCQQMUbMpSpAxsi+KWVefMJKnuh7jvPpbjf/uh5Puoc4Gbe3t7G9syNtoruEbeP4snieLJ6shCWsRQayiIFJA1fPXMbFzTX4zQVxRZm2jjSNQHapxU4Xq/0F3N4/FBcAj/E+jx5v4+4P38Vrv/EPEThENRcSNIFpY4YUtiR3l8hMavpEVlR+eFbLrFIt00rzm2vaiZnJ0zktOYb1azaAgTe6+KnT0IpYLVwktoH7ZYj10sPdeITvZo9x3evjJXMBf/H29/Gnb39fArxUbLh2pP+ozZmmwNIoRFjNgQE6jrX0GX/LMMAAodwvtSjBE+tSNpwumDAMROuk0sTvspw43SRWWUjCCN1WtGiMQl1TtWN+TUnTqrGt1iBruFcdwrr0al3WwpTCkhhAJYTk08rdwyvJ+M53plxeXUM+oxdC3YQKMMnmJQfkzPo/JQ9+/j7rz/+mz+o6yifOTYbvaT0TTcQ21v1q0qHMP7J804dCM0IEGbFtzL01TDSaPtxGQwQmoTGM1rOtnGcshxumMfbHI0yYdjkc4+zGCkZBinufPsZ0QmJV1UOqfwTsp1INmUtu2bh49SI07Q5QKAgNG1k34OcbzJs3VQ2WQuH/uLxkmmu5RMYpONRDPZPAK0mBe49Z0TMW4UDSCU6YdtNCFE5FU+bkGx0fwXcdqUFDwc9a11wGOv2a46Hk6OtFAt+xMBodYjgcwrDbaDQb2N69L4GY5YUljEdHiONQtGzbckU71KlBUBgwKMa6ThKAUpFxWAkc34UHD2XDRUTNNhwjClPJXNrdO8J0OEFjZSBks4zB0k9x9sw6Prn7GME0glGm6Dhtgd0w8OLbZHIy4Vq+pDkGs7GA8M8NFvHKxQ1cPr8Jr9WUoEw0m4qJ2/RchS4oDPHFXVjqc3/DbjAFfd9xlmFvMsMxUwxtC73BohA/m0mJi96CMteq8SamUjZeDv/Ti2NOa+J2x0j47s6uQKs4DtSWOAfq70lwpDJLuVnwb315Ac9tnJF7MF1X2KMKzYHpNURzWjZcPHfhHP7q00c4GE8lYEeTlL7973/73+Nbf/fvo+W42I3GmBkkwSmlTAiTQSgfJUGC96mr/HXBm3L5UhhVQpLtk0flq5OFMTd/6/vnOWpOq4WzAAsr7Q2x+m5FR3As0jh2JdOtCwu3th7gX/zz38UHd+8SBiP+c463QxQEVybnkETXlVJTbzZCGCP+bVpZXM91vSuFA6YgtqkmkaZS3AHKYqHAZRoxSX/iIBYtWb4uEfH63p8xjnW7CCfTqMmqIpUqn0wJMq5PRZddr0oeJ+pBbTAUnzxHdCF1iriL+FKSAZR3XQQntVQpSkeMN7lLpZhRvd6ll6srnN7zyYG/xQvOO/YTx054HqrX9aXMIJgqs7tKVSUjPaOf7MwyIxOOid7iEnTbkvTOKesgHY8FyzmbKXA8TUf6QWNGRzNgrdeHYTvo9wfwPF9yyyV/WTQKJaR5M/SXuYSkOC6yXBFiqL2o+v/pRVfdtRC6ikxmIIeaZybchawqS6Z3fk2CYUpuQ9cKDKcFbt0hQxOZ4hXw29DJTqSgMxzAIIyQpRF0z0AYpSAwnqhsCuSeqePwcFd4GhtkWgpjHB4dYBbGePHidczCKba37mGpv4I4mGA0HsqwJ2mCbteCkKIkMZj/TMFKU5BY1iCK4Hfa8BikI/MQJyF/keU5qqwmmmDHx2PsPd7B2tJA+ZPyEl23CWZ00Ue9YOv41psvo9Fewe//5U3szgpYxPyRo4SriGNZFFhtWPjmqy9gY7WPZrMJm3yguolsYUEWc5nE0POIIXPyWcD3DSyVbSTUTNIUG/0u7h8GiIcjNB0Xi5aP1eYKkiARYmVONPrTReOpCGvrycbneaFYH6cgYBuIfaUZSY2IAlXKw9RCtGC1W1O0dY5H07bw4pmzuLR+VvCh1IxZoncUhohUJBK+pePi2bO4tPKxwM/Y53ahw/Y9fPjRB7j5wU1ce12ZqW0yoXNPYg146THFViUigP7BWpuswhs8T+lEauHTpBTXwpwUoFCjYJIHU5YJLRJECWATFib+ZAPPOz3sFREWYeHL3iqOtAw/u/UJth9vS5CM2VIk2eE/VWGa48mkD0fggYWm5hI3g06jKa4PbnR0i/AepnEpyRfseypKMC0UDl+bgnWmn5kPy1K8CeE0wsef3MOvfkPoi4X0RzXiM/5XnSSwJEWcfOrWEDhS1a/1tyX4qykfstp/lKBXErT+bn22cgDwf5nH4h4giJCThhFnwvTqc2XaPSGITz/527+qN0GuT/HlVgoBj5ukg5NoHv0KEm1SO5JoANR1igIT4kIfPMLu/jHiKJadnMxCJ/etq3pQYgqQaZoEr1X5X1mkBIjTnI1CibZTDeZspaJCv384I2FIJNo9yZcoXHlt2ZcqISo7gPwgYUxciNxfKYJpGrC8MQUpoVYslKXDptOfc1wvwcjm3UcG7t5jsbdQ2G64sZoCwqbpm0KizSI0NJWKmeWIWSI3Vz7CYDbBbDIRUujcdHFwdIDpNER3cQDfd/DJgwcgYQLJkI8O92Unl/4oCtCfZzga8ihAyZIdiSG5/AykSYVRZi8lJMjIoNmO4mSk1lwROAiHYpFhd3cHUXZNZRpxPug6zq9uYqHbwsAo8LneAu4f7eLGahdv7yrAPoMsDFrZmoHVVhuvbK7gwnJXyttqWYIiNWF6DmyPmUgasmiCLCgQB4lgO8mO3tCBRbQwnsVwXGDQCzCNE3z+S1+QgnxlGItgpP3AESEFH0upNMndz3k+ryDMzWNOQP6JsMxz7O7tyqfc/Ghu88H5J+eIf8xEUsbo6CYuLvbxwvkzaLU7SIMMh5MxDg/3MKEfmOmzZIzSGRQ1sbHSx0P6V4+GyG1WUzAxmgzxvR/8BV57401sGk25f7pSCNOj9vkZt3xy9/MbgUxRJhtwkc9t+mp9nKwSye4h7J0xBPG3MgOQvu/SwIrFAJ/SDBc8F41CF7QBS8VI8ig5erVSuWhyE7pjQLdtmWfEVq/1B/jqa1+S3PqHW/fwcHcLicy9ECYJfyrUtGHbMm/4WRKFKs2z0uzZOPpK2Yaf3bwpcYqu2xKKybrhdbv5zIdqL3ur+uPh0ybXX6s+V29l5XOjrTcbbk78DvHEch1qpvU11UYm80g2Uw6OQgepe3jmj83dW/Wb9W9Vd1S3o3r7GU9qFqiv1n5t9XtsN/+IMaatokCteYE0YS43RRubwIwZmguE2rDfXZC9yShiiXJzIjBzJ6Mo5FfEXFClNCqUhmwJ3ClbDdLeuWLiMnBDE4yRcQLiOedIWHKiWUrVTvrvDIluUyCr+1H9nIMmPCEWKlXNYsYGJ75hKzOujBRUIicsiwPg4P07BraPycZE5zrhFqkIXaYY0mdIogkiCjyH2iLB0dTAWEOJ7iYdw+MDMU9TLcMwmmEynYj2tri4KjWGjo52sbq0jlICGYmYQPQzcR5Qw/MMB0UWYTwbw3NZyjXFeDwWcH1ELsfZVJVJYXAko392ijBmWq3a0GzLQjyZomAuersj7eW9X7l6ATc+/yo+/NPvorm0ihtnzqH46CNsjwN8Mo6gOyZsU8fAMHF+oYnXr19Dp9sR+BIMG4bfgtnowHQ84Vh1TE0i1mWmMlxovrZZ3dRv4fB4hD3+PosP9tt4+Y1X0ep1kQSRgMmZklgYFIiqvGxOajzCj2QxyBDO/cdxr0w4ZgClKQ4O6KtkSmJt2tULVPmijKJEUzdxfrGP5zfXJNKeG8Dw6BA72ztoOhaeP7uJ/mAZYTTDeDxCEE9xdqmFrUEH21LGRCUQELv7zjtvY/dwD81GW/kXmUwibEjcBk4fSkicvueregHWgoTH1JLnN9XC40Wo1cr5kgpBTgOF29xJQtEW9VzHT6JdvOgvsfivggAVJX78ox8JWH9paUn88sgjLDY8kMdgmuSIOOENlrQu0V8Y4Df/o9/EFz7/dSRBjHi0jz//82/j6PhQAo3TOMAsTTHNNIR8TkjQTIHPzDhVplzwohRqZPfKC0wnM0RxCs2v2lK1WbXmGf/LLql64BmfVn3CzlCyRalP6rXaYSkE+J4CnIK01iwVvlh1I1UqvlJ/HKXTu1Nj8vRvz4/P/GfPGtP5z/ma81PJpmpjrBTl+jxe2yT7rk1dAAAgAElEQVShhPhCeCcEnee6mI6ENKhvU23N4TEnt+MgSRzE0UwCIOLoN+iRUJlCIueEK1b5IuUmqjxlRh5d25eABScvAzWkHqNAJoQi5dYvtpzciPppMhnRJK+7XYQkOyqHYbUlMJKFBiz/BejNHpLYQxr+FAbeE7Obk5OlN5LUwJ0HGdIyhiOmMX099O8qoDs7QtI0HVuO0T/KzYFgevqAGdml9kxEAQlxmUNMM5XEH/zeeHYs2i+Z3o8OHkkJBAo/woXoAiG41coSIU5h5VFJ7QwnEB8rg18VBIXPHIM0jTCeDIUJikB9VuqkqyPMUzyaHGPQdjEtc8yCBIvNBlafP4fy0ztYOdfD3ft7GO3t48WlLobxIY6LFJam4blBF8+fGWChv4iMGWOEJIUZtDCFbWTQw6H4Pm3a/HGEkjn8hSbuHY98AHGB1I8xjFl2xcKViy9iaWMNB+EUGbOQKnREp7ThGyS2VqTWQiRSz7gnntUOLodqWBAtgNrHxAvyT0xXJUiJcru2vAL6cBfbTD0ESpukwjraQhajYRqNkR6xUOIYk+MjdFsNvHz1glQZuHl/BwGFB3G4honHjx/hzq3b+PwbX5SyvJxo5J2dv+fPWmg8/vTilMUs2qu6bzX/q0azjRI9ruBFpoGfhHu4nYzxotsXUpYDLUJpObCTDNuHB8KQxD7wLA1rnT7O9trwTRsjFoIk7IwEN6mDt15/Db/+5V+CPVgTBiptNEA+2sP+ziNxEY1nExwHAe7uHAo/xVEQSX9wHdq0BAX6VWG+6ULSTMymM8yCAFp/IBUrxGqsm6JUMjV0J01l6+u/6sRnPJ0KQJVKqk5hx/O7SttUZrLSQpUAk5596mrz3z/9iGPyrLE5PaP6xbnxq8fx6bGW43PnSfvEO3V6PxJE4iUZQKIfR8l+9gqdvMrhLTABASIT6M1IcgeWmYgvL2bGEkHzDK7NaaAWa6KIFK8Eo2hSNNkZqSOdmgXNmNI6gW824DTWUJR31TX4szlJilsw7BS63SLqFIW1AsdaRDz8A4TGrwONF1GYj3EYaBgMvgq9PEQ6+xPuXTIJ6On3GAAZm9g6IDSFgiNHKOY99aIS0zBCmGYo0lhqcMcs0cpAD5XcMoNjuVJplIKNgo9tpYAlExOvH0RjHB8fo99bwPF4D8fjMfwmq2WqnV3BxHJEAbGusQxuEE1l8rODmJJHrYTukyCaQI/IpJMKDysHjNlcS4MFWPTHNh1shYco8xZ200DA3Q9HM2j9Fi5eO4NklgsR9PpgEUdpiPWujaO9FG3HxvULm7h86aykQdIfShLqu493sX38CVKYomGzP1YWWji32CUZORyLWUwacuFETfBoOMUnB1OkYYavXLuBBacpZUI48cmCL5oBN0NWJ6gyYE6nmhKCJxOZa6aa7DTZhVKvKsEhpNE03Rns0ICWbuHF9XUsehpeuXRemJC4rVq6joVOF27TBzW0+/e38P7D2zgOQyy2PDx//gw2Ny+i3bTF/fCdd2/hg0c7cGn+sjrCZIaPb9/Cm1/4osJ/8AclX59aT33nStDXi6y+//o9F938gp1fhPPHZY3J4tPFX8/I/0EcYtF0cNXqyrwPyxK72RRWUmI3CpBEAWbJDOuOjVfWlzDoNNF2GpJuyuAiOVzXN9bw0o2XoZEbYXIEs8kCgBMsL3TQ0RNkSYQobmEcxej4NraOZnDCGNbRBMTURjp9keSJoPDSkEu0P0MwnahKtJU/eL5dddtVX3DRq7XEzU54CgSNUymKlCECc6pMVJEKfM0JQKFB54KSN/Ik59ZXJssU5Q0/ZwSfBMpUMmhFshQRA0lPYknr+6yfeaX6futjdAs9fbz+jOfW50ukkHdaWUQC5hfsbRVUogbKL1Jtp7xnBypzS+1KardQPkn+ID9jFE95KizJUjBTE0lCkttCIswUUHKDVZ9IJoHcLi+gJhu1DEZwS3jii2PU0/Za0o/sV3FdGwtodL+FVLNRsE6T3kBIf4PdRT78NuxmEyY8aPYZmMn/hSi+As0uYJpTSRlluRHhJDM0PNg1MBzF9C0gLVWud5scl+JG1E/gIVwyFPrcbemfoSlKocI7EhAyKd4q7ZMM7zQ7j5lqmGbia9vb3RYNili8hMQj9GeSY9EwxORnu5nxkZO8WLQR3kEpmi0B+QHrLIn/t8osKXKsDPro97tIjkZYbnbRtRvI4gRnrCZW/K74ggM9xMf2HZQxhMlnL8iw5nnI3C4+PbyJBa+J1ZUlyeEnJyk3ynwWo+WYmJgFjseH8MoUh+Mp3tvdxl3HwblBD2cXu1JV9Gi2hzv7R/hwd4zhdIpWv4fN8xuKMFp6kYOmoub1W/YaH7UYqt6ePnGiVh3OcwnBosYj39HovyVekjwFKXoNB//x565jfWUZ+9MAn3x6Bwtt0tHp8EgM7XSRTSZI6WJq9jAbjbDS93HjtRvo9VYRTA6xvDjAmaUBPny4LX4/CZigxJ27d5CEoTKtqf2TQId+mxNNRqbt6X1XC5JznONZL7wnTnjGGzaVbPO2xPNyGFmJr7Y2xW/6UTqCbnaxornYTY9wDzGutZfxYRhCy1OcW13G1eUBFlpN9PwWglxxN7iuj+XVdXRI+JNOkY8SHB88gplFsJBAbzgobcBvWGgz0Nj28eH9XST7R0K+bc0gGzbXvUTQyWKWs5pEJpwNcVhZp7IG1EieCJf5NlLA6Szrw9WiFLGTxSwmO3XvKmgiWUe16c1rVpNg/noii6rFKL9dH1Ba6VOn/o3f1vfOMZt/Pf/+iYtxGrBF3ATkoYRr7XqinGAymDSBJzEFUO0H/JISmAzj8zIE2zIqyvOoMaiAkQFTcxSwnlgpsjpVRat4DsWyXEeuRaVWYmeibfF+LMJFUGISJJhMAmirPJFlFnLErI9tXxU/JLJdmFYbyKfIyxkcJJhOAuQegzh96EUXQcac5nW02m9gcvBdgWrQ6c7qgI/3PHEZ2GWusopoFtmMcufCAk5tsQb8J1Es2gkj+tRS4kRNIro6uGgIgfF8XwaAPsxgOsXKyjKicCZBIMN0EEYhrArgLPnGFTM9BRdL71J1Je2dQE7SGBnz3BMBJgkRrsYKipaJ9X4P1y6exSiaQLMMLLY6WLJbaBodsDyKydowLA5n+yI8xnGG82fOwKUvuEihTYa42m9g0HTgOczSYdKEg3E4xO7uI/FzdS1SFzag6Q3sNQzsHOQoiNWNA4wDB2GQ4uFwiJ3pFAPXwpLZxuoLz2Fj7QxSqRb5pMlUTzZO0Po1x3p+wqrJePo/z+M8o2uEriNq5MRZkkijo2m41O/gcHSI24+2sT9J0W14OLe5JLhHwnn8RhPNbh/t/hKuXL4iCRJ+pwerZSOfjKEZDtqtNlZ6HfGzU3AzUEkz/v6duxgeHGBxcRlpQiJHKhIU6fXCVq6Meiug0OSjjq7X7WQb+Pqz2skrsnomWbXI9HQGLRoCsiaulS3cz8ZYt5q4gia6rQ4eri4KXMozLCwvkKfVh2sz+Aj0u23BY5Opill2aRxAyxOwKjiLQdIYMMgXIZFuphsyUcEWGCYZz5qjAN2WBtJWNIjUIFl4mglhtUB1HBMBBRfbw82k2gbrtp2OXPVKAsKs7EtqRpJvF9AFu8hLKFNb+TxFItVfqq5bCacTjX/+6vxtbsyUC7Qra0E2f85f/7oem/kzn56b822rP6O8EjfSyRcV25soP+SfYqIQPxNNq/Y3VYJTuu1E8s6ZXwLj1FBSrZVAqcq3tWxS4Sk+SGrIjGTWeExeRkXeVWaEdEsV8aftQpLmg+GRmMS8DabMGZIJnMKylpDmY8SzBM3OGal5NPMX4LnsUAvj4T50/VVEh8ewjY8Q2Q1ZALlO3y1TFDUMj1WU29JLSYmzbd4ZhRlN2UTgQ7btCfyD/cHOpFClAGUAq87uoHObRbz8RgOTaYjheCSkGo5hYe9wVwJu5ASh+8FvkoBCFdrjJKSGxeuIQCWRCPtIyB/UBGONKf6uqRdgCZVzSwO8cGYTFwZLuHuQwbBdweOSPJmM45zfBHEQmqS7FvoXL+PP3/5z/ONLa1he6+HxowdwTeD1c2ew2G1JTSuWyWDWVbPVRbe7gvs7t3F36wGClFroVIhkltoNXF1bxtnBAmZxgnuH+xgluZRNcR1TWPrf/NxrIO4ymjHirWYX772eeNWRk7k3f1zO40Ko5RNfVvnGnCM0/RlgZASdxL/n19fwm9/4kpA9H08iSWpYk2wpR6wB+qCbLKFieyizDHbDk6qi9D1nQYYipl+fHJwOlhZ7IqCVMckS0CYODw/wV9t38epyHzPEWNcawpikLA/VknpO8D55/08/PuvYfLvlGhRkFdfmxMilf5gUwXXqwMRWOhOmJi3XYW4OUHg2zCJHy/NUgJECjRYLEzIYM+BCKWJERSLKSpwaaC+swPB8aMywy0dIddYOKir0TITlZgMXF1pwRxkOchtDCjjGAsh5wGQJqdcOnDlzBmfI91rbsVWjf36cuV4oOEmtR8w0Q2Eq9sC0YQpAmaw0wVUnfIbg/AzhyM1Mdjx+7WkN9DO+U93rX/dUj1ttSdTv6+/VVV35nmNJ1jG2jeexkge7zqQA4+5ApVr8Prwn7iiC9KcdrilWFp0LnMKWOiPJEJSGKels1EoL+hdLlAw2kSFbONsF2CG4Ron2Cyci/ResO6/B4o4sJMWJQLoYhJKbky4mcC5BmuooEhPh7F14dom9WQI7exnx8BZmw1to+J8gzpfhYA+lfYBppKHhCKGTiganGo7GLNGaIbJIxZaj7bDQHdmkSilFwl2b98tHrWEw8s4G06TmBiBAblasdFzEUSrldBm9b/k+JhPWTEoFLsLIZbezoHybhiFaNiPC1GRrvyADWCwZwoAFv0eT3rVdMFjjGhqub6zjxqUzQvz76NFjrJ9XtWva/T5s5rPT7cRMMVpF9GFlOc5fuIA//He/h94Pfoj/9Otv4WBPE82+3/LRbXmK+9Ox4LoZLM/BxpkVKUFtIsMkiHHYaOBobxdnFzr43EsvYX15gA8//gi4/1iQCKPREFtxjOVOF19v95BVPin6o9h3ihGHAkZNNvWsXtcTkmMrQqia9/X05zFOVvp+qdmxv5kvzt395WsX8YU33kB7YRWl5UvUOEtDJJMhymIo/miuUfYtMc3xgUqKaDguzJLlSZTPmjfmtz2h+jNJaG2RRFy5ZO48ug//+edg5sCy5QlciBK+XlDzgrA+Vi8qaQ8b+9RDjlcZQBJLQIkgz6UUNekhRf7RGKGv2NXRSHS0dFsInRc1D29duozfZ0WEIBQSZ9JnGESuMNEl1gTixMqvzAakgNIcG36rD2dpFU63jXJ4hJlkG82EzYoYWeFNpT/83AouxT1sH47xaP8Anx4cgxTI9FXS528aKb7x+g2sp8dIdmfQF1Yl20nIO8TX92Rj2SeEFVKiZBrz3Obi48LmVA943U+VIBTZU1+wOod9yXki61FmlvKhirbGuUa/qSLA1kpWhqhn0ZP3VL+bH6/6WP1cjyu15NPrnAY3a/3x9DxqoIobhHKCCpFQCtULQO6di0EaxiZUBcvEnyn/VbuJgA1E0JKhu3ZA09lLwUC1REoDcKfkDiabj1poonpRKJMOjB3Ofs+oS3rScbLZULprIYKjfytUdG45RNO8g+mjP0DEFD8yH7khvIZkgUKzD2Wfk4VnEgOumMMNI0eYGhjPSrimhYlkXZVoCBWaLuY0h5SF4aKYBeGIX6U7r5SJSkHHa0m0U9dhWboAkcM0QZxG6DZaIvyCOFRpXgXvi0gDRd7MEsNkDCKGlPg6BoqojfJ3uBiyRA2cpfvotzpwjALL7Q5eOX8Gg14TP723g5892sE/evMNrK8twmZOPXGBsjDZnwp0TJO/43v4ytf+Dv6Xf/I/omk38MrFdRwMx0qryKn95kjNFGYaCQaVudibgzUY14APPrwNI4xx7twmXnzpOs5duiw14xeHQwzabZhxjqapWGma7bbKpuJmyrGv1oSaZJzM6k9ZP/WCqads9fzUnOdknE6nAnGjNcQ5IK4JapacsMJmrkFKSXM+zTKQKbZkah3xkXoJiwz/E2C4tY/HO9tot5tY6vYEAxsSLmfRNcGUPE2EbovYSBKrEC1xfxftgnWlUrDmsWQhzQW5nrp7eVsvKmp39Wt+wAV78p5t4UFei8/ER5MPQdPQtEzoDabMAuYnuyiXu7BYq4pJLFqJy1sTXGqv4F7xAJ6lqACbDQdupyG0iB59qdReLRPEdtpeG0ZrEW6zKRR4CYsr0UGna6CFRNLxyCb3QyxUiJy7TfrGex3k2ifYvk/cKOspFfi7n3sVf//6Nbz3z/8p9pIUb/6X/y0aa+dY/rYaX+mCk//YSvarSn1QsQXKjtNHpX1Wc4OdIQqLuEp41lMTgkco1GqYm/Repcmq7UIErCZ8ZcoFWf/WfP//IuFZny+/Xmm29Ww9ea42Ro4n/2ghKZcm8fGK0MWUBcmB5rdYDEqyQJgNoxiH6DCtb+pEIlcThT+uNDZ+n+QcyvEvO0ihdn4qvTZLPZTkbyxh5QkSTRRflVdKGrdZirywBWjM7mB8zdQS6Mk7skDZPkKlbEdHw6H/lQNC24/+Gwo5FbHlvchrphDKXylM97NpKhOXJiyB+8SosiPCmL5PQ2o2lZkiUiHpBB/sD5qSOYNjHEzxmTlSdngWzEQ7JBM9A0ncEZnBxSwaaqRJGEk5XrL6k1+U5yvBoHYvtpE+UppMjl7ixfVlnF8ZwHJNNC0bTZeclzTlLXzzG1/H2fNnhb6NpWoF8cCBqAaXTxxckjF/8c038G+uXMXv/LN/if/+N34dA3Jj2iz0xvaqTJ0kJgu9A8dtoklojOmh31vEZHiIYDbDQq8rwPrS8dHq97HQaqDdMpFFDphECM8X2ly9ZMmSZ0x8McmlC08FiXr7mf/L/TObLU1loyE+1dQY0NFx//E+hofHaPodSSVlPnI0GeLxwwdSgM+3DKSTIRAnQtoyMWzpi717u3gIDYv9DnLfg+vpYFkZ9n29sCj8Uka+P3mAq3oDH1tTBEWGpuTz13P72bddX4Of1q/Zjvn3EpwRaaGWZJtwNVMR8+gP95FFU5hpgqMHh2ivvYksnCFZ8GF9/69kw3r5V34ZCz/4I6xzE6MqYpDc2pTJzbVGy0mWQQFkBMUnu0jpCqOSVpDgtITTWoBjK3eLFs4ALUKcxSjzSIQeyakXOk2JCRihhovLfXzt+Ut49JMf4ePbH2FvawsrN97AC2fPI00Yn6i0Qq7AE4FQIRHET0nBSZOetzY3P4S3U/Xl3FF14Bn/s8fYr7Uw4xo7vd7J0Wd8Ux2qx6Q+4en3J/denyCbgGrTz39GWaA2SmrXVBxqBcE0WeFRMo4Ip+HsN6Fx95JsIo6E0qZocsuFee8ikU9+WbQEvqPA4abChb5k5Th3aR3tVgvh8T52phl0BlA0DzOjCTOdopweCC5vNylwPGV6Fh1qFNwZtFyh/AmsItCCIlKxr9DzTgFCNYX+Q9loZUeS7qbJQO2IZLRkPEo8pAnp81hLPBXtkwW3GHWMGTSwCKFRpiM7ic2TSSoimm4NMuDnMOjAN0yMw6lQ2PkuWZNyoV2jtk3zheQNJLkgl+NCpyfwh/3xgfhW6XclbR6xsxT0tHj6no8Xzq4JbKjfbol/lEzSrmNhJtyjOl5+6TI81xa2exXiUFqAEpxqwHnffGiWhv/kW9/C//rpPdzf24Hf3ESDLO6Cs+XvcgNJkBoRLK+BnLuJY0ELSswIOh9PsbCwRJ4T+P0+esuF1HsyLAeXXnwBaTTGw9EQJI+hj1hpDn/9ZD6dKc9+RbN9OiVwO4YulHQcY4gvc3sS4v72lhQa1KwEYZbggw/exxEZ+HMgD2aImRUWRHjv9i3MRhNcf+UGOnGM2++9j9n2YyyursKyPIyiSLK7GDDkJBGEiGHg3sMH2Hv0GM2zS4jyEqrc3Gm7nl58z27FqSCtP583DKnV5jo3QBLbGMhXWzD/ybeRXuyj+1u/Cp1UTz/9ANb+Acz1ZWRfvIbXfBvl4/eEi5abHS0a+tiTeCIWBXGcDLpRyWHlA9azovVE/7RmORilJaYcJVaCIIRuNoVrWWh4JgrmwktSSSbMYOR/6OQtXF1fwScf3sLoeIIXv/pFPHz3XSTTiSIuJl+SpsrpsI11v8j0F2HJfqVlNKd9yiarhKrSw5ktWCVXPLUBc/3WMrnuQ3muzqPFpeJ77FmOD/8/Nb7r+6mf56/xLKFYf87zebU6uv709+vvcs0p6AhD7yohwmSmiSRFFpVTWy7FzmGYhdqnMh9EPTz5xWrBVo1gq3kNcfISaJ5mWG+6uHpuBVbDx3Z5DFa19GkOWz7Gdh8taoNJiMAoMQxL7A1nUqeWcAeR3zARGgUsBknkvimc1S5EfwvXAB0McveEu3BjpoOd5jO3hExphJMZ8y0ayLOJ3C1NKPpjqcMyF5iZSmQZoskg4lOctYqEVwAIlfrOpjP3n0XEyCjOCUdIEzVZ3SKuUGmF9Ef2F/rCxxkFCcJgJpOCi5YbFIebWpSp5Vho+BgdzfBvbt/Bcxsr+MpzF0U4RUWO7/7lTxBpJTbe+hWQ4UjLWANJbB+ZOLwfeSs+WrWhMJf/C6+8CuO//i/w8Cc/EDxmkVugRqfOJ+uTMuPLJEA0KpAnMaZHB3i89RjL/RW0Gj1oGtmbmKgQS1G36WQiWjsRBm6jg0aro/Lmq7kiF/9/+R8npfxVYng6nVQuDo62BhZRozn9YP8Ab998D0t+Q7KhDg72JfOo2+niRz95Rwhdev0e4hSIkgjXrzyPjtPEvfs72BtO0PYK9JMURcoSLoeS3ODZCqPMcdCiSAizP7p7Gy+cXRbIovSVptKRVb+dCtO/STPrBUfzSap1VmMlQptpnCkQfnoA/fVLMFi1di9AOejDWG7Cffd95F94WRjDVhZ7cBttfDo+wFSzoU1mMOiuMXUReoamEjqIUyRpDGFHcVJgmoxx52APd/d2oRm2VCptuzZ6DRfrgz6arT7yiFF6si3l8G0TvuUgaVBZivH+B4+QJawN5mLj7Dn0L1yRxAquL5ZLlkwhkSaqN+rekUOC7ax1TMoE1fj6HCWk6ndP92blS5cv8YuVoiTzrLqmuBf5/fpPCfKTPn/6kr/g/ROCUqxwdV/1tZR1fXoB0UIpdSRYo2SgBHSpMaqLKQHFL9KfKbVuBL5Ek5oTO2MUScwJEvAWAkyn9GapWaMi7o3hMEiU5RiND1HGgWhdeVogZB/EUyRoIik0lI4FexrJLnI0y4QqjcXgyLrGYmE0/W1LF/ObKjPVSu5Q3DlpylKzogBL6FSfkgwEmEU6ZkGO588C7a4mOceGLuW5BHhNfCf9diy0xYUUJtUexqCMbH8KUsOdnBsCu1RlLPH+ILV62j7NWWYvMd/eEmC0aVnQywKdVhMW0yHDmWhpDCC5ZDjSLdlYmJ9v6wVeXBngyuaa7Ojry02Qwo6wIKILZmGIOEvw8ptvYqHbAMmcWQBM2Q3KpXIyrLzBymetaRaSMMWbX/8avOAY6d4OMhZ1ZKor9WKTfj9yG0wxCyYwZNEl2N3ehk+WHilJ7UAji/6jjxAEkbSv6doIp0OMxjPoK+fgMohE9AKT1QTeR82BE0oJv1ojFk27Wmjzk1G0CB6XNaL8hJPRWDZOohQY3WRQyXVbeHh0gD/96S2sNFpY7nYRhImAwq1mFxvLaxgfH2Pr/i5sq4nFdgc79w/xw1v38eMP3scvv/EKntvsC1k2/dZ3HymkBCdRmqmMICYAJEGIn966iY2vvomlsiHN4CKSBVMtrHpRnfT7L3jBIWGAyiyZKqlK4ajpqyE3CwR7BzBnMexvfAHZ40NYHzwQwUQLI/2NXwaORtAXWjBJ0O11ceejT3F3a4wx+XPDBH3fxPmlLja6C+i4pD4hmoTE5DF2Dkc4DiYYRzN0PBfLPQ++S4Ykap0xjg+2WdgGzRYpGnUYpSVUlF2XnLc2OuQZtT0MFmxhLSsbPTQ3L0BjATtJLuU8V4KGXUC5oYSicq2RaJ3kJmWugspK7LH1yg9aC1kxIk+uw+vxT2nTMgA00TifKoe0WqVUICij+JnKkCTSph6b+rkWjOre1B2cHFNv1bWfqe6qgeW16u9zHojZLta4RB6U8iJAerl1JYhkwp/8wOmF+IqH6ZBmOzVSVjGCWWSC2XTI8lLO4KcFjIRsRyXylJRYjEI7KE0HZTKBZjNAQNOcUsmHz3IYwUjM7dksVuBp/hD7LdeQZCYmaYlZwEixhmloYBroGI0NHI5KHM80jEJgOtMQRuQg1TAOyPVZ4n/+7zT0FpVSnJPxkYNF015cAVWLJMquTGoOC4M89I8mkm5JdwL7RTFS0dfJiULdhRoos5GURlGIaU5znmmXvmsKtyY5NSezmeD8mDFDFEBmWGC1m6uLHXzt+cvot4gFLHCG/KlSJIyQFg1Lro+3nnsBg4VFNDxXygSbTEsV/5Mal/p/aZZIJIWMoMaxt7WDcDxB02cJY02IUshxyYnAaToZjzE8OhZEAkmXWaZkY7COTx9s43d/959hFAzx+VdeRqfZweH+kRBYMDNlVpS4evUCUsUmKNNYMbsoVwL7q56ovL96Aj79ur53PnOi0nfMMh5kz6dWxKAQGYhs3UCbrO07R/jBvUf4/BUdDZZKLlJ85+0fIk1LdMhFWzjoWw00l9YwbFrY/tkWfu3l1/H5L76GIhxhOB1j/2AfB6Mj4Vfg73JcOZ2FTDwv8Fc/fhdvbe9hffWSzJW6HewztYC4uJ9aHPMNmXstBiFhZiJEBWMu4Q6aSVamI+u0gX4fxO1qK12g7cE8CmB2u4i7HvSWI24l4qQHy8vYdXWERYH1bhdaXuJoNMHD3X0h+1jttHF+sCz1mZjXvzMei0LC8G3DcrDQ7YnCsXd4iI/BhokAACAASURBVNF0hOVeCx2PnLElrGZLmJnosqIflNluS24bsXuM8xursFoNmCvLcPpd4YfgXOPS/UUPQpfKyoqTBScnV4taXtfCUiRKJTh5jA9uwvXn1TM1WiVa5RNKInW2ik08Pefk5P8P/9VjzDGvX3MusO3EhSolS5aVuOIEB1r/Xj3huYipUdDPVU8g8U6KCcq9hJHCFJuLPvTZDPkoEF+iZZcoLBMRd/UiE42P/Is5IUum6Kjim3Gp7ekmCwAjMz20nRIt24aWErJRiKP94KjE7383w9sfWZhFlhSDY3kMyi0KHWItqUqKH4cEJxqBrcTI5ej6FIfkOS1E+yBGlbYZlWjmuIvgk0Wk3Bbc0QhJEC23coCrTmM/KF8H3YyEdvmOCUa9g0gx0pPwhAOvZzk6rYYw2bP/CJEKokBY6lkWNy1TsAb51e4CvvnSy7hyaVMA4CwFsn98BGs6Esyqz5LKrSZY4jgdjXC8u4sWa8Sz4VwaIizrEeMRtlU9uEmwfX/2J/8eC+M9LF3YFPcEtSGyZ/G3FEuRgR4JSUgL1+woaBYX6JXncKS52L/5Hv74R++j1WyI7rq6QvbKEv3L19A9sykcATTj1EyohefpPf2iV/Wk5Dm1kCLKgY1wXQ9hQuyvpYKBhoam38ThdILvvf8xlnttvLyxhCuDVWS5iR+8exPa+jpWXnoeZstHbPowt4/xy60NXHntecTM8ddNpIWOw6OhlCURALz4yQXFLjSMtmFj9/E2Du49hLN5FRE176rkBe+T31HzYS7C/oxG1u2RpU9LieKGm7Sp4SCLsDsNJfDDKUhfoReaQpxS2gb0gScWTBFPZS47UiMohbG+JOm3s70hPGsJvuVimAxRxCmmZYFjHXjuwgWsrK4iZBWFNMRkPJWyzY9HM0yxj2bDl3t56YWruLC+IuVciEigC0sI0zUVSLKCEIezMa7eeBErrSaGaY7mhedYBQ+IqEEySiE5RSdjp7pBiTSlZlWao7j/VIxCpE8NGBZLRWGeORcomE4e4gWT3qsEKZ+Uq0euXUGiRJhRjAq2VGm2J9eoXpyMxRM/8PRZz37/9FirOctVJltjdW9KE5ayxjzh5K/SCtSX1A/QTLZklfI8xpdICpzj+vkzOLvSw/7hoTA16bYmOLsxy5zvP8DW7h4yEiqHI0R0bOuupLOlBP5S60ADWe8sFjomBo0cCX4GmylhhY6mCXS7Pg7H9GFaaDn01ZRouECzkaPd1NH2cjS9Ar5fqvdNoNfM0W6bWGwbxBij4eVo+22YxkgEHztBAiAsPVFS+1SJqeKbFOIQYjQVLyLjJIy+0wBWDw2eYShnvajv9MVqyNIUA5pbXDTk9AQwDWfIilxqLLGezaLr47X1dXz11Vfx8quvwmuSPo5A/xS2v43tR5lohJ7Xkc+8VobhwRGi4RCdpRWBhclUeWJCqHRIAUHn7K9F2WjuffQRLl1YgeUwd19xWXIMiV+FQ6ZyF167I6WbiVudRQE67TV0F1fwyxsX8bmXruN73/8OPn5wH6ZN7KQu2SqdzXM4nkxgzArodEvYpmhxauHIxJHJVc8dTsRnvZ6ftvycSAXyVLJuVhAnlf9Th9P2JOeZkKP9YIJ/9/a7sM3X8UarjddvPIeV/gI+/eA+8p89hOk3RCCc7y5C21jG1C3gWRYSTcNoGiAcz7De7eHOIX3hHG21DjjWUgAxK/GX3/kL/NIXvyrBP/bXvOCs77lemPX7+pnXq9t6sqNxrAhSL0s06T9mMT/ygBqlwIoIP6K2TSni0MSWhBPgCAkezSZ4vxgjs2fYXFzCeBLg48e70KyG4P7chgVffMUa3JaH5c1N0eSb0HE4nUk2HJnnmTTsaTHObKzg3NoGbB1ImM5kqSqz3LzoCmNRSc8o0fIaWD2/ATPT4PdWsHDpeRTceIsSidDv0YqR3qubXuE0Kf0U0JwbhwRWqY3SnVeZ5tJ3lI/Kh/OUEOYsUgRGiqqSgphr83SjPRGiki9PrVCiHU/fzel9/S1e1eN7MpZz1xDBTdcCm0qFihYGfX2SiVTtBhxsXkSUaQpWpiSy1knFn8n6OvTtlJaOm3fuItHPwXJdZFECBk1IvIuUjEUGCB/KhsewSgelo0HPA5SJgUzLxIdJ3yvL8E6nKQKbpCRKwjOn1nEKvHUjxuVN1upJQb4Izynguzpckw5uqWoglHbML6cWSLcCB7cA83l5yIZeuvA9xX7NOu7i/zQ4NNRYTcQpmZkIn+Fc53c5wKS7oyBXZj+jihwsWib0adFRT3VeykvkBVq+h67rShVPx9AxjWOMZ1MpF0L/5aV2C199/hpee+VlvHjjBpr9gYDfcxbjS2K40zFch5VKc3hNHw3Xh6mZmNozFLNAANA5q2zSDCcfOWErvFFRmQ3JLFpYXMPSYAMffPihXNtquPANFyEh0oYpgp1UeyxkR98vpyY5VB/vHeBwOMPmWRea30C2t4ujrS0sdzpoXnkOh9MQiVGKhjdNMxzf/AhNt4XO0gCtbk/Mbmq1eZEhZeEzelur2lYkluB8khIj8xNxfv0Jvo4cBqZooChHFc4Vklyg+Rx/G83Sx6PhBP/qP7wjgaC3rl3C4mpPrjrdGUl2ludZeFQeouOv4UKjgTiPMZ5MMBwdyWax1u9jef8Q+6NQ5q/kSmiGUBmyRMZP330XN999F9dffU1YtmQB817VKj4RkFxc8yYeb4KnzKtT9dcYb6DbyC8NwWzymsweIwdvrDF6QIB9hiAPsZPPhCSGApSWVd/ycXb5KpLlT/CykWH10MV4yJRlDx3Pl5TWXMvQay7A9xroNFzYm6u42mwjYMAziRHGKRYWF7G0tIgiDjEaHwmTGjPqDJbToSJeIWxImdjvdiVry1lbR+Pyi0glgElaRRUBl3bOjSVfiuVTbUu0TkWy1BF2sVr5bW6mPFsFUk8uIZ/TPcI+pMbOk1TsQSSVOA1qYUrhpTDaFNA6y5mIuqJIenhNyi7+1QLw6fdPGXAntyHflftTh/i9+cfJeJMeUz5TssQUmA6FnjREsWpz5yWPIzuX5xZFIrhBjyYq6+XU0KIyxb1HW0J/lxbKMU/WciNPsbDQQxzGGB7sY5yZ0K1YhFUaUEhm4gynkDONAlFuIGiVyGIdjZYudXaYzL7ksWwDBTyZWBRomw1hB5PHMKGmK5x9VWMlcsooO32t3Pnov7TQ9G0YTDErSGhM+U7/hikCM88VGTB9YSQ05vUFoEwogAw6TX4S33KRk+RCCWqbBd9I0afnGLRVGih9owTYEgpDX5CnaVhd6OCbn38Tb9x4CSsXLqK1tAKTWUhpirjIJHjETKQ4zECmdNab8hokSrHQavQxzXJEJHgoE5hkojFsAUs3Wj00mm14XgutTlcyNAiiPhoPEQ6PYUqeLuEtsWh4vm1Lvj2DDWEUwY7Ubh/MIoxHEb773b/EcPZn0FwLbsfDcBQgPBjh7OoAi+c34K8OECUpegs9eO0umq0eXLct2VeEWRFPSKb9YDSUzBe6NoRVqZrU85PxZG1xMZEkmMzoCe8zkvRK8rKSBJt8sa7bhMu68+wD38fO0RT/7gc/lkSHz129iMXlHrqLPcxC1roqsLY8wJkL55GRe/XRDhi1JxVhs92C7hW4POgjivdFcJGkhpVTmWSAivDlT/74j3DhyhVBSkiFUwHyq6VcL8ynF9d82/haFqnMQRWF5uzkgg6LBEFeCOvXVMY/lTVGX6m4h3QbrzTaWDA8dDULFq2bFvAfnBbSKMK1c2dhlTYKW0e30UE8G+NodCRENwzjmk0fTauE3+xisLIqyQjEeZMLgLpaNjsWrcNtNKVAXxKyvE0u5Wvkvg0bhwHL3CzCOXtJrRFmMHElsSkC95mTMnXDlYdMCS8RePU5fFZ9oHYY+ZXqW3PniPDkRKEixEf9Wf2uYoZT+oz8AucQ1zcdg896/HVj9KzvzB+bF8B8XV9PoJT8bcHLs3Cj+PDok2QeqyqhpbNyoJTGqHYN1vYuCol4zmYhctZvz1kfhwQGGZK0EFwZtdk4z4Vx5uWXTFzt9HH52nXcHI5wf/sOpnGKh9NtGMQ6mmSOJ3N4LnVN7AYj3IrEt755woiCVO063KF4XO1iEsmq3hOCpLpcfSZiT7JMTIM+v0DIGNq+hzxLVGYK8ai6DZeWDPFPHAphKeJuTBZ11othTrYCI3OgVMBBYWK5IITHtEwlTzmPQ8TSyYbwZoZRAl83sNHr4Jtf+iJee/V19NbX4bdacqM0m7IoRjKbYTo8wPBwXyb5xUsvYTI7FuFrN2whkBgTv2dSSHbQ7y2h1e0LIbPJlDuJWOsCHKcW3TCAKJygY+nwOJZFIuUpxqMxdOZT2zZmUSJt9QsuUJogJS6uruHCgo390Rhbo6GY0a2E0VsNVtuDv9SDbnpoNJpCpMK+cT1fuCcd25Hqn9SYut0mbMPC4f62lCsRnaLi96wnoYxtvblznVBDI2lzuy1+aAYqae1I0C1J0Gg2BYsaxTM4nBCOh61ZjH/9w3eQlSlevXhRasJffWEdjkcEhIXJaIKD3T3sHRzg6PhYrs968kwdPruwiNbKWewGMzz+5J6UzGj6LMcdi8Xwzk9+jNfeeQdf/spXlGvBdhT5TTW56oVUz9F60T1xvHKJKdiaaixTMCMUeJQM5R4bho1l04drWPBYt4pEHDXGsigRlQkCwgMZuOAG5dhoNxtY9BeUNQcTU2qu6Qymq6O0DLT6S0gmDobHQxwcfCoZSstrayB/AseFWYJMKLAcR+qAcd/I4okIccoBujnPvPYFbLz6JcyIsZUaZSL+62Z+xjM1RCUsxQyXs6joVIJQfJf1V5UDRUJBEml/UlgqDZTnquvxud5weaNU6JRyqL6nXARK86x/4ennp8eKn9fjNX+utLQWItU5T8zbk5OVBcJrmFS/OYvJgl6ynoZmKtA68YX0SghXpY6UOeVHIQ4PyfIdCRDccKTvlblMJpiqr/lE315nuY+Xvvg6+tDxb/9kAv3xDlaWW2hlKQrdxyxhhHiKScY0xxhZKgb0vCUkvSWAZ8m9r/qVKvrp8NTDpHZA/riwRxHnzvK2M1zcDDBYyjEJOXgO8lKXqpJEZbGNjPxyLGmxszqo9AjTOasthRovtU0OOtmYaLqbZY6WbcBhuZKYApfCXeX2E7u61G7i8y88hxvPX0W32xEzjqUXKDgZTQ8nE0wPdxGOh/jozn10eksgG7zhu2BqKIHtx7MJzr/6eVx4/cuKuUrgCyQ3ESYSSQyg/5A7CIUjNxJqg0v0b3KDS1NVIZTkyaORFAbUmV5LpVo2JLoiWDpkKsXiGGt7obsEK9FQdgzsGQGCJQedxYEQt5CEhIaJ7/pwHE8xAlETt8wKUkYeVRu26yONiH9VQYKToOzJBDx9oSwKYH19A6zyGbC2kqHL/QiJS1lK2ZDxdIzCUmgRS3ewP43wzicPxYqYTac4N5qiy4J7WY7peIKDgx3sHx1I4IxkHMTtkhpv/eJlvHH9dXxw52N4pY69nX0CKCQaT8sjCGP87//qf0Oj4eO1116TpAkxwsXS4Rirv9MWqFf1Iq2f5Wg1T/mazpeubqPTXBaXhpYVokXTxCfiYCZ150Wtkii2hGJo9ZSGYEG1zoL40+laSoMUDx7u4s7Dh1jfWMJ5GGg4PgrDQjghR52JyXCI2x/fxtlLF/HcpUuC89QcVaUzTUOE0RRBFArhsliUDLg2m1i+fl0SYQyWMJeaOE/A4qVZalxloSlBVEk4ZQ3WK5Mee75mS9h+WVViSRJjrlZeLXjllMp85+v6Gur7io+Y31f+VE50utcoPOtHLRDr8anf15//tc+VgjZ/3vxY1tfjhjZ/3OSkkXx2gfQQPMyhpsJPtU5NFom7aTma7YbUoyaVHAvJpXmonKl6gbTJO1CaK4vRkXjgcDTCTz96H+vXXgXBztHxCOHxMbzSwNLCCsw4wWScIGOHSjkRaryZaJlqp6kEpTRODYH4bNiv9YMnPr1rcABolUljE6z093H1ShP3twykmSMCJKH9T/FJP11B2juV7USha1VBJF6XG4iKOCsMKtndmSnE2u0Nz5eocZhpaJmGkHsQ7rTU8PHi+bN4/tIFOEztZBAuChDPJsK1yLS7aDZBPB5Juefdw2M83j9Ckc/QbnhyP0fjEEuXX8bzb34dWpM40Zmq3V2wfK0uG57CSpIYRZVWITZ3c+MMur2esEhJbSDWIHcd4dqcjiZgbXGf2iOL5ekaOt024iRHmBfYmu0iynZhOAx22MhND4sL67IwmbZJ09+yPakmSn91nCZwTfYnfVescpqLb9bzm0gipq9ykDhutNHUghNfEs+vHjIxNWB5eYDVlTVMxoFUWDWklKxCgTQbTbRYdiM9QkHXTJqh7xLx4GH/eIwyjbA3mqL/qAv6oNM4QpAEAmJ37IbkybMmfFFYuPGVr6E1OIcoyuAWJe407+Lhw/vQQk4jtQF+8MEt/M7v/A/4B9/6Dfz2b/02mk3q8yogwnaIABGBoBohm7C4e04nZr3g5he0wORkbhIbCgTiZlKuCptaGrkFKugTcdDiP4aO3sIA2/dvIYzpYUwwnAzx45u3oDU8vLq8CT1idUJyhJIa28byYBWO6WPrYISP7z0Sd8y5jU00fBdFQR96KhsDWdCY+uy5DUmwcLyGYIMZziW2kCWNuQbmBVU9bvPPqq1K+FOIilCYP0Fes28qG/znPqsPcI7wvLm/Kmgjx6rqFNJ5giulssOR+f/3MT92vPL8e76uN32OrSnYT8ogBiSIlKlvn/0hc752mrJwMImNgVaLEU8Pk2BXKnhSY4BZICZjdEbfoIZEL8SMHvgAPZCry0s4ePgIcWHj9tYBep0MS2vrsqtazN9NCGBnFjx/7+QuBDdKX5pot9zPKNQl+qa6TSazkIDUu9mcQJVxMLDcneJzL+l4/0MNHz6QKuCiaTPgZXFQyHfCbCTWmKmyqiyD2UX8PT5XpntJdBFV1Vx8ZLO0RBAEAgMiZo8mW9dt4OLKAJc31tHstAVsnnC3nySIogSp1JWPhVt1PA2wtX8Av+tgFqb4y0/uoWGTbMLD81/6JXz5H/3nMJsNRFmsyEpEuCsgPaPEDiPhVTkQZh/Qj3ju4hUMzpCr80jcE5oDtJsUaLHAW2aTsXCjdtsduO0m/IYP18nRbnSw2Gniwc4O9iZTTKYJNl+4gvbiCqIkgO205LdIvEIyadYM5zgxqEjVXVj12T+mLanAY8MUohWmv3KGU2OohQnP52teQMSrpaHVbmJzcxP3PvlUAPWhycyiAG7qwLU9tFwPQ44HfdVBgjOXNrG02EU+GSKLSxwWQ0yCGVqOhYZrCXyMhCSsJks8aTgLsH79i7h4/XXsHR7j/HPPYWVtFb2lJSwt93Hw+JGgLyy/gYB+dt3GxSsvYn3jgtSAEgSElPydYTQ8lui6aFxqyag2PhW84Lzho16ANOMLyZSDpKHaxOgKpEnNWW5onEOsMUati4xN1Nac3gJGkwDJcCab66O9XYySGFfWV6ClhZQvSdNIstjyJMPu/gy37t7H2bMXsRhM8e7Nn2J7eISlTlswzByPwmSsvESr4WLG4FKSYtlpwGOWWUjFiGuBC1EWo7RDxmyuPTwoYyrtps7C+ABZKzLBisvCmjtf1jX9M0qwqCd+t/oJ+T0x6/kl5aOXXZibC3cWAWORRYtbVqq4GURgq/uQm5z7vfo9n+sxqDXianefOy4nyVee1c75a9TX4rPAmNTOoCbzaXdVP19N9OrKVdAmh+3Ske1iMo0Q0/QuCnBCZAnTIOkjMEGTNXp0B53BZXR7K0KSzGBNRG3ncAtX19ewsriKxV4P06NdaJhVP6qe2BB2ev0ntyJ7jtqj1D1xPOb2oJMGKEHMaxBCebYf4zf/Xgf/0788xs4eGZloJtIUIJu8LR3J7CbRRiXSTQexIbnG7CjZYPiDuoaUSQKlgeksAgVtg35AAE3bxmKnK5tFb6ELx/MEbRDHAaJgKvyZJPOgD3EYRsInyj200e6g1TGh7R9gFsR489d+Db/+X/03wsQvJMP0U8skVYKcwpOCk3+i0VWWAuFUnW4LL3z5a7j/x/9aNMzSdOED6HQZICsxnUwxnc0wESHZwdLiIhxTh1sU6DUb0FYH4paYmC7OvXQdcQnMdqbCzmSaNqhdUqPV6dLQdTgVs7/qZ9a4Iu2FBtdrYjY+lowyrplf9OD4kVn+0uXL+NnPbgqo3rVcjIMZImJpmf5IKj7bFiHZbjXRarWxOFiD3m0jGR+hRcyox4ChB4c4UmrMnJPhBMEUGLzyVZx/65fETcNS2y2ySq0OsH5mDc8/dxXZLFBcBLaN5TMXsLqxIbXppdZmKSEa0E8YZhkcw0Rp6kJFSO1bNgHOwblpyPbKvJm3jjhO4uNVmhj7T+qJSWFFHXtpiMN4iiuNRbmml2tg3p43WMastLG/9QBRnkjZGPqGWVnzw3t3Mej0hPOA5WE+ffwYO/t7MFwXb26uodlv4Xw8wd379/Hhwx30202Q1cl2iHpwESY54iyScb753nvIVr6Hr731JcSzSKwK0a5lfVWat0jBp0bziXbzzemBWtgoQczFyV1B1CSFeHniUqffqw9Ta1dCT31Ga6YkBZcQySmYU30un09/b/7o/OvqHuYPPfW6vkb9XAtUnlYf42sefwJIf3KCmMzqhvk/TQmltvLGeSSHRZwdsZtaijICrIJmJANLiuGGZj9N1/joGFYWSgE4q5MIpIglWR/uTnD8g78Q9mzTceFKDj2zfZ5sjRqvWiqeflgfUYJFCVo1SOzgegzVffOaHTfH197w8Effj/B4JxONTvgEychDx56QG4tTVMx6ViNlfXHXJV5OU0XoTFPaRM2D2DkWkfNYS5tQMAqphode00Or4YmQoX+RKaOMoIbTqZQr5gLaPjzEp/cOhB7PsU0kE5UIgCRCb2EDX/sHvwW35ePgYCQaiUNNhvOOm0eVIUHh+cRDtJUScVzg5a9/E7t/9SNhePe6RAbaYrq7DV/umwzkk+kMW3v72DseiY+RwTTTHEJ3XdjtAc5dugSb0X2SMDODikEohygBX/ytUgNJKpYST6tIp6lxmZaNOAzFQjGsqZiMLAIzt6aevG0KFYKlDQNLywP0F7rir2VWFxmrWG4jNU1xx7CKQMd1cfbsWXTaLfHHLq5uwt9YQ3Swi9HxoUDImp4rmxRdL+TEvPDqG3j5730LptfA5PBAotZ0rZBRPCU6YTqDTTpBCl7DFC4D0XGSDBGDNKYJz2uKhRSHARq+L3Mk0mMhQOGm+rT8rBcd+6Z+TU2La4QQnMQCDtIJWrmFgdXAnegYu3mAnuFikqVYdlv4Ybgtdexf6axh86XX8YM7H0PXSK5NAmkLhLZxI36w9aHyH0cRRtOpjNGNa9fQ7HVwdHCMIM0xZenskuxkKRbcjmA3KYCZrsukENuxsDc8xvf+6b8QS+lXf+UbiIREhGtOrbZaeNTtqd+LCllt8BIVr6LpJ58/JXhOtMDT5azmhAjq6vdk1+XrU3cPT1LuBLK5cd7JpJfvzv/WExPsb/lm/np8Xbf56ctJTaTaNcHb5SBLO07OFGl6cgEKI53+sSxFEqlgUkKNM1WOXVJskU2pLFMBMWclWd0ZqEgwCyfwdFc0PktTKjizdA6HY2hRicm0dtArt0F90/xNvqYwlde8N76u5SRf8Y38J/qAeiXjrgY/1Up0nRyXzxr4zjuJFMcrMmYT6ZIYQLg+tSohUWGHScCGFHAZXGqSRSFAZZoZQmBCoVl9tzS1ii3eRavJgIVb+dPoZyVdXqZS4QoGz2x8srWHuMwlRbK96IqvKU1yuN0Bvvbb/xk6Z1dEq/caHmKyvvO3LKWFcjBFUD2lfZIUhl3AktGdpSVc/srfwcM/+T/hNENZOJkECCHXceEJO9EkDMAUv4f7h5glOV668RJazQ781Q143T6L+KDpt9FbWITl+ULmIXynli3jQe2TpV5SZhJVLFZkB4pjuhcocKaYTkZVOQY55ckdvI4uSbJCLuVZ1tZW8f57N2E32mi4tHDGCGcaPJKJOB4aSx5WlpYll9sxDdiGI697i310R1Nsf/oJdg624ZhEWNg4c/1NvPmtfwxuHtPjKQyTxMMNOJYjWNjx/0Pcm8ZIll7ZYSfeHvFiXzJyXyuzqrKW7qqu7uomORxzFnIozgw1Glka+d/IkA3L8vLD+mEDBgjrjwHbsP8ItgHLwgjSYBaamkUeLtNsdrPZbPZa1bVnVWZWbpGZkRn7+l7EexHGuS+iOru5zQxsOApZGRnre9/7vvvde+6557ZORGuBrBCej/BtCXEPB8IAMNWEnEO30xIKHyUKedi8DhYz9MOhbLSckDS6P+k2XoDU+eR8pyo9mbgWVDz1GtjyGiKCcyOSl3zAntvAVqeJotvCL0XnpAfW2osvYvP2D1Db2RK1pa7roLRXl5BcU1S0qiUpJWYUEY/G0K3U8f7B+zitVnH78WN0+j28sLaIWMQUuKVHOMLviQfKfoVEYkit8/wIfu/3/0AU6V+6ehVOuy3zjaR8MhUYxYxvwZoM8hR8NLgX0IrGrwrOPWDSiB0eGUmxI2eSQPxMrsGPd9qx5zn2+safSDCF4jhc88Q/g2rC8TH9/N8/+Rr9rPeN7RBfMz5n3ue5abToQaVA4CUwlcJjY3+kwGIRv6LxouGg7D/XA7UzO0JV4boU0novJApI7O1O8R+FPMphCB0+7rehDifQqLKWnMkXBa2Gh6GnSs07lZNCAw8O7Q3de3E7xyfKgeNjNK5BWM4jDk4qeE6sqVwY7hSBcZVn5A8+OyTECs1T8cK6ia/HSTJuweSEho6B4gn5X1d1wX0YItPDtDQDpgJpsdFXQ2iwZw8z8GTxD4Bmpwvb0IT4btCYCFWE4gYQsWbNYSkhtUSDRN2QhkdRHOQpGgAAIABJREFUkM/YKNU6aDltZPQ0spN5sLGeaSSxcOkChIzA8FMzMNA9MVD0dAn4P/OuqZLF+kwKroxryFklxXYhroWLn/kCSo/uwTl4CI+f4ymIKmH4mg92UqXXzbJJGl6mDMnvZG+noa4hnI5K+Z60vQ2byM/ModcbgPxB1TSDlhIhCspSzYqwwlASS9Ku2u3CMFXRR9XDSSit1gjoDxYWDRONrtxGl4/nxEseiUQwt7QEzdThddqw40lhGjBjTC6wpVlC8ub456dmpWomCNkVuL02MjOzmF9ZgdNs4mB3F4OQgld+/e/AMmzJTpMtYEUsCdWJ3dZPjxByHYFdQmxnLB40+cBsxWIK3k6vjfxcra/A63bFCyWUIXCPxzlCyIJaw5RIDNbMeJGdXXjBnGbFD5OWzA8MkNbDOB242HZquKCn0BMd3CHmDRt/2tpHwmTvLerIeAjH03j5K38Xr/7L/1VUzEKWik7Tx/0nW7hweRXT0wvoUITEZy5BQ8vtYnY5h8HBEJe8dWTTYahwJJPN/l0OMdbhEE0/hJDvIOx0ZS2srK3j0b0H+Of/++/h9ovXQQpcPJXCc5cvYHVxHomIKZl7Ci9T1FoZUNc2gMJk4tNhHJgjjLIHP8TqQ0qMBFgnL3mwSOm1j+bByBiJgR0vexlVrnzOzsB5ojdKD3fITp4yMHIEwYIPZtQn/ueYj6/B+LfYivH38VCCAzrzGc8OYHScn/hIsU3j68vPV1fn0l8Tgo7I1gUUnpCiP/PEuGjpQRIz8Qes0KEF5YF76HY89DpstAaoBH15MXjQYEllBLYZR1ZxML04Ayc6g+2dh/C6rGpQUKuzz7ouQDBDYtaA31w1sLDQh8dtWoxkkDAZj/nIHgZnxD/4RaMHx889+y3vD3YMvoEbhW3aiCVDuL/Zw5NdDbpofMqHyDnyvUx6CE4lCREVMfYbkl09Ioag43jw2VmTWXuG+IYmGCKpMlHLRMS0hEpEvEx4gDwVNpVjcmrkNZIUTtRUIfXLGYoeZ8gbolfpwIolMXdxTShdrLnn+9iIjheN1yGg9gS4b4+VP8TRNF0WJRM1ZPJSZcmOhTGMxvDk/XcxbLXQ4zEIITokFCHyeYnl8hyIna5fvY70VB5GNAbNtIUon8tPCj5LwnmI3E/2Y2JSxgg8T8Okpx3AGWxaRsYCyfQUBSEZnq2rvb4jFTHPJjCHW3Dtj+XiuBhoVIgPE+/0uh1sb26KNxaN2uh7XeEZ0+hF7RiS6QzOnb+IhaXzSKRSiKeSsKOxYE0pGlL5GZx/7jqeu/k5mJG4JPpoHOnF6ib5kJq0++23a3LteNxMYLKkUzNMmPaoXbNslprQqph8azcasoFyPoneQb8vOpwsWhB9CLbDfjYfeaKfvImHynOlwdEUoQNa0HAplpcXqkNIR6ESelgOZzBF3NNvCc5OhyY9NS1ygk8fPYHidZHOJJGKpYXxkJ3NYm5tAdmlKcxfWkZXU1CtnGIhnMPa9DmEFEc8ba6XtuOg4w1EgZ4hveYHm1w5lML06iUcF07xZHcPjzcf44137+DeVgGbe0f40a37cIc60ok0Gp2OtK1xGElpxJ81mGoKeu8R4sq3A+cpZEGhRgUbHD4zVIEJC8YpWHviII1MWDB8tMIfj5/gsMFiF2ePH8b17IYuwTevglDcp2/BhvXx+v/08zJZ5MHxMfCPwO7Iw5yjP/am0QOjQ+M5qKtzma/RA+UXcmFLAKxwQTK0JbsomNy6xZ1TFY6YTPg+pdN09BwaEurP8VMUIexyd46oOmKpJHJKHzNzU+jYE+j2q0DPQrVRRafWRoQdAf0+otEopqfPYX1ax9xMWbCtswPIw+bAjuamnAUP/tnfgbM7MqgBBCEX7MyJEqc0rCSiBqBbwLsPO6g1fejaEBYsaRNCARWpEuLQSWY5BCqeT8Sj0tExGQ2j2WXY04NhsM68D5P4XAiIUBXI0CUBI9VaoioU1MZTaFqwG2l/QpETX3DETDwJO2QioUYR08KwnAGckIL5F65JdpvXghQloYyR06kz5RCIW/A3DSjbLY+TSbyGcv1o8AYa4jOTKB6e4OjBXWiGKtxXevLsAEoKEo1Gq9XBwvIaFi5eQnx6EtFUDpViHe1GB0fFYzGQrGqhTBU9R3q7NKBkLKgjw81rQe8zIKOzPp69iMioUMSoMhHEZCmHlY/xDg2/zDkKAGvs/z1As1ZFs1QC+n0cFosolUtSIkq6GK8nvz+TzmL94jqSqTSmZxeQn6RRiUqBgWWGoeoWQpoJ1bKhmmGYVlgqlDjmHD/hyw78wPvsuyKbR/1abnj0phVdl0w0m9A5XUeuJ7nB5JZKUbPO605pwUB1nZ9Lb55Ed954ThyP8W958Mx/PO/x0jSYgFRNqfpLMKhnZwFlCDOkIh7SkFB1xAkfaUCYnS5DAyxcvIrs9Dx2njyG6naQtInR66juFVE6qUg5de2kCqMywJyShgEdR5UifLMPS9dEgb/uuHCYn2AjOcJqoT6qvglr4TlkspN4uneAZs/F9NQ0Buz6oBAmSYkBPSjXBPP/aHMH7ZqPf/2N7+DDB7vYPiih7Tqgzni50YMR1pE1TjHssfg4LJ7vs2Hg2pU/AkMYjEdgvLghn13IdDRJhwkqjvibTwfWzVWuwDcvIzQMIKRnn3/mDq8Fb7weP/02MhTygjP3z9w9+xmStB75b+q5mcCA8gX0RmQBSmfEABsU7G/kgVImw6NVpcEaMNPOenEaT1a9kJtIjhkTJ0PEzQjsbAJJ38H8XB5+ZhHFkwOkYvM4PN1Gq9aArg0QGuiwI2n0fA3LuR5Wl2pnDOjHZ/CTDCgHngPEIefQyj8enoTzZ4ZLdizyN9MSSszNJpBMqNjZd3Ha8BDWdNixSIBz+jwdX7igtNCU5svYNmYySeTp6bDuv8+yw74saCYepG0sEw0UhwgpMDRyNZn4YFUNBTMDA0oxZymxJPlc0yRLH4lHha5SbzfRGfSgz2QRicWRzuVl4tAD5bj26CloAaWK5xxcF19wO+GBjuW3RhgVPa12vYZMLo+Hdz5Ct0qcDdLEr08veuCh3mxhYmUdv/C3/wGmV9YQTSRxclyS0fSGPo4OC2hUqiDul8lmJYNNA0TVeOoPSPhOapURsBjESElJ7Me4FGENJuI67YZMfoViGlJ0wGsbwA+GZoL0G86jmPSZ8lA8LqBWr6LdptB2CPF4DAk7hsmJPF668RKWFhcRNnXomoJoPCE/8WQK0WQK8WQasXgSETsuHVTJfSWOzd+kidRPCui1eDzEqqiTyiy/BeJ8qm5IqSotvjWq2GFCkZ1Ywya7N/DfQLqsaqEA/2U4zmPoiHj22Tn78f0zs3E0UwMzwalKfU0W3LE/GHV3mR40VRXQDBweV7CzdwArZKLp9HD3wQMo8Sjmz13Cnfc/lAZwqmHC9iOIdEOYcA3M9MKYNqJoOB1sVPbhR3xEzJDADW2qfzXaUgrNPlTmkBvpAMWBjW50QnIZLceDncrgpeeuSdEGN0w2t2N2//yF8+g023AoWnJUx1CLYuvwALcfbGD3eA87RQ2vfzCPjdIaur6J+WwTplGXNl6kJjE+/WlGLeBbc8wCj4gJeL42WOF8PFC3kmswAHoKPdArP2ZAf7axPHsleH/0fc8ePnPNztx99kral2cbgHAB+NTYOo+MUDC1ghOVDwks/viNTFr3PBd9n738+pKRHHI3G1l5UVMZBt03XfZe7zuwFB3troe9J9uwLRN21MCA7XJVGtAEWu5ABDhG0yrAQp+d1E+/w8EKuh4+e+ez8+HhyH5P2EFq+l14At4P8eVX5vBoL4/D72xB0YZIJxNiCGqVhmBnNBSsOOI85oVkVph423rURiYRxcbeMfaOTwWTYwDXc3tiUGlEmNUMj3b8oFRUEVk9wgM0bJKs6FOTMuh9PowEeslGOoPoXBqHT7dgxmKYWliRyS2L+pm7/fFuSjmywJP7WLuQ4Sl5uZsb97Bz6yPMX1jFS1/5LfzwD38frXpZRDTIo/XaPaRnz+Hv/2f/FYww2yA/RWFnT5SmjHAETrMqHMF0Io69JxtCIUpMzso5EirgwNJDE4+OdQvk8HIzG3Fm+ZteKBefxxBcqsO4zXGuEWNWRSyEPaRYlWNGYxL6V6tVxNM5vPzyyzipnIDJL6fnoF4fYnJlQgwsP4V14hSmZsVTu+eAJHA9EkE8Qb5qkCjhxkLVQ5NsAVVBu1FDcX8HRihoMshWJUyO9ViK67JrqirHy42Tc0eOlBefP4oiAiPjCi/yuHsSOoYQtW0c7+8KdYgUKW5u4xUVzNzRSuQ0lAV4dpMfSsUPIxQCWoRtSKs7abTw9b/4ExwUKjgpVRBWVHTcForFPSQSUdEI2H3wCL92fRVzxOfNHqjPUDOAqtJGs15EvdtGJGYiZZhIRmzRcWCWnhEURbvZ9VY3Q6g7PuIr51Dzh7j/ZBNmJIZINIpsKoeB8hR2PAK31cbi4hLWV9ZQ2Cvg+MkjPPzgHeTnp7F2+Qbqig7d11Gtd9DTQ3jrTgWvvj+DfzufxO/+6lNcX9iC0q/AcfVAiF08cY4TR4r46Cc9z2Dc+BzHLvgJciDByBIbDUo7x7H2J0f8p1uMn/fMz/icM4ZzbKTV1fns14LmVyyuCVRNqFzel95GnDuBLqimmwEHkmC7OKEU+WC4FnTeZEUTkwl0wbnAmFzJpFNQ+z0s5WOwpq9iq1rEt777NhLw0QVrwRX+j/JpCb2Oi+VpH9fXKQrBMR1n7gKeHU+bC/Tsbezu85QDzyB4Vv6mm8+FIG8MbKpupaTf+EANodB9BXvtOVRLJaTiNpLZJDITGfEAyJHkOWTsKKbTKelMmUnGELEtCdPTkQiy5EyqnNTscqnCcVwkY3Hkc2kxIsRRJZRn9pw3hqq6Lp4QubDswChh8Qgr5fTRIlGE2Q5EVeA4LWRybD1MIYhgA+DZ88IFRjOAVkz2NBopZYvx1DVsPXqAJ++/Lx4ne7enJiYwsTiPw+0d9JoNYOhCsVP48n/0X6AzDOHhO2+helqU8aUnRdpaz3GDGmrLFG9VWjhnJqTjo3gEIuPXAxV8OEdYBWOZDONZax9IwdEgsU/P0eEBDE38PbEg9ODYRTIXz0j9d0g4rQEUwSvJjqe2qaJWLkldd88Huo6LdCqNiWwO8TQFTWLy3mjYRoiMkFZdKEpOv49oJit6nsxRcF6yQqrXbqB+vC/tktm7iiE6PWGG57xWTO6EVE0MOWlbPEZCEslECsWDA/RdFhOE4bXaAXYsiS8PA80C3A7uvPEXmFq9OKpaCyYdZ26w+FnNFsRIwWQY4VFckKPH6dEzmSY9jjQDr771Ph48OcLRSQv0MB23iUatJLDJUbGMW++8iWg+i3q7h/DAxXQ6irrTRMNto+Y2pVVNPh3DYj6NqVxWSPb7pRo2D/ZRa9Yx9HuIsQyZXG07idjqS+g0PRSKJRhRE5oVxtLcDHR1ALftYqdUwqXnL+O5xXOodT2cFvbQYrNEerodckk90b89PjrE7tamyOmZtoZWL4H3NhLYLM4IVr2UqWHodeAJvEPnhxLlbBNCg8i1EhhLGUFZ78Gal3UsDzKDQq/Gh6NehG9e+zEPNBjjT/4/NnjjRz9pSwLWj3x88HViMAJ38uMjevbUyBbxM9TVuezX5EPZspN0FGI4KneJkJCRiU3Rq6KRYNmjhPACS1A5/OO6UKnR7ZO+FOwpUcNELJ1AWNWwvrYCJbeI49YJ7j7Yh+EbCNshdJodCXGjlo2ZqUVcXIpibfY08GTlaPkff2iYx6f+McbE7/rEQIysZbBUAxxq/H42pzPNKKyhg0ZoCf7kf4po7hw2tjdxfm0Bs7OL4qXMzeTRZS16qwXd9zGVimFhcgLpWARhEsgDNVwJ02lUiUq22hQTGYLUEIaZ+XQKJtWQhL4ZHCO9c04RhrvE4nQKO5imaHPSM6XA9JCE/FhMMsDkCyqaiWyOdegcAc4ZqYcZD4T0JWKDN46NJDIGHnY3HuLJ3Y/kDfFUFtFkAt1OUxJKuckp1HY3oQ5UXP/qbyMUjmDvo3tQIipMOwLTYrdOK4iUEAJl0FQa/YgtP9FkWrwjyYvS0xzhijRS9ESJyXJzZTadc4M/zWYDyURCGuuRE8tkFPu0evUyVKcNNUy8MgEmLmlMODY0IiwbZZeC4lEJOoUzul3YiRguXbmC2aUlxBIxSa5QklASdIoCJrUSmQxUK6CdUZCEfYKGvR7KhwXh7Jp6MP407pKQIxlaxl8BDbkZTwjDgt51t9uRXvWb9++hXSshOzUJl1CDZLApDQjRe7j3+r9DtbiHpedfkdhNFqt4K2MD+uySyZ1PzNkzi5GP23YMf/DHX8eHH32EVz7zMjrNKkK+i3t3b0llVnYqL9ezUatieX5FNqz3793BuYUJzCQSiAwHSMUjmJ+bxFQuI94qs+27R0XcebyFUj3gFrNai5nxasfB5M1fh+OGUDgpw+m6UoLd7Di4emEN08kkdnd2MQwbyOWzMAcebNvAe3ceIsJ+8WwH3aqh26rjxRevYWlxDnE7IrxqMInYrKLZcHFU1PH2nSiOmgqurjdg0UsamqMEEDPrAYYcLPNni13GK0hL87Hxs6wGHMBRGcI//1cyoBzbsz+fvCIfO2efvDafPI5Pv4d/k40qnhr/4MvpfQQ9T0YHS9KbhB7BaXC1BrvmqDqHZZzsl+6RBB9Iw9GA8XN4kgPThpaYEF5dlEK+NJwVDfPZBGoq20WQ36fDTtk4Kh2gT20Mqe7gFs9Ew+iwf8q5BEZ0fGojugNfS8+eAJN4ojyxAZS+D5cxuf0FTC68gsRsF5eufxb5WAiLs4t4/4O3YaGPmzev4z3/Xdh9H1PpCFK2Id08KX3GcjVv6Ikobjyk4LmVJUmC3dvZkYTMQbEoqvUzuazwSlm77bL0M8TKrD5Qb4EQh0Wqjx4KEkM0rhx3JijoSzNEHgxxenSA6ZkZWHYyIGyPBmN8kcUTpVHWVTSrVTzZ2EDlsCBYqZlMY+7cmiRmaqeHIkkfyWQxe/EKVM1CODmBw909ka5jYmigBgpL0irX1UVIOZ3JyKRjlp+EdG6kNNYU7KAB4nHwMSZg6K3Rs6bx5OP0Sh3HAfvIM3zu9V0Mm770/lHUPpxaAY1WG5FyDkYyhXAiCcNOShLHTuRgdTysXn0BxVoVj+59iNQginani3A8jszERGC8edykkgg2HJLKIHqXmmnKBthuNpFgxVG3hbA09QuSYDxmGs9x8o2hL2f3kEpcqg630xVPm64APejllRXsbtzH8e4O8rNz6DS6oN5DNJvF4f3bePzD1zFx4ZzwhIkLc4xEdPynzNlns5UvPHNNZdoOgdu3P8K9Rw+xs/UIh4UCWm4bbWeA6zc+j057KH2vItG4JI9o/ItNB3/01i185fo1zEdtkA1YPjwBu88SN+84fZxW62i6TXEACBEQ5685PYRyS7h085exu7GF24+2pMVtIpqCxkqyVgv3DjZx+cXn4bc91Knh4A9xuruPcqmCjlfATD4BX/Hxt3/r7+L65StQeh7efu9dhFMpHGwdo65QF/gpDG+Ilqvhn38dsGPr+Iefuwev5wrtCr4OT3Uk+QhqlP7/eJPNT9wVxoQ//xaoMYmROgvuyrYomePAjWV1z8jbG+FcXODkjHIR64YO3aMHMQ6Z+XoajSE6ro96p4e0GkLciiAWHaK834LmxySsYNIFah8dvwPVjoqeJp08zqufNf/GRoSnGMzB4NVyDJJEojEdwQ0jTKvbq0PN/gqi87+NqKXAVExcee4mrJCL2ZlJnDY7OH76AMvLSfSqFVSfPEUqZsE2NVBPU/pyi2WmbdeEW8lvXc6npYx16+AITaeDncNjoWilYuy3zew1x4XaYYT/HOHY9gxXsFB+pttxJDs6CFFjgGrPgagEsbmDvR0srV2WRBLDZS5+wdhocJnpB7C3/RSb9+9j4Dqww2HE5haRmJwUHunu9hYqx8ewI20M00nk1q+Jh1ut1mDxu8KmlF2aEeJqlmSUB8MW4sxsJxJC+REYRwky2GPvir95LPxNIWV61oHxHGfXKVitS/adWf9EIg32S240ykFvLeHccjzY3ppUpyr8VgyqGYGu6JhK2YiZc+jfeAXHOzuYytgYaAbYjTORSKHTbIrXywQbrzlxZQqcnJ6WYPR9gRb4WgoXV07qQn6nl8zj5fnwPdwEBGYQzUsFVjQpITg9NvoNOj1yw0QrNEB+Zh4n+zuIRiMSGRDq8FtNvPtnfwy2jNEUUz6X5b8iGkJDOorGOJPPztfxspSxHOUb+Jihq/jzb72O7aILLZpDlxQwtkEeKpiYnMbS8jIKuwfYKp8gNz0tvbJy8Qgs3cT+aRN/+d77WMsnYaismCPuq0rHzYB3y/NlF4yhRJFMfJ02+3j+N35NNolkNIn55WWUTk9RLFVhwIAdi2J5dhGpVAYfPCGksA2HuLI7QDSdRTYaxvLKMi7OzgrG+s1vfpd+Ch48eSSebSqSQKW4AVMfYv1XvoQXL15Cq+Hg4c4dvLsEXMlvw9CrGDjSaUzEcgIL8smVz7/GftR47H7W72Bcf9Yrft5zwTfSUfz07dOfrZ6bzXxNMmNc4n7A1+IuSpIrs3N8A4F84kXcsQOVo4ArKVstM6rEkliR4QTZab6PA5HLpKAOXCwuLCOZmYDjOXi89xCF7QoGCqt3NFB9vuf52NrYQzaq4fPPkyLC2uNgJ6cHyckX/ASnw/ufPpFgkgYDTadTIUtASLf8JHp/PgapX0Dy/D+DmVwSAQ2Gp+Sz8Vxz1NmMhNFgfbthIZtJCs6jO30kEkmEhYDN8xb4RbxjqcqQMs6QhC1szEXaE8tZOelNbYDmMISmnYLLEFdRJBSlh83F3nf6MmZd8hBjCWipDIywLUR9guqkCfUdV1pVEINmWMsFz3MfEw2KhT08uXcHvU5HsujJqRlkZ+ZEhPj0sIDSwR7I0SRbou924VGVhZipEkI4FkciO4l4Lo9EOiccSH52r+8jnc1LF08eQ4/9c3RDwnh6VsGGNZSQnV4nZehIReNmIC1SxCukShS9CSrS01vVJIvPjZX/nHobvfKJQAakHtFLZWJIocC104LfrsBvlJFOpjE0ktjbeoKXbr6A6cUlZDJpERwZUn1IyNicbcQz+5IUiqXpOTOkN+B02ujXa+BeQY+Hc1OiKPHcdQw9T7idXkiFHovCDEeEF8txoHdHPLZVqYt+LUW6K+xRlU3DDOt484/+Fbr1U8H2wnoYmdV1sL8SOaFE84jWBW7A2ICOvIKRNRCjSjpUaIBoxMTDJwX8n3/4f6PlDXH1+otITc4ik1/A1OQSItEMWs0mjg93RJkrmkmLYPL11Yt4sr2JdqcNT/GgUI7RC/IRxGAFVZRS2z6Y6CU+wWbghFvc6fP43K//B/DqTfS8IXaLx7i0tgZvqMCO2/ji5z+DnUd7eO2HH2KvVMH+6QkMXcNkLouEHRW2S7XeQsyO4odvvS1i0U1/iHx+FnZYxaB9CrfXwMrqTfhdHfe3t1Hvt5BNL+Bp8QK2jubg9LqYzZRhku8sE4s5FV7NvhwnnQRZ7zKWo4QxS0WHLnrqBXjGC/JaWoaxTZBx/bTl+9TffM2nfwIbMr5mn3qD+JTj6/jxd2mkDjCSoLvHMjey/GlAOekVlfQkInd8AYtTVITDFF5m6OEHKtUyUbhLGsjHLeloSWPK8jIKtyqhId69fQcfPNoQiaysZ+Hy2rT0RbciwMCmCHMfUTuBCFtsuFVYNtvajl3QwFgynJLvlYHi0QTHFCzm4GTH95l091R6RyEoQ0U8pFDq30Puwv+EUGwWIYMCtGGoQx/JRFSwXzY0m5qcRbnWQq9dQ3pmHuoAePTqqxj22EOb2plDqraNjAS9mIHwIXmRKTCdjEYQj0Yw0wsa2pFjulPrwEzoaA4gnlO5P8SB42MhbSNlGFLCZyVTaLoUqTDAKhdZeDx92QGHODkuYMoMCyZNry8IEwVgRdf1EIklkJlLI56bkNCL3hM9tPJRQXiMkVxeChZY28yyy2g8KQRzKxqTdiysraZ1czrUw+zACBNqscWj4vfxh7XwwcSkxB+kPJXXmB4vif6nxRMx6sy6U0tTrkUoJH2JOk4blWoNMTsi3SNJJA8nMijtbiJSq0GTxcP+y9wsKVISgjbwYPpd8Vh+5bPXUNjdRKFYxcUXo+L961YIbjfYXMnD7TkUv2Cl1kA2GcIO3HxZikhqEPFXgXEogDLy5Ak7MNFHxESPhCWJ5HS7AUmeasPsNssNS2WvdQfEgAddX+rLt+7cQv1oB8lUUhyL4dCTiqFgJsqiGE3RYNHJpicPB44BOaXsjBkxBhioYekq+9o7d6DacaxOTWOvcChUqYlMBsl0CtOajlLxEO8dHuLS+Qto+T4WFxaRzE4H3N1GA422i5rSh0U8mPQo/mbNOFNirLrjBjXoIez1ceREMLAmUSlXhJrXqldE2yERi2M6P8k+tuKZNroOfFXFyvKq6BTkUnHRgiWu/dGde9jb2YYVVpGenEI2N4mjYgHZuAXdURCbyGFmZRmNagfbx09BhkKlXMYjbOLa1cvw+pP4cO8L+MHGNP7BZz/EQrKJTjfQupXE0nhBPxvUs55osBmcfeSvYjjHHzU2tuO/g4s1ggDlwcC+fPz8x0bz7GPq8kz6a1JVw5Cci5OmSXrBB0R62k/uXFzLwi10u3DoyXg+ev2elKRxV2fSg94I+XQcKJuljezQ2ffQbrdQa9fQarZh+SYycQ3RGJtraUiI9xJBIhpHztawPs/+NayIGhlIlpHShvO4xpb+zBlwcowpELKxk/zP530NZs9Hpz+Alvoqpq/9z9ByU1KeGbONEdY4EKNEmCJsMgSNyu7L1sBUHTp/aR2NehW94ilicZK0g6ZZssgFv+LlE0sni56P0+uK6Qo1vnqpAAAgAElEQVT4HXXXx9OTGhKpjKgJsSY+l5uE4w4wtE1JWLD2WrfsoNInbIm8n/ShYnjO5AYX8OiaRNiGVsJB4sQ8agXRaBK5fCDLZlCR3aAh8nDwZAPNahnxVBrpkUfK5KARjiHLWvdECoZliTCFqO/3HZwWj3BaKmNxeUXU5vndva4jeCF5kDTcDJk5+XgtGLITZ6vX62IwmYCSPlOui6HnS5LsaH8fRwcHyGazIuVHsjwFSRQ90CjtlAoIazTKBFf9kVRh8PmGcCLZ8bSD2dkZ3Lr9ESZnFzA5f06EQYYMvWVyiIS9HJudTIOSdPSwGDV16zU4zYaIPtMp4DmRDcFNQfiopH2xzj6RBCl33Ax4DYkR8phk/IljN9tQfFXoZZFEDKf3bsNr1RCNxeR1AwXInLsMk72t2D8rmLCj6xVk3fkYKW/kk7L9C9fN3acFfOete/iLV9/GUaUKO5GURE6t0RA1/ZPTE/ihAVaWFlApnQqndmJqQTzGa1ev4v7d23jw4A5W1y+KJ3hyciLYOjnHLJsNJg/zgiGEeVyMKMwsSkoSG4/u4s4HP8TM8jI2do/QcHwsTeVRrjZFBf/S8qLAUZ6qYG4ig8ur59BpUFNWF44wMVJ+QXZ6SlTV+h0H01MZTMQNIeFnJxekQoyPDToO7u8+RSYzgVDPx87pKVbXzmFlZhqV5gLeuu1gdbGNTLQpzggdMum3N9qLnhk4SWvQgevBVZiFpwc60uE8Yxf+Znd/3Gj+pM85a3zV+cmkGFAuUmomNhp12ZF7g5D0PpeQjGEP3Q5NE3xkd/cYhUIZR6dVHBbLQvY9OC5j/7CEg6NT7B2e4OSohHjYxKW1BXz2s5/B0Ipi//AUu4U9HJcCnKVUquGUikClMgpHp5Kxe+myDztGZ4FZoJH7zgVLgxrMw8C7GZ+ZWE0x+yPuKC0oGQUDdJBAYuEfYe7Ff4ZwZha61Ycd0UXlm9JfpLcEXiphCCqtEyPj1zLZYCEWS2B2YR6bj+8h7PnQzLBohAZN0oLdirX/YsTFuAdeMg3NIOTj3v4x6n0N0XgYdiYuYiqcfMl0HB03kNHjYgobYTk/GiAqU5FOQ3STEINI6nFDY8bbsIR8L4uCXhppN8SfWdFFh5Swi+ficHsDp/tPJRGUnV0UgeVatQYjEkEylxdajBhBeiTC2/SEMnRU2MdEfhITUzOiucgKs269GTAHmJ1nKNgPqj56rotarSpGNZfPI51hj6Sw4FgsuaRnd3xQkHYjC8srUk/OyqJ4IiUN+yjGHUmm0ShX4bXq8l5uwNw0BJ6QAIQ19brADzErhFwihka5jMl8DlEqXjGTzsy/xwqyoMbcsKMwonGZKwxlnUYNCiXopGtnQLniWBKOkuw9xziakLFhFEEjS6xUtkYpEGE3WAuDbh9Nt4f4ZArDRg1bP3oDpq1CD9tQ6HxoCjIrl2AaFF8eb/+cl0GkwO9iMz/i2AcnVSmP/M5bt/Bv/vwNfPBwB6oawuLCHLa39/FkexvJTAZzcwvSz/7h9rY4JPMz07h27SZKtbaE0aeFp3j99e8Iv7fXd5FL5eCpmuDwEY1VgYoUhDBSoK6DokXRCWex0zFwXDqE2zxG7fQYTzc3cVA4lF5klmFhp3CMDj8vEcXbP3of07MzmJ/MYiqblYh09/gQfbePZruNQpEi3ANcWFrAVC6OZquJcqUu3Ozj8gnmMhkcE4OPUbnMAkwLL1y7JiXS1Xob5+enMT1hwxlOYnuvj4srOzA9Jmu54oPol/cCC8DfhAdJqO+LAWUIT4dBlt/YJvyNf/98A3rWePJr1KWZ9Nck6yvZVQ9+PyDGkwtH/IsTSdp9sDbctAXLOr8wg0uX1hE1LeiaJ2G69GWXUrgQtBAV6YGJVBT//le+iHMX1nHS9tHvekL1anYH6Hd6GAxcOES7pRYZVDbB5676iMXZ6oOW7GPMgQdLr0ccP8E4A35l4HXy4ImPDNBjpDaMITLz9zD/0v+Aqef+EfS4AY1BiRLQs1ijTc+FC4nnTq/ZClui7EIjTe86ErWFm5qdmgZ0D5Unm4KpCc4X+BfyGRxQ/og3Q2+Z/zQVp20Hd3YPoYajkpBJ2Qn5HtZbE5wnHYwVLrFodFRhFEAeNJrctMbeZ+A10bOl/6JIL3kaaA4Ew+UQYUbixMOgFHJr4yGKe9syltnpOWRnFtFpVLG/s4vp2VlYbK5GiGaU8OP9TquBg51tKXtcPrca9IWislO3C4a0YdKSNLZg9oTvyetQKBTk9ROTQR03S0PH1VL9niuLJpVIYHp+jhwrdDpdwXZ5XuSM9npNyZaHo0k0T08lS65bhmCzIZYFy1wOuqmSp+x7PrLpFKZyKYTcKvrNErweyyJ43VWoOmEDtpEOC4dR1KeGA3TrdbCLAOcN4Sh67jRmpJDR81asMIxYUpyGADJhUQBhCw/sLsCNlbgvE5zhWATDehlv/P6/BAYO4rm00M9Cng8v5CN37ip005ZNhPOVRoC8Cmb5yTs9LLXx6jt38Xtf/wvc2tiHEk5gIhrHCtuDL0zB6XQxOTmD2bl5PH7yGDs7FEVeApWm8pksrl68jFu37kjo/+j2e/jet/8tBsoAyXQS/Z6DRrkuJZohM4KwAsRZREBBHE1DVwtjw1WwWenA73dQbzbg6GQsRDBod1ErbqPZPoHj+KJd0O51sXZuBdlUGpOTOUxnJ7B/coLN7V28894t7B0fot5uw47Esb5+GZ+78Tzq1SLefPMtfHT/CU7dNn7x5Rex8fAh4pkkVs8v4Ys3P4eTgyOceg7Oz8zi6OgExXodC/ksouEoto4smOji/GQR/QFLgXkLmDhyn46nGFbeoQE9D8+4MfJAxRLIO/4m/43RgrEh5t9BxPuzP01dpQFlZp0cPPaGZldGhmLchUfdKNnugl4P8cSlfA7/4e98CcvnLsCKZhCNqpjLpzEzNYvZ3CSi6bgkA0w9BNtQsTgzAzszgUrbRemoAddX4WsWep0WEoYLGMRNh9JEjIv581eJS4ZE4FXaJ9OEj2J4nhDvijdKc8eEDikz0gVzyBJqmOlfwsIr/wsWb/4TRLIrQpthC2MaIDIQpbySrVHFIPGysIIqKImkCC8XEUWMGd7yYpEPOzUzh6ODPXSrRelZLrCGNG1jODvCiEfv5eJkePHwuIGaM0A8Zgs30Yiwj7oJli3SYNukm5BmQt4jjaE+qjGn8SQuzeMdZYlJ2KeSkFCxeZ2YHRYpOeJ3pLU4KO7tY3/rCeqlIvw+F9UEJheW4CtDbD8K9CJzE+TtURmHRoKsbY27BfafPhFDuXz+Imz2PRolIpp1VmWxjxs7kA/g9XtiVDi5Hm9sYGFxURJcpARRpYo/PXbX7PWQyWWFW0pYiOPJzpg0nKye4ibt9ihKPYBOrJUi1bUGTCWoZiPvk1sRrw3fQ6ySlV707DSLPE5NMNJhtyYEes6bkG5J+M3KIpUwBo0m30Gj3yPfODCGdAzkcYrBECKJxBDSjQDzH1VRccnwurJRH1tgcG1QA3T3zgf40df/DaxQV5SfwgZr9DkuRAyHyIoBjWHI7wKksCAapnqRhz979T38iz/6Nn505zEUI4K15Xlcv7AEapySA9x1SBELxs/zerh545pssiHFxPxEDq1aDd/8d3+KB/few4Nb38fe9h2EKGIyAKZmlzE9vwyP/OVmHXYsjezsCpROCxl9ACUcxb22hWbfx6BdldyEkZmDmV7A1NJ56EYC9eoRhr0O3G4VilOF0m+jVa1gGI6g2fSwubWH2483EI/Y2N/bxcBScO3GdVxcXoVCBbCBh6gZxf7+AaqdrlDlHj55jFdufhZLsxOYisfR6g2wPJXFrftb0v48YdvYfnqAaMZGWCOf2sPWqY/rqwXEBm2wQYms9rFVE/+T3iex3AFcdRl9/aYY0LFnKDbi0/zwn20D5Vl+xbOvEWeNDwcm/Ke9nd+lcZrSyxEvRryMgOIReDn0AgPJqj4bwaokD3cle9wPdbHX93HraQ//8AsvI7cyhw9+dBvLpoX902OcFA8R6tRwWq1hhWIbVhhbByWcnlbg+B4a1R5WL8ZxWO3i4Iiag8zA9tB1eCKBSHFgMIOsL0+OxiI0COppe8w4SonmUIytos8jf/EfY/q534WeyEiZ6cDtSDKLtpKLTGABoYQG9CuGjIEXSjyMXh4z3MFzDFGtaES80Fgsi4WXP48Hf7KPvkcmKIcroEjxYpIWI7G/CG4oOG31sFcoCrCeSCVgRiwRZQn5ntRU0zjSeyR+5riuiEf4xoj/OgiMGyknAifIhQ3gAmmjERqg3Q4oPH3PQb18gqNCAc1aRbpZsu+NlokhObUAPRzG7pMH6Dc6OHfjAthIRPVYfKuIMLTq9YVrWquUMLe8hkg8JXqV3EiI1xJHFEPNJA1J6S777njw3I7gmv2rV+HbkWdqUHyO4a8dIR2NKl0B1YmeHENm0pq4wdBQBJvgUPQXYpPTqFTrYG12JDJE1xhC8wOeKb1Z9nbvtLtIT+SgW2HpX0UYhRucGvLhNYpQ3CY0K4eQbsK32NNJRb9RQ7vGnvHSe0SwclJ+Okw4GZZwTx3PlwZ/rPfn9eexirCIGGBCHCripoX/43/877H57vdw8/JF4aeGNBV9p4tuJ5gv4v9w82NpM7uVa2FsPy1g56SG25uHODiuCTa/OJnF4vISNDUQN2ar41v370MzLMxMzaDbd3Hp/DnEDBuv3LiBP331u8ik4xjoKg6bVeQo2Zc8h/L+NmLSj0pDqe1gYWIJqegEit//jlSxtRUTSv4CYloRRVdHuelg2G8iSvlFUpau3EDLD+PqxQvYfrCBXqcCp3wMg6ZAH6BfK+HDtw8x73i4vPYCCtVDwWGns0ksz/w6irUO5uYXcFLYw8PNezjY3YCpWtIF4ObLL2J3cxd1Z4DsZAqRkIqm6+PRvYcIxyNonJ7i8c5jXFw+h/rpKf78u9/DL157AdRx3NoP4fUny/id81V0eoy6xlVCdEwkeD9j1oJoYuxQ/TRD9//W42MjPf48znEpsBtTYviEvIgGYdyESA6XMnWBQS6QzrB7jL2QgveedrDbsfGt197Bf7w0i7WLq6jVHYSssAg6HG09BBumlcsVUGvTSkagVBsSUhhhA1aog9mUgmrHlIwq9S0dyXIHWCKPha1eacS5BmQwScPg5B6EoLkUswWSi7+D+Wv/Ncz8VUBpAb2WJMIMEa2guSMdK1iQPOnxD0+KC77juiiVSiKYMR4cWcyxqNB32o6H9Mp5TJy/hvKjWyLfFZTikvROeDiQM6N31xt42Dg8RbXbw0o6jVg6JhA3hSpI8Ca+SfUelRUdkQja0pUxoI2N0J2AczvyaDllxJASQiEXVaHWaB+sRKGHWD8pilGj0eKGQ13S5MQkzHhaSv/2tzaxsHhBarmbjTrUPjcLFT2/Ly03KqenyObySGUnBA+W4R4EXiMJ85odqA/1WfLnuMIaKJ2cwGdW2o4IhYlVO+KF0rsc+FI+SWPEsHtsPLlBsWKJuzq5lUzUeL4bNP4zDIQnp1B99BB+vwc1osESkRZFGsSVi0c0/UjnJwJKlRm0E2GyjT4KGxh6Tl3ayRi5nIT1/F5umPR+6bFTQ5QK7I1OF/FMDuFkUgyaxgIAhf2bgmOleEksEZdpwAw8w+/j4hEOd7aQUBUsLsyLWDTpWEMt2BgkYiCsw+ICDEDK2Z2He/ijb/8Q+6UqyvUqrl++iM++8AuirLXzdBvhKJsclvDw/hM8erKJXD6Fra17+Du/9ZsSCbIklpvE6tIc9nZ2pNljfmIR588/j1g0gqvnXka7eoK3P3hLIIj5+XOYm5zCfZbrOi3sHxRwfvUKhtNL2Lt1C0NlgMnFVazNz2B6ZhGOmmB9LJqNMg6Kx/jlr34VRqOOb/zJHyBuJaGxDXjIkGKIjz74Pk5adUxGgIPiliSRC8Uanj66i8PCLiKZDJaXVrBx/xFqrieaAPF4FGEYuP/wCa4uLeKNd98TaiBr8Wfn8nj6URH1Tgfnzq3g/sEunJCKyckEkicNfP3VaVzMV7Ea30VXlOpoPAMIS7xCiYbFHIyX6yd+j73QTzz4N/pDjM4n3kmbxM/njfc5/8RA0U6efYJ4EgFLfgQ7BKoCX+qoKgY2Nx9j+vpNVJwmsrk0GpUCHr33Q1z64pfQ3T6E2QZMPSwisOV6BRSIsLNT0laXvYSkXYNqQPErODeVR7U+QF2jRqgvIiXSvJ6eHVfzyBOQbDcNKbFOeh/+QPpYJ87/Y6z94n8HIALXORTqFRXzSYXhIqaxhSxYyowH3rXwWRnGircXiBIzY0kjQONKT4sLivXRuk7itQdVD2P5pS+gc7wHr1OTwZNFJMfDVUxu5wDVRhOH1RYUIyxlmhQpLrVdaZGskcjNl4rmKDfUoXikfdcLzmlUkUR6FMN68dSkqoB19cTsFDhuB7FECr1OD51WC4ZFcJ6UHS5dIByJIWwnERq42H/yGLpqITU3LefWKVUlfKdmaKNeFoyTepm56QUxdqZFvLsHKvX3XdazBNEJjRENESuLaNiebm/h5KggYXlkmEQqlZLxoDdNmILQA8ePFVuEHwQyYCWYYMfkE+ti0Pp9RxTyh30fEXZtzWVRPziAReV+oy/NCalmZWkKzEQaimGIcpVoDDC5RMKXIBGMWICQ20Jj/xEs0q6yU1SAgWpokhXv89rrBjITOajUCHWpuMUjChaDlNfqgdALE4zjzei0UECpXsaVmzdx8LaPvmII7MG3CVZNkJT3CWGQWxsJ4+C4hB9+tClKRQtzUfzG3/plNBo17O7vS6O/RCKBw9MKDk62cWFxEd6gh1a7JZStN//yNfHKZ1bWceHCOj577QV4nRBee/2buHB+BecXJ/Dm628ITMB2yFp8ApcuX8XqyhIikQTOXX5JiPWuU8Hmg/uolGMwLBuRSBKLV27i4sqcYMIPt4rQDUWUyMgCyc6tIQMNXzZieOcHr2PIakCnjd3DPTAx98Vf+03hAQ8bbXz71e9DtTRMzMzCNWLIJCeRm5rHzOQ8/vyb38L23j4++9INJLUovvv9dxHVg7LebC6HylEVN66sY//gBKVqBWnbhuHpeLy1jVz8Eubmsnjvfh1/+PYU/psvHUEJdTAYBjKOHGi5WoE3JV6VOHzPvNSPbZhM3v8P/jtrnLketcAwkbJB310VQ0AjxUOVuUEvblTHTQNEwdtHhROcO9/GxVwUj/dK2Oha8D4oYOnKkewyOr2lVh+V2ilK5QL67S6MKXZetMXz4M7qW9TgjCCutmTXJvANYjpeE0O0JdfGDDkxJkqOkVZCmTptqEnYG4rmMHP1P4difwH33ngTySl2mUwg5BM71KVumtiu2+ujwbYEPZLDM8JN6w0oMhFUpBCjy6YzggG2Oh2RNGu0W5Lx5vLiMZBbGPJCiM/MYeK5F3Hy1nfBvlbERykuTcIAKzu6no/jcl0yrcSdSORPJjIYGj14/aF4QqoeyN1xJoiHJ6plmoRuYXJAB74kQYhOyIbGBIZhwCJm2neEaD8caGjXS/BIF+KYSLsOqvFGYMUS0i9n98lDlEtFLC9dkJCtWSpi6DloUwvU6aDTqCFiU/FpAb5OepKAy4I5+mxB4vYEEyI+TMPZ7zpirDqdJk4PdtGmB9yow202UT06lCx0IpUVGIB4rR2LIRyLinGhJ0i4hfOKhpUulmXa6LbZZZLkb26UBlIra6ixi8HRHtxWRSrV6G3lJqfh6+EgWUQRbm6MshGpQsvhotLp1Uu5bAuNzVuI0mfNTEMzYtC8Ljz2q8pMBT3rfYIYJMqz75Ii15wLkRsox5wbL5+vnBalvzwTe0vn11HZ3EC/24bvZ0ScmB02GSGEWDgS0cBu17uFY9zfKKDh0CMd4uXrzws2mUnnEI8mUK1U8a3X3kTh9FRoYDP5PCjAwc7El557HqtzC3jvnXfw8PYH8HttqEYEufkFrF+7huLhLl773p8hk5tFNjcrkFat08X62hqSsYhk3ykrmczmgF4CnVYfzX4Tz124gp3jGvK5aUn6UEM2YjXBBtKM+mLxBFKxBBixvfDKK0iFI3j//few71awdullHLUaohXByrjltSvY2DrBQbeKyekldOot8Q671RoOOjVMTk1AabQwn8zh9TffwKnTx1GlgWtrqyjXqohGDLT6PZxfXsLdw31EUjZWvWnc33mM1uocZqwBQk4Zr73l4DeuW7iW7bBjs1xv7pLCmlGo0+GLMAxLpSlELWtl5BV+2m4GRvaTj45f/8lH+Rc93R+/jT/j7Pv4GJX5RwuVb6KSEr08Ln05Gtnl+SYRwxgOwAZn5VYPB3uHmA9ncWgbqMVzuN/s4tbDHTx34zJa24+QmWONuIF9pyNitJNDIBnntB5K7xWoJpr9IUx9IC0+al0NIdWUsG6IlkwOWX18vYTdtO00rS5iqeeRyP0ufvgjB0fb/xt+87d/G5fXn4fCfjWseuGCHGVbeZKdTgulcgVbmxsIPXqI/MoKLFIyvIFkY2lEycsj5sfspPAZNZbmcVH5ciyCuClDTK9fR3NrA93DbfEamZqicecxkgbGjpfxWAa+HoFG2ooVQSaaBjUo2l0HceJZXk+MGPu7c1OS73ZcdLpsGRKCHbHl1CWjD0jCifQNP6TBtKJo1+uolkto16vSjpn1zqQoTaUnEY+EcXp4gKcPHiGe4oaRlyQbhTHYl4oK7m43LAkkehDJdA5Hx0XkJycl/BbPcRR6k8fLsSELg/xPr9dHrV6W5m3U+NzbfIzK0Qmm5mewev556Z/UYX0zy1N7PXi1JsIiLBHMsWftYkhmJ4OAaCG5x5oimWtV0ZFfu4BWIo7y40dwulXprdVk876oKfNECg0GFHMOMGtGNDTMZIyE9KEkrsKDIdrVohjBRCYJKzwnKlhsgNgd9IV2pFLRvB+oqtO405vg9WYCDYM+KuVT1KpsX6xDNcIiRBPLZuF0O3KtPdWA3nPhcQGzLbMZxocfbOBf/F+vg6rCNaeFX3jxJrpdNqVT0KhWMTU1i8ebBwIB5HOKlG7uHhYQMjSEVVM6jfZ9B7/yt76Mws4u/vAbfwwzbODKyiIW52ewff8ESjSNlqtAb3WxsrSMTuEAkTATviHpFkpRb1Z1sZ0JxTwisRiscBzRMFsNDwR7J+OkcFjAcbOOqVQcPZg4KR6J3kOt3kI0PYn8ucvYe/QEmelZHN+/hw/u3sXl5WW0uk0sLE+h+IDdXbvotMuImSlJCp6WTnD5wiV495/gzuZjpLJZkSrsjvpLtT1XcgphOyphLxsWUuicVU+5qbzAbOVWH5mJKVT2jnF/X8NLUxpzsgLDBcZtxHSRPMSPh9g/bvqCuTc2gD/p+Z/32Nn3nr3P92kk/YqUFv8i1CB9d7i/8xaAj+I4j2qIaVl9xcDTQhETS2HEYxZCQxv0sm8XOrh+vs8yINx78w145MwpEAx01esjlYhhqKtkgEBVbNRcimkoyEZ9HDtEAE24fXphwVAJesmkEcPkIZNFQ8QSvwBL+yq+/o23cdSo45/+0/8W51+4LhlT0lQ4pDT4DO1IbuaNOywNx/z8LJ5ubWHr0UPMLK1gcmVZ+Gy+8MhCEnJHI7ZknfvsLsrkB1W8XU+MLSuzwqkp5J5/EXWnjh57Czk+vF5X+JHMFDM5lMpPojekLqcG047BtJMw6YFG++h7PZnQFP1lkqvf68rG1e/10Wy1RBKPrr8k8RCQ1Zmp77hdpDJ5dKsVlAsHqFYbUNFHIpODFY0jRmOZyqLdqODRrXehhzTMzi1LssQfBN1FB7FY4NnrBiaXVpCbmsLp4TEsGmbdQKvbEmiEXE/+UOOA5+Q6Lnh8zEqfHh9LOE9JueL+HkzVxPqNm6B4CXuUp1JxSSrRZaBIMo02w1tuBoRHaKgYgQxo8EQRqYeQQQV99ggboKcqsOaXMZ3O4fEPvoVm+RR9r4bkZEj4q6R4evSO2U9raGKohsACAza7I/WFUZS0/uh30akdwVUthGLn0FPDiPjkzgJeSEO9WhPPm/2idMHamQz0xKDXSydSHGDbceGn6vxsz0N6Ygb+8ZaE2OyZxGQgHY2BFkGho+LDwj6enNQRttoY9Bx0ahUUFU/Uja5euIo333ofO4dFrJ5bkzLnb337myhWTnDzxnVsPd3H8VERyfCk9BR7UjhBdnoR87N57O0cYPPgR3j++SvIpBfw1gd3MfR9cUx6Qx/p9CswlRBOS0fwnC4i0QiMWASPtsjpC0kBSNdtot4M4+hEkwRhs91EIp0QXPrx7jYmcjZWJqdEwrE78NF224LFspXPpfPruLVxH2nLRrvdwNRsDtEnO5J8q7caaPs95O0oauUKjg8OUamWkV+Yw/zkDHqFHTlXikUnclnEQibuPniIje0tidSqJxUUimWYyTCShoXjWgXRsIrV6RlELBc9vyx2SbD5n2EvP23YgpX/0///6a//GV9y5uPG79cYfjIzOqTgxSiZzIMNwE8xR2feFjweMnQcVqsIszonvAzVd+FVb8NIpuHjHHLX11AolVAsFKUmnOR8NmdLRG2olITrUXlbRbOvY+C5SEfI0Q+SQ67HToeMb4OaXR5HkNgYwrZXkVC+gm9990M8LJ7gP/kn/yUu3rgizdlUxZD6aMm4ED98pnoe8DopcMqQa+3yOuaXlnD31j1s3v4IKxcuSuKHFRq0t6yuKdfraFG12+ghlUqDCj/s8RNQfwZCmB4W99Dbe4wma3b9PjqCWYZE/SeZm0C9zXYQhlQZuSEN8aSFuEaVIPLwXPGIoql0QIJ2u4LtHFdqUr1FA8o8nsmWFJGIZI3tBMsI2/jwO9+Aadqw5y9jcnpCqm5I4Qmqghzc++A9NBoNrF25BjuTEvyPoReDIKlwopyboQphvlmpolYpi1AuNwuG7hw/JozoedLj9IauPE52AqlHlXJJwOOZeY8HLA0AACAASURBVHqvKZQLJRH/GPY9KMxo1ztosiqN1CBqJ4RCoi3KCcXQmBOPBpTZdUIkYlQlEcdIcFSJ5IVgJmIo94bQhxom0mlUi8eIsMIrbMDp9iUqsONRxFJpCeM9MiDMsHg8bFBINXcqFoHXcucOYms3cKvYx2GlIRViUbeIz60vCcGcE3+8IPib1VqsYtOJVQ98DJyWYML0UKnPyjlJfmePNf2KhUo4i4OuhqHlI56yMZVM4aRYE6oOobFhL4Rv/Nm3YMYSmJ+bQjZp4/HjDczMLyMRi8CpNxC1o0FyESbufvgAW/t7yOVymJyaRaHq4try87hx5QL2dw4RsUzMzs2hXq2jsLeLnd1dRKh34PvYP9iHZxLbVLC/v4t4PovD42M82HiATq+FfDKBDvUeLAPpVArGcIBYpY00FfwNE0flU+QyGYSZg+gzyUTtUCbZQhLyr2RzWFlaxEQ8iwdPn+K9uz3JGaTIKJnIw/X6aDptxOpNvL1TwPUbF6F2u9LvaveogIXUDL77vTdQ8/o4v7aKZqMtXXmfW5tFp1HC3uOPUK61EVJsHK22MbzC8nIqvQ0R8ul9ErD5qxu5syH3Jw3ZX+8vzovxZ43nCj9BaEz0CiSckt49VKIhbSbgftL803sYv5lvotxdw++jXmkglO0ER6LnMFDj0ldbH7pYvXIFh2+9AX2oolSpoVWtIhadgGrpGLSG0Kgj2DPAkM+OKLAsTYBx9jWnUjvxS1KWEApoQ2rIQNL+Ct7/YB93j7bxuc9/GZ//zOfQ6lBjktw+Gl1y8gWVena8ctzSMoHCCgq8dtDnfP368/jRa29g7/4DzK1fkJJTVonQ2yPWSjyM92k0wmE2oNXECzMGnrTcjSyvQ6uUAb1O3hH0blcUm8JWFBPTMzAaHQy9rtCXqDFA/5ptcLWUJQpNLFskJazZaAruyNJHJheY+aXxYqIlHI3A7faFTkWO7sYHb8Ps1kSxiQ3SNDMm7TYUzZKOkRt3P0BhdxfLaxeRnZmGw54/bh+maYEQJ+XaGEZyAtROTnB8eIgUxXbDBlyOoyjLB543KWP0uhgFEJelgW03W2iWK1JQMDU7jdzcLGrVFo73dtDxfLANsx1NIJGMw9KDecNEBXvchxQm0GhQgUqtJsUThBv6Xgu68I2DDU7Kcvs++iEd+dVrqNbK0PMTcLZ3sdEPYW+3jknFQ1Tto10vw3P6MGNJJOxAq9X1OyKwTG3PgWbCSCYQa9Xh7R/iX7+3izcOSM/yMNd5hMsLOUyFo2DVHZOSQqUj+TwSwYRNqKSGeqUMaWmsm/jg/XdxKWsDMzPoDT0YQ6BuRlAZZlAsnlIbEstTC6DH72kl6UEVsWJ4uncHtx4+wq996YtYXprFnTv3pbXKc1evIKqt43uvvYaIFcHy0jzOr17E8dvvSd15PhXHxoMNKF4PMxM5OG1X3kftCG7o1K1N5jKyQtkoLp/OSLTFa8dxtiJRpOJJ9DpNae6Xy03g3PI57B8c4PjdItSIBVuhFCGphEdIGDpq3Q7mrDkszc2jSw7qwiR0rkNFxeTcLK5duYJWswtD9fD8pVUkU1l8+NFt8RzXVs7jyc4eEqkkeq2uRES/+ku/iEG5g2SWkVgEWSuOq9dfQM3tYjqfxf7jbdncVc9Do+UgHk9ip9iCnTIRtcvCCGZDvbHJ/NiEsqvn2Dr99YzhX/fVY4M5/n32/RofpJEZU3sky0XRDLY7DjFMkmvx7D1cZBR/6KkaatUGfBTgqVkguQTHjEj/7Wari+xcEpOL8yg+vI9Kz0PppIpMdlZEhsudkpCHe/0BTlpD5OM9AeD9UB/1dpAYoZaIQk6mr4L61Tn7eZweRbG59w5m5ldlMrJ8jpgVq6C4+kM6hYmpCMQMtpxJ8JsbBCuPhgPReOk0OnB9Hxeeu4q7P/gBookYolPzQR20poAUDIIBvGgsjfT65G0Gghs07sS8otPLKGW2oB0zZDPFyLKnVDg/h/TEFIZGC5XSsTRGm0xMSG04PWmW/g0HDjKZFL7/xm28/QYXD3t0hiSU4+5KTJMJGOKIhpWQTHvhzrsYnh4hl50QipQxcNFu1IVeQyX4Zr2Kp5uPkZ9bxOzyKvpdF9VaXWhGomWgqYhnsqjVaqifltFs1mDGY4in0wJPCHmevVbZpbNHr9oXEQluZKLo3nfRrNfgNlpIT+YwMT0phOwrN56TKiY2o5tZmEM2k0ZLsVBjiSWFkz3yJR04fg+e34Xpt3H3wSY6SlRglUorBbfB76DOKhmUqlwbtt0daBfgJAHfDcGbPIcGhnD2thF9/A4upnzMJS0sDYqYWlwUg9x3HdFnIJlIE1y6D2aqDT0Ms1vEV6csJLwu3r2/iav5uChwUQmMmzTJ7ITOFZ1Va5w7CkLxFBJJHh/HdgvpZAoKyC5QxXiy4m5o5VAsdEW4mIpfw2ERU9N5fOlXP49qpYTjgwoe7mzjyvPr6Dbq+OZfvop0dgqX1y/g4vwEvvfmW+j5Q7QaFdjhFUTCOjRLx42rzyETi6BSasNKhBAmIb/bFo6qlKFigOLpCaxkHMl4TMonyaAgs8BUdNjsWU/tA92A220KAyadnRB5xMP9PanQajXq4sHHIxFR5spPTUiCb25uCtqgh+3CKWwzgtlkUiQXVcFZgeNuB3pEh+P0UDvak00ukVtAqXiCrd09rF28iHPz8ygU67AJ4RGC8weCf3qhrpRKZ2JRTGZyUOf6GOg6MpqOltNFOLUAI1yHHgHWL7AdtwNmbCWtLS3C6VjR/ydLZyAJ7mfWlZv9GU9xbANovMb3f5IRHD82fs0zYzf6vLN/f/q+RjA+oPD05ctpfIR3KFxQTVxncU24T4jSDUv3BzBDGhp+B3bfRXr4/7D2XjGWpul52PPH85+cK+fOYXpST9o0y10ul0tQ0oqUSEkkLAGyL3RhG/CVfSfAMGzAgG58YQiGZNiATYPGihLDLsOS3OXMzvaknp5O1d3Voaq64qmTw5+D8bz/qZnhmiv6wmdQU7Grzvn/73u/NzzBQTfIIWZJngD5ahXwIpy/dB6f7j7BsDtCt93FIjUbpUF/IN7hTuRjrzVBUUoiD3YcodN3EYs9ckqh4+aniIemvY6dzR3YqoG3Xr2OlbU1UQ6iIjub9JRbS+FJ6YEg/ilkGfEJSQatpa0ABjHCfmJI76a6soitew9wpVSFls8hDhMpvckx73S7aVarqAIoF8wouaJBIIIpGXqQtykXNwIXIaexs6vr0ClMEWvodVoCAB92O5ivlpFlVqTpyOcrktXsbD+T8rNSn8XiwjxcLjTPQ6lBg7MQBcOCVTRx/PAOvP091Ep5hIGDDCIcP72PQ4dtjQpqWRU7z7ZQbS7h7NmLwvQ5bh0LBZOLg6wrDqdixxUcZX84gGllUG82kTEtmbITUkUYFqfvBNHzwX/LIQ+/zgEbA6gbuLiwvCS/mwr8tDDePzrC9ZUNrK6u4IOtp/jXP9qEX5wXSDlxcnklQRE+zhlDLCo93D/28YlbhDW7gSTmRJ2DOgYfNq45ZiQDLIWsMeOQIV0UyaRaVU3smxVsPj9C5cDHizMOZtc6yFcaiEgllufNjJmtCA96TOk+um3G+PZSAb+8lMfRyxW4PGDdEcIMxUCS1MdeNWRgpqvUzIwwHA+xs/0EOw/voFDM4/yVq/BJk40T5FQDI6WI772/iedjDcmkI3x/4hrpoe7bA5xZWUO7NZH3tUIJTx/vY//4EF+bq+P6y1fw4NZdUbPSlQj9Xhvr6xsCZ4p9EkDKOO4McObsGl5/9QXoiS+OtwetPgYTB2uLS3SGQiZvYjwYYmiPsLY4lwq47O9jkjXhc4A7HmLc7SNfbUpQdO1AvK5euHQBSqGAM0urMHIV1EplLC+m95VroFQqSTU37A/RZcXZ7yOyR+gORuh3u6iULNGVLecKKNcbyDkedne2sLS6LoNO0oN1I5bDmPY09piVLbULQrGHZtLCPvtxq4VSuYwz59ZxeLyHZ0+2xT10OIxx866P69+yJB4IaFeSOVbLrGR4QLO3zhYkVyvj1l+vlH822P1tn6eBlL/x5z/Sn/n8+zob/NR7ZNRkKc8HA6VIt8liTP8nE+FpaSBwYfax6OcTTFCNFXQdDbFNZL6CTKkCt9sHFegLmSwmwRD9Tgf5gorz59egTSIRm5hEE1i5HoyagplcFut+gsYs/bnvppN3TmmVCDlrA/2TLI6HW6gureCVV1+TMp9NfKH1iSUtYUXpxmc5z8DL18RSnEGAUBQKU+h8jRSsMBIUzSK8YAYn+8dw+h2ZYDN4kDnE/iW54MTC8mSSgZKup5lo6IFe6fn5dQwbj4D9x9InJR+7sbwOP18Sr5pCgfz33GfwnXwhh0nMwZmOT96/Ke/Xzp4Vg7CZxVUMu6neoiAJZLJuoEXVn51tlEoZhCrhZhR31tHvHmDtzCsoNmfw6Uc/QaZcxvrVq0h0Ha2DQ+lx8aAYj8bSf0qYnXkeyLxRdAOlahWFYkkCBe83AfBsRcgbM6vp0IfDLC4pezLGgJ48po655UUJclLfK8ALr1yDogvuCj+9vYmffLKJ4lKAuWYZa3kTRQUYDsd47LYxMh08PBjBL1owxh0ooS8MIa4bIlkJmRMhYmF3pYZuQpdki4BmhnEInfAofVF6bz9u27j86AgXzywCmaII3pA2ypVM/j5B7RRpjlCC73jQtAD1jC4TxsGkB51/IpcOU9pH+xi2jhBphuijdjrEytpYXD8HNZNDe+s+sgqtsIG9QMO/u7mNvQmrHwPt0QSX5uqYn2tKKc/DvN/tYTAZo1Qo4eHmQ5hWCW+9cR1zzTp+8IPv48WrL+P999/F9pOHqK8soFTIY9RLVeNJTjhst3H9xUuo5NhWoshJFp1Hu0L/HE9swdu+8dILyBkG5uIAi80mzp8/h+xxC8WMAT9JkNFi5ColmLNzWCyWYGgJzMU5uKqOvXZH1kTo+DJUo5ITNVSJ8BBbDhUC/C+uL6M+GKJDlAlbTcUijHwGncOu9MHHd27jqOtBz2Vkkn+4vwfHMpCfrUPXLJAWnbFM5DQLERl+uZxgwf3hRKi9sEw4aoy3rr6Kw2d7GNoT9IIsemPaYpdS9hqjJI0aqBUscxHOLBiJPn9wn/5sgPv8u+lHp1nm3/ZzP/vvft7P68HUx4hPRPB6DDynOTGnk+lWkS+lv0SBFtOGVRPQ9IQ9OYslUBEFPRFl9kK2BGs2g0nkSKCkOF1r2Ec+jvHymRVsiChJIKwFdzjG3rTEuLyeIGscpdnHtO8hrorxRRzu9THUE1xZO4/GzJxkaFxQBG0za2aqKPFdSnduxlR30TRTlR5mogykApuhVBzHsXGMWrGC+uIc9p4+xflqDQHlzUJdeouzs3MQgznyzUUeTRWoCAcWfqLCVAvILa/B7xwjgY1CrYLK/Aq6nidaAjMzM9g5OMTM2jkyC4RXXirl0Tvew51PP8HK+iqaswvwAqqf51GZDop4mpJyuHv3DsLn22iWsyATnF5GHCNzaFeVnp+CWzd+IkpDl669ioyZkyk5e9ikzooCk2XJQUBPICqVa7ksipWKvHFYlWabqVjJoNMD5eesvCUHlBAJdKr7OOh1u8J+mp1tojnblOvPRcbJdTZvCSCdPcMzjSJeW66huVJDUQdGoxH22ic4HIwx9jxkNdppAPVsjEz3CIFGCxlBnUnLSNIJLkEOb3hD+SGDKlSYfix6lqyIWGpT9yhGFfv2BIOxjaxRlA1FBpS4n5oF6ZMF9lAyUU9lWyqLgJN9z0GuOQcjGCHo2ehDERyvWW2KXihVsZozs8hnM4LUIHuMQH22NHZdDf/2p5sYBfRViuC4J/ilb34Zehzj4YP7iNZWsb60CDi2eBDVG0082dlBNq/jy6+/hPv3NuXwevf9Gzg+PMBo0IXSNXD39m3EyMILE1Dahof42mJNDi+a6R2d9LC7f4TF+Qb6g5GIo5SKWTjsHVoZ6YPz+VC/s0YsaJJgvp6V7/300S4CU0OxnEe5UMZyL0RnPEEml0WSdKcmfKq0mqjbSq0GM2Og1W5ja9fA1oMH2D44ga94uNqcRQ+0ZWG16KF7uI+nwza++Z3v4Bde+hJ+/8fvYPv5HrRxHw+X1/D84Dlmy1kEeg7RcIS79zeRyWXw4pWL6I+HKFPIOgL+/E+/hzhbwOqZa8i3nuC1FwPBekr1RFEX5pmE9QhImu9Z2k+pEAwBDKzT1t1pAOQKkm9N19Lp1///eq8zsHDD8SH5J4njcdozpLo16Trsh4F4SLGQSARETAVp9oIi9lyUALNRXywyJl6CzqOHssE6w64ENt0E2qMhwi6tcjPoKjZMTjuJ3S9aCK1UhZqlvJpY8COarhE2QzZQFom3gpPeAZRCA5evXhUMIJupLB/pO06Ykzx/ZpdiJ5TCsORiSiKaWjTIz/B5E9dIsgCZKIaG+bkFtJ8fYXJ8DGtpEX02wK0MCgVLcH++737G76Y2I43RNF4TTUF2ZgNhdRtK5xmKzRUY1RoK4xEq5RLiShn3tp4K3KNUWxEd0Hw+xv17t8RaNktnysaCfExlIIUnsT8Ce027N28gbB1gplqRRE8XTdYE5GBrBMwnwN69G8iWlnD+2uuSGZ8cHSAUD/Wy+Kmzx2V5DgKHHj5UidKhmpbgQ7PZfCoawpJZSTBsd3Hn4w+J7ke9MSPiHHRnpRBH9+QIo/YJPGeCtesvCd9cIWaVvWZTQxIq6E9U/MGnO9gbZLB25jy6g7GwbVrDAQLfBgXKygyDsQqzXIBBdaxEhRqnwiGy0JnEng4MCJifHuVsjRiEqFHhWkDzhNJxt6hQNB8nLgdTPmaLDowkKwpEVF0i8oJDpWA8huuFUCslFHQVillA+9kOItdNXQAMA81sUTLACSUDdR4swNAJpWdMr6rEddE7PML82gUcG7MYeFtYXV/Fw4cPcXZ9mdgqdq1EXvD5/jF6fQePd/exPL8gA7XzZ1Zx6dJl3Pr0Fs5urKHTGqBczuNk3IeRxOKKeuOTD+GNIiR0N330EMvLC9h+fiKMrOFgjNvsHYcT5K0lbG8/R7VWRE7aPBr6VFcaTtBqnVAKV/QCWH1RhGQYQ3y1ZqkbmzUl8anXHSSPfGlNsOJi94R96E5nCMcZQMsY2H78BNvHB+gN2oLdpjPp8/0DvLS+BmXgo1opYWf/ObRMBvVzZ/CVV9/AZOIgy5aJZaFWrpAbI60VP1IRm8BwPIZNCxsllOf6/OgYrmmhX6/gvRs/gjW3hovXfhnNaoyFwhiRRituRsG0QuGhQK1Qxg+brg1ZAwrbQBRwIab41GqI+16iDxMpvlH4R5aPBNkvZpSnQTf9GhOxNB5+8etf/Dj9LWmLSw99VxJhidJKKsuWJnTcWCTrcxUzw2QWwOCZIJuhClAsmzVSqTJuY60wwUwpxsPHWzgZUNXbFMyYa7PkyWE4cbD99Bkufukb0oAnnZM9msT35IVS6SchTc4vQFF/KlJ3fB2WWoA3iDD2fbz41htYP3dOAgp1NHlJOSnmAcD2wxcvCl/k6ecsUU8f0tOT8pCGYRSO0CUQ06js6OgQi40aokSDrxF3yBaBkRq6TQ3UeNaQx83gwcPQzOehVxtIBi2U19eRy1joto/x6Sc3cfXll5HLWXDGI1kAVPE+aR1gZ2cHjZlZkQekh3mRilRRCF0rwD7cx8MHP4HqdrFQrUmQZ0ou6AIuTIINhDaooVbIonjhItNXHB4dIokIj8rDtcfihul7rpTFXDf5WlXwkrlqRYY3rDaI+eWZYw9GuPfRTQy7XczONOHYDvIlS+wb2t0W9veeC9SGknxzG2cQcUBEMYwwwfZQwYFtoWcn6E7aGBHGNOwJDz9OAuQTA1matamarJlApOdMwYBSd5XDG74mYZxND3LeV/4n929a0jMLFXC4bAZmkgSL0xtew/4wwO7hERr1DIxiBqYfoUdsYakKy8wi4fU52EHNMuBX8lJKs3Ww/+FNNM5fgLK+hJKRh+4PMWkfYyfUUKW9NHyMh2PMVarC286uXUa8fBm9ri/WF0ESo1kvo14pY6Y+h+OTLoolC/cfbOHp9kfwI3q8axh2T/D6m9dRyBXxXFGxvXuAK5dfxvd+73dEkIQICypSFbI5GFSC1zUhZbCVc7h/DD+0QbrrjY/uQitmEA0neLi9Le2wm7duYXZuBqo4LLDKirEw10CS+OgR4VJrArTqoUgPtSb8CaySIiaEh4dHuPdgE4etnpTNa/M1gRUpoYecWcWZtVWcjAYCN6sTouRT7jKGxsSFFigZU1pXjhegkZvB4cExnjzbFQgeb2q5XJIAXSQqg9TbQhYeE5NSCdmSKQNHElyOO23sHmXxyovfwV7vCOPBMRRDxbM/a2Bdd+GRiShzDCDk4ZZXYDBw5n2geQeB4IDziKwcohyroQixn4g4iaGQnh2ma2caBL4YD07jwt/0/jR+8Htf/PiLP6t79kRwebQ9YFUreFDyyKc+2cLx1dhT5G9hdKZnDrMPwGQmls2SgA0FHnb3nmFvfx+GmYeepbiuuK8gZ+lgZrq7d4QrGlDMZNAfdmHbE7HL4OYgjMcOIhjJBLFJpgknd+xAzsAPM2gsruKtr3wV8dQqRGTs2Lc9PWmmPPfTF3f6gnly8OMvXjQC7tkop7Qae03EJ5Jm2mkfIhiNYFXqssHZ9GYAZflOfjyVifgQTNoUucCJOQpVJPlZeJkM9BH7OgZax0cYDPqC7+OiZgncKBdw7/5daZXMzs+LdiWzKA6sVFovRAYOtncR7Wzh7PqsBF0+b94Tvg4eFIwxck94HUwD424LziSC57lynXkQCRCe03QOtWoNZEsFYepQVJgsEGa7BMbzd8W+jy32sHaeokxcquNB0ejzHaHX62B396lkMbY3wfrlC9JPi4IJ4kjHH+6GeNgBcroLd9SFTX79xEbG97GgAkXCthKKiNCZFBjxmlEFX6eYCCFqzDF5uKX909NTnp+f3jcG//SNN5qzV34Wi5gMKzlLUdBxErz/7ADny0Uoy+lmm+y3MDnpY+HqNWTKFZQyJzi4dQfnv/VNJNkCGmcvY//5McLjHnKuB3+uj3qlhqamoVSoYL93iNu3b2OmuYTeJMB7d/YwsbLofXQbC8251LMn8PC1N6+jXLBwsM+geAU//Mt38OndTdRnG7i0voHDoyNkdDoesJUyxkyjBrJt/uRHP0abbRVK/Jl0f0iFKSYcUBZycDIGmo068rQacQJEImNoioIXGxeEUQVxgla7i8e7u+JD5E1GIlxy4dIZ2KM+HP47rQAtcbD77D4+zlIxQoMbR8jrBoaOjYdPtgRX7DKRIQuOvek4i+5ohNl6RWxYCO8jlI8pXPv4GI+f7Yg1C9S+3JzlxQXMNhfx/qd3xVnC8VLdhIk9BvvI3W4XeqEgccPzGckhQtuECBJpw3uaK+WFANCFh/6wj27s4mQ3BrohIlYe08pS1CS4jlTimR8BxgMYmQIS6kMszCJZW0SwtoF4eQkxXRR8V5h/7OVwvZ/GhdM48Te9T8/xv72fyn8rSl9MbQW7nqT9TVnXDGos7/g9AlgFC8ZGRIzOYIThaAwKyXL6TRFbTsq5sQ3dRcaYSODJmGTjqMibKgpzDTw82Med/+G/RX/oI4pdaBRkNnJid0EmTKzqKGkhLlZIrRTNVJjWGvp+BtfeegPVRg0uraZESCJtKvPCkubI5/nZppvm6rxYp5npaRDlz6RJNYOOD/YRJrYrNhMMlnanA6NQANGtZbUA8oZtW5UASp1U/mpCmVSKLaQXDWqlDn2VIr058RLKNyq48uLLIuJg5UsolmoiGtLpnmD/4DmKhaKYtuXyVE5PX4dJqFXGQn1xESe7m9SLlefOTIuZSNqNTtssIj9oGshGJjqd57CtEGahiiAgJEcDWVSExqycPSeAa8rgcRJNPCrjle+m2poULdl99hQPb98mgAmeoCwMwRieHB8L/TAMXWEgcUi0fmYVgX0C67iLdzoZ/PkJkPMpvDwQuEk2AVaMABV6KiUMCiFc2huz/yyrzYQi9iVCjBVkAAMp+3ZyHT5bzdwtjJO8uRwqnUbRKdODa5M1J4v8hBYcCn603cMLzTbenqlBK1dRpU31H/0BsuUSaucvYPbcOTy7cwcn9x5i+fqbwMw81t9+GztHLfRcD/2tPUzyXcycXUNR62B07z4OD4bYjfp49OwB7j/ahZLRZLL/zHqE3/rHvy6K+KN+H1kzgzNn1nHjg/cwP7eIX/za2zg+ORSZQQYR8tTH/QEM3ocgwt07m+iO+8g4A5G1mzgTENJH65Hh2EN7PBQzQYLY8xQoYcLhDoUiW61UkUvoH5/F3Nyc9DOPu13BFO8ePJfBEzPgYb8jlGtDf4rEd9DtDxFppGRr6A8nyDdT9wP2eIv5Ika2h93nz9GsFRGoBjqtE5l1UC6x3QoR+GPBt/a6LRyenKBRogVKgMSP8PW3vwYj0vCDg3dx+eJFWJqGmdEiyrUiVhYXoRfLmCsWMKAdeKWGnq8hUzJxbn4R3f1jHLVbkkw1l2dxLn8Bm7fuoaDTF3QI1zQRTJMHHqCeJGUBENlIPA2GF0EZTYDWMcwnj6HdMBFXS5hwqHjhMuKrryCam4HBalfUwNJ2gGzkz9bbz36QlvA/+9W/6XM9hQKkrpoErFJujQE0Le+oLq9C9iW3sKi4QzzFPZiYdNoYEAgesW+XihuzHGOmRCZEVtOwuraIWDNx1G8jk4QolzR4voqsWYBlcFNTFCD9+4HqwhXakQItQ33QBKreRGluGeeuvya9S6qCS6Dk5HiavbDfxZcs2do0eEr/jDAcTixkP3IXEudIuh/pbbr0jSyF0CW6jkKCHHtNNYLcwwDtwRDFnCnCuOSxUzCEf4lMGv5p4WBzGl+uwoWKfL4sJcvY97C8uoZCuYrR2EUun0WzWsHBwTOxn8hVq8gXs87JMwAAIABJREFUS8gRE8rsmPdUwPMJSrOzOGALgYpQXKCxCVVJLaN5QKUt86n1hK4jBxsjp4NelIgfT4G5URJj4/xFzAssxUIc+4iYifNe+r7gHfn6eyct3PzgffT7beSrBehT0edxtyO0UofCypSDU0KcX1nAjDtC9kkLIy/Ax3s6IjRghDby8LFQ1NE0dGRBJhmrpwR2ABFhYQUPX0FsUKuA/XXeCTn55ND9DPHBtoJ8PZUJPP1YKhRWP9M4Kj/CXrQMkWIYSoRBbOL/uPsEa0szuFBuwDqzjMWz53Hzr97H19ZWRT3//Guv4fHH76O5PA+jPoNCsQxr5OIg6uHYG+HYtnEujNHImthyInx4PEBhoklLyqoUUC1kcenMBRy2j/Fo6wkun9tAqViQ4RptTd64/gZ+7z98H2fOnhX75g8/+QSLS/MoF/NwnTEmYYiD/WOUSmUM+0ewJ11kLVPIFMSQil9QNsZx+0gIJgR0UfxlMHIxnAzR6Z0I9Zk03cCPkeU9jSNcPH8O89U6WocnqM80BHngRMDM4iyuXDoPf+IgtvJYaMxhqVqHJ46wEyw39lAqFwSny+z14ZOnqBeuYOhMZK8XSyWUCkUcEP/r+TJApb1zs9HAm1cuYegn6Lb7QmUuGjnMzMyiTAz1xAXRtOVcFvPzCxiHO0LbbJoWIlKclUTEaZhcnT1/AfWVZVxamxfUwrjXRr/Xgq1YsEoW4lxONCBEa0wqsCntV4nFj15iFvueSSR7iGw6s9VHodtBfHcL7nsfQvvqW4jefBORYUHxHWEP/XwXpf/vwZOrWJstZ/4lNzF7ejpZPGIenZZQZOKkQOoYcchyPEC5MQPXd7EUAzWKAisqCjwhIgqNEJmmQOMkP0rgBSEKVGDK5GBWVNQKDn7z73wHR7GKpw93YA+G6I3HGIxHsMc2qIbkTSZYbLjIGuxq66iVfgFzF95CYW1NhlkaKWvTIMm+IHstMgST5nLKmWfwZ/bCaayU7iyDefFFco5T4DSIcmPati0K+gTBM5MeDJh7UjGIMBBNBgqEPrkU4VV1ZHQqiHPyT1UlXdhK/H3DUQpaLxdy4qaYK1CfU8WIk042uRIfnV4b9shFdX5ZHDoL+bxkssxmOeVlP5h9i5NHW8grgcA9KLphmpa0GcQzSNUlK5OBn/QOI7FK7keG9FQNNcHM3DyCWBEc60yzIb5A9MXh7/EcMo44YPHwwY9/jPu374p9caU+j2JtDp1eH53OMfTYQ9lUsN4s4tWNBWzUS8gGPqxERenqC5i7cg2ZMEQumODiXBWzOQtZwsPYgRLoUwItoIAFb0WEcaLCyRWgcRIu/8l5JvAp6a4zePK+8l5NNVv5Od/kHjJ4Tl03mXzKPZ4qxvPfcGZ0OHCEavrm2hzMQlbsmv/wrz6AZZlYml0QVlJ7+xkm3TbKi0uwYELxRrhz906qXWBaGKk67k90fP8vf4xw+yZeKDm40MzgjRcuIFesww581Ms5jEe2WFI0ZudkYHN/cwu7+y30JgO8e+M90WUlYuGt6y/D7nfQ7pxg0B/hzuMn+PLX38Lk6Sbio12MYw9dEjy8AKsb62jU55ErlMU2+fWXX0IWwMPN22jOzuHg4AhmpiBwNmZ/FzdWEBKdoAIrK3NoHXehZhS8cOaCsL60jIaZak3YgBPHxsbKKlbnGlI+N2s1dNsd9HjAWxY6/T48TcfF1RXxOFpYnMXiyhpeuHAFWjYPxe7B3nskfU1WVXOlMvr9Cbo7T3H74S1cPn8Rz484GCMePMHzwyOsL88gZs9UjXF00hazxceP9yX7JjKBmepepysB9fL6KsadNj65/T4iqwQ7TrAQhnhRi+FTYJ1rlpUn6cHUTqA4N1tB1FQgjNEwBZ6nUNFM5zBaQxLEUAZdRA8eA90xlIvrSKyM4Jp5GEvckHWVJlfpipSd9VmMSb/280t/rVk0/yV7EIQDGXwiUuISfM2AQ3YGAdbEUsYolXK4eH4D2/v7CA570HImELH7qSNQJcmAo8TS6GW54AaJ0PoKRQsraxbOXtZw/eXrKDbfEvZCb9SDQ38kz8E4cNCbEPYR4KNPIxSUAJmCgZm5X8H6i28jMlMfI0rIcSMJaH4qPcaM8nSz8QWLqo6A6NktmmY1gjYgJU2R7I5pEoMgBXR5eLBfS6woWTicSmfLFcQK6aWRWFlwbwueVKeEGg8aumamlE/HcUQkhAFVlM11igXHcBz2gjwBne/v78nz5mS7QuBxjkruVGlnm4NTRKqzs2USofVsSyAwBBjTToP2Kgz+hF7JoSF3NS1vmcmxue/BAKhBms1KtkU/Hnrp1Bo1qEooIG9muoL51TXcvvMp/vRPvg/Xm6BSqaDRnIEaelDGHSxYwMVGHlcX6lipV1AyDWQkAGcxUhU8GMf46htvIOg9R2t7G4tV2iancDGuH1mCdO+krmYMeCHQ5mFMBwBmoHz+8j9mDtMyXYZakcCXZAoxHR6lH08ZJ8SqyhsVk9KPyXCRVhM1W6HgcWeA2YyGq4vzMEsF7Hf72N3cxJVLl5BkSQ/M4Nmte2KzwszXPt5FyJ6dURAt1VC3cPOjd/DNjSr+yTev4eqZebw420ATfdBn6WhigX5BZI9xCPbBR5/g3sOn2GPJS64+s7Z8ATP1Jn7j176LWx/eQPekJZt2c/sZfvE7v4rRw228+/EP8C9yJfySxXXmYzmXw91nD9Ht91BuNDHxgZlSFe1nm/iTH/4uzp27hGqVVMwVrC3PI79xDtnzV+CaVbHDWcpZuPPgCdwkQOQ5OO72xFmWw5vQC9AZ9NFolCWL5kCPYthD24enqKl+Q7GKudlZvHBuQ/qY5UJBHAJUL8L9O/fQOXyKzuEDjCZD6OUFLM7O4Nnju/irP/n3UGtlXH/pTeztt8W6fDAZIVAVfOWt1+ANRpidmYHr+FhZXcLTp7tghcbhLa0UD45PxHVUMxLkFRVulGAw8OErxI3GuM4BNsVouEwUHqgUH2dClKKHuN5YWRHbzf1LPVqFmghCyY5kDephBO3ZMzjtY6jXXhRtX7pDSIVzGiG/8J5/64sPOdi/+IUvfEz8smxOPhE+5If5oazrlM6ZwgAAlwMnf4zy8ire27yBpXJBxFZHPgWXM7Boo0UNQwYdllfsYTHVpk7mURdWdYLRZBeF7FWsXriOlUkH79mEoSSo9TvIqA60TIRrV7O4eDHAwpKJ2vwSjFoToUfOOH10ItBfiFmJ4MOYPfM0ocboFOcpL4QBkxnq1HKDaugs5+lVz6HRZ8D46ZCI8myTiSusF526klEgEnSkhxIawUPGZ9Obk18Kjxikv6ZtAwYtTVekFeD4oWScki1NVeQJHKb/9vLqIiqcvpslCcC+7yOXLcvFdlxXgg3l78oLixjd61J+QwY+4sRHrVaq6ov1CEnr7Fom0BITRcNBksmisLGGbKEsg6JyrSaZF/u2ZmFe2onewBHDuP7eLp7ceBdn6We1toC5Rg2lHF+Mh0zeEgwqa4kYpsgPUtJN1gkiqDML6LUCbD7exY1PHqA6uyb0S6rCc7gmFUFAnUTqGaiI4WICFS6zdpZZ7KhwI3xhEdJrS4ZDHChMAyojrKxFGTJM1yVbKPI70gCaBs9YGGC8GYIJVA187+YTvL6xjI2zS/jF61fwcfsAu3dvYfHKeWiS0UbYffpU8uB+ex9jP0C+kYNOW+jhc/zmG8tYKpVhx6poJLB8JZD+QpGwpn3cmuTx5NkeTlotDIapqPX1l1/CXK0CGsP1XR83H3yIhWoR7ngoB8rmg02sn72Ind1neHDzHbwJFa+aGpa9AL+gFvEcCf7LyQBHh9tIFA9zGy9hfqGB1dlXEGUGuHZ1A6tLK1ifLWNzf4z/ay/A5kiBf9jC5Zwrzg877R6aszWUsznsJ105WCQ5EOIjl1ks4iChosF1Jzh+viOtGqtexuBkH73BGKHbwUp1Do2VGUmo6s0azqyfRajHUMtVZK0Sjg/28X//b++jffgENrL4+utfEucA7hLy7XutDmKTPmRppRYkqR3MaGJLVarqdKotopTPi/pYqISSxVMdLHfQxsrZGdhegO7hM3RcoKlScNwQjQODA23pMSrgv2Nbi3uC6zPW+J7VsyFKbApyyGhMmFxEqovKOx+hV5yB8Vt/n3JwKWlEWqKfx740WKaffxYPv7BWf/ZDnYGHvQgJmBLw0uA5TREkUTj1Xfd8B6VsFhvlKm6wbhi14esa7IGL1XoW565cRmdkS2pP7yDHnkBJWDKaiLw8+nYb24efIIrWMEh0vKyP8bQ6g27QgOYHqHYHIln3d16NMbOawHXKKFSXxQ8mHDiIAhe6Sswa5XvSVJsvSE6habknL1BaEpTBi6cgbGE2wyFDha+X03fPk54JLTDIwRWlpSSBO3GQUU3BDjoJS+c86E/OfS2Ab1WX4RHzLH6Nl1pniS5SfBF29w9RK+Vk+k4KIif3ummgfdLG5QvnUJifhzsOhdPMKToPAvY7+aD8XZLRkK/XRViYIHeBG8nrSRejLBiuFpUtFYFNIENkg6lgdqYBqzGXTtoZHgIfbqeDcDKAM+rD7rXgD3uIex18c6WE/IWGBD0uSOIzZWFSrHZKkeNrNASuRWFrBQM1h9krr+G3v7mKf/u734ObmFgu5ADPlouT0CJUIiRVlRj+FfFeGqVNEenFmvHUeVMWnCw7ybpZK8gFlY6w3FX5nPeQJX9avhNcT1zyadaZMqdExlD6YAmy0PGg1cXvf/wA/zQTYtAaYnjYwlGxKOVbZ+shAi2SPv/guCN/zUko55dB2W2hYdgwMzl4oQeD959rJXLQG7nI6DE2zDH+3U/uYGvCHl8GS4tzYs3iuWN8eve5DH98kgAsDZ12C7VyGZ/e/hS98RCzToDCzU/xG7sP8O1CAfRUbGUt6LUKSguz+GczFfQX57A6M4tmo4mFZhWl3Cz+7qspbXnQ6yLYbmH30RFaI+J4DSx1nuMff/sCCuUCWtdW0fUUWJVZ4PBYXAecogU1UjGeDGQ/EE2yR6ZSPicqWwe0Z1FC7LWOQC1QKnw972+LBTcHT4ri4e7tLQJc8fJLV9Dd3cPNez9FtVCQIXC9viBUVX9AiTU9hTVFCp61WtjffY5Ju4e2TYJGC7qpin1y2xkj1jRULUucXEuVAlYWl8RrrV6fhW5qOGPl0NMiDB/dRSX0kVDnglkn229T2BfzI9qoqJREkhiWmhIKwIPYXcUUuUP2SQ1XRZz1oP/wh3AvrMB6/TVg4sq6+mvJY1oaTcPIF495+dL/639se6Y/zKRmygih2hKXttDqpNpiNhHSVg57By3MXZ1HvlZCwe/KZI6uE2UzQhw6MiGnuG9s25KJUbaOZanrqwhdC23nGOX4CGd0IJfxULQjmPYQnSQHPb8Eat31nBPUWAImBeiVGShRgICYpliXHm2a6EjOMt10n78uniCU9ZJD6ov9M55OmorJcIx8pSinIzNWaV3QiEwUoFji+lDsBJUZE7bD6aOPaq2E8YBiwgPpVTKr40PR46nkmbD54BD+lSsIZzsvgZaYWUuAxs92nmFttonzNUrM6WhUOTX3RHqOEC6WsgoPpcAVLjHzKfZW+Xp4gwmXYtuAr4FjJ1Gg4vA6plNlEcnwGAd/8TvQC3XkG4synfaHHZiEjcj0kTCZRLJ2+vwkJoNbkApQq4kMniQ4T21ceKpzOG5KqRPDs1UY5y6IIMn9zUe4vfUMawtrqb2F+NYzS1BgBAlC3itCjCIXO7GGEQHzIXthjLPM8nkInd4zHgaRCL0I0oOHg4Dp07YKkQ4hs4uQugY0qiM3PxL8bxL7IOI9IR2UG4vQrThAwe7jz/7qh7g2b6Fp5dCYnxPBGC+I0B6MRZjDMnQMtAQMAGVFwai/h3KGXRCLSTTimBNrD3Gkig6p7rk4PBqIbfG3NgoIjg3Um7PSsz1sneDxs23UK1XM1qtYmpuV4HV8tCu+7gcHe8jW6qgNj/HPV+pYfuW78Jbmoc4vw5ibgdYsQbFUfJdmg0ECjAeIhy3Ej7eQjIkBnSCrBzCQx92Ojv2jIWa6W5jzbXx7rYyvRfuISO29UsIf7Pj4/vYzUb7v9o8QBjbcoY/9TgcrS/OImk1OKWAHoUCjuvYExigja5IMJpukBYRQ7An6o5HAl6idkOgqbvz0J5JRV2pzqDfrCEZ9FGcXUDYKsPWJoC767RYePnmMR+1jvHB1A5lQTQeJVg6ZbBa27+PwpC1/R7HH2DtsYS2/jrJVgKd6aFZMbG0+QW3jIoZ2HxHbYY4NRaFrKQsvHu/UT0izF+KHmU9pdB5jlkxfLhI2mInSlp3Gb2yBUVGMr8134Xz/+4gunIVC7ydq+RJkTwkZiVWfLUzZd1ylaVZ6ul4//1z2ZfoD6Te5QFmusyF/+pDMi5s24EZW0e4NMBuFWOdUVqmLMC4ZJXoQYBzmoJGm6Q1QyJONQEVz1mxc9Ar8gYJBlOAlfQ9Kdoixmcd/1ujhnfpl/Ks/zyKXDfDVl84isf4CnvMUplmElSsJdCQUw/e0LDg9Mfj+VGOSmdxpsKFn0qmBWfrieTJRXzMjpmL2lMI2YuYnfUhToDssLMlS8ulg2OuhZ0fQak3BdVJqjsZzJB4w8DKT5cBtYjusjJC1dJQLWSnvKZhATyFmoIRB8Tm2Tlr4yXs/xcXXXpOeEw8oDqb4e6hUZGQtMWrj62Tf04/ZMqDACzuX6U3jAmJgY/ThLRJvJQHDa6KFSrFmvf8cTvsZQhH8pUULM1fmggoSntZU0qJANC1Spq0PXkciCtJSiEgMAvYJQ+LYMIDmRxjnazizsYHQj/AXH30IM5tDnrAu35XXz8yQ95nwtDT7VDEJVRz6IWyKaJMyzhYEs7OI5Anek7RCkNKea4+aBexF09Uy8ZCJE2SiEGYUwVJCGIkPlaym2BXfc42B07ORTXwYPGRpfazGqCcu+mEG/a3nWH7tBSCvo9U6wDxUjPf24ZgaqNze7g/Q67WRyyQo500YegEKB3Yx7YJDeImPIPaAgHjgIlR1LD9/fq6EnUEXHzzZQXfC1gvtmlW8euUMalWu1wkCN0RSzWN9fR7/8Ne+LWIxzVoFCzkdYSbVRlXGI2ijNuKDfWgs9cc0RHQE2UDOPnnrJGYQE62HE+pAoaVk8FuLMZYWQzQqZZRLlCo8BJwE/aiHt9cvY/Ooi/vjEaxsGRmzDC3vIOc54o7AoGKKyj4HlxTG8UEt16xhYiJklBhFZpeGgWK+IKU2Ka0BIrHjcHJZ9Do9CVKMaPXmjCiLtQ8PcW/zPkJ/CXo+i0ZcRqGQhear4jiaxB0YSgAzo6DarMgcgNUVtUpDLcFXX7kGU41QMAtwWif4q84hlhwX5niMQKMFC1142ftMDzdp9RAfzbUqAkjpemLFIhaPVJJjac/Bk8Fwa0Af+sipGYSP9uDd+BT4zjeQBGwAssJiYvJ58Dzdc6dx8G96z9iSmsqdRlmZcsqumpbF8rvl10omCR1Dx8fwuIVXzqxD813ZqAQC+04A26WGZISYnvBWHioyAtGgkjw1bu0Jy8osUNNwcLiApjLA23iMYeaqMD+6B09FUxNaDX70FPWlL8Mqz8AeHSPyCHhPQdIsmFnGCZyIT1H6Hily4PSFC0pQvp7CCdUpRIYDmeFgiIaIi6Tq3Mxl0yCSKgJReZ3KS4rrwfV9TCZjqFGAUiEHPWOKbS37qTyxpPTniUhR5QGxdxOxZWaJROiFlc0KrdUl9Of2Hfx6q40zM3MYjEYyNKJkXS6fF2op+7IhbVPyBSS6KUMoahUwE00HWGTtkP/KLC01w+Mt50Lh6wp8F2auKAGflE5mUlQaYrHPmygLSu41fWTSW8/XnfaK0xJafh/tMjhki0PGDsSRieqlK8jWG7j16UPc397FubULSLj50kaw9PlER4mpvwzExnjUO8TIIdg9gpWEwl23uJT1CPmE8h4hCmoMg3bISYiSHqOsJxIszTgR3dQckwgSNxL2likCEkpGwgMzhI6J6WLkunL9XDWGH3gI1RI2rn8boZ7Dg1ufoj1po1Ioon9wgPWFBRH1JsRoGIQieFKeL4noBT2drEIFUeTD4z33I1ghh4iueGuZRozuYAAzl8d63cSHrRHmFmu4sDqDN1+7jvlaEb47wWyzjFq1INYgGSWGHjmInRHC4TbU4y6ywwkwHkEP+rJp8+S9U1/UYtpO4RAmLEzuA3jDvmjSjoYJRpPnWCkpWFuegZGn7YuBOFCg2CHicCLXd9R+ius1He9aOkKzKPbOzPAt4rQjG+MTW+jJ1C8Alb3IuGMjQ4YyEG+wxLIwtrk+YwmyXNv94RCIivB9F6PJWOjUVSsjSJGtrYdiUVOpljG/sIjnT56D1tis6gadNhaKyxg7gO2R1QeM+hNkMjaK801pVVhWFo9pKteoIF/QYAYB7t/9EG8vLCDrhXDNGEbCg/nzCoxrVuN1IraUKzzmmqWxYwLVIPwxTRyoP0xpTEaO2AoQxD5ysYbgnfeBL7+MxCghDoJpz/7zMPmzWefn3/nrH8kukv0okefz9PS0B8qozE3Ffhj9f/wwRq/TQXVxEb0WJQWyyOljRGY+tSaOIGKw3fYBuoeH0mMqzyxKdpgJ6wKp6PhjmFERVJ9/ZKzAXnkRc0+Psfk4hD9xkVutAAFQaFyVFF5Kcgre6gx1aaYpWRifOPtrLOske04pncyy0ozqc2iMwJooW8YSbTTGsD9AvlYRtRmKZjC4sIxOefKh6GW2O2NkzDyGg4H0uwo5C/3xSASKGUApCcdMhvYhWw/v409/8Ae4++lt8aL/5je+gS996SuYmVnE06ebckMP2m28/94NLG6siPslrTLY0KEOJgO20w8kCwyFaaFgYk+kpcAAmmbYPH1ZJaSq7lIGT/3sSQLgwCAkh9wsCi6X9FvSKWm2xgXHPubpgxmppKBsI/Gk5iE37SOfIgwsMs00DU6+jNnz16RH9cfvvItSroq8akpPmu2elHHGtix7kwao5bnqbePNzCMiv2SamlEiqMzIKRSdZUlFiBPVP4nmTTNUHkascuh7FAQ8nHyZbCuZVBFdaLucrmolUI3Id9lUYuaoiyA09UZJsvACVZg6DFpsKywtrsDp99GbDHH+3GUZjJ2hkV5CT/gOtGwO5docNCMvsCBC5YxcXowHo1gTgoNiANniHNaaZ1GfncfZahWvxMQA51DPZWAQ2+gNoXsGMNxHtDWAytJ3MkLiDGGFRE4TmRfAYtCyclCLGjLEQLu+GAR6Iw8cJg6HLig7l7eyqNTKEAxq0xLdAS1yEY95sLtQcglUTpwzFlQrI5JyVIvamFuAGdxG3wVyQRuO00d/oGDryRMYrI5CmgzFwlhrtfakPCY1k/hPeiOVDF0YTaZiYmgPwdkHD3pef2KXy3kP9WoNs0ULlLvrdYewe305dEe9LpzREN3WIZ7c/RSFKMFefw9Op4fd8ADu4AjdUQ9KLge3UgUTi2apDDcK8ejJNi4tNaGpPr6tGnhlMICvm1Bp3+J7CExKrEg6IBTgNOkhxJLbKB0m8yBgfRbJ4CkdOCkyBPWRiEIV11sIc2cLwUf3oL39tiQ/DLz/scfPC6g6nwQfgs0T75q0sS9fl2/x6UzTW8GPq+iMBjAmRcT5CpbyGmwngKNlUVJV2H6Iketh5HhyUpGdw98eaxEcz8R4GKGTdzCrOkAuwtOkgUCpY60xwH1Nwd7JEC+6CaomYHgT6QkSqxn4nvSnTp/vZy9o2ufk53yTLItZEIPQtNHGoEMoBPudbFMUigV0TtoiW8cBGhvrZHuQM8u/kylYskEp6kGmi6Ja2Hy4icS2RejY4k2NYgx6x9h9vosH9+/j7r07aJ+0JFMhM+eP/vAPRBSEtMWtJ1u4du1F7D7bwe///u/h6ivXsLCxLv5JDB5sjh/uPkHOyEivk3RVsncIsSJLhz1fGaIQSUBwuk6IWVqWs4zX1FAsmOkL5BOrSWdD3jP+jJIGQVls0htmNjq954yhwnRiFqLIteFykDaOypOcfesEP+onMG48QvtgByd9B+c3VqR/m0x5tOmQJ12YLDO1YITL+iFeqANjJ4LDjF43ESUGAiI0YkqxZaAoOTheKIME0l+pTUsBmTBMYNADJjFl2EdUhGFkoLBXGgQigVe0chizxKbjqhojayVQbB3j2IDhd3F0731c+Pqvwx+HGE96gnVdObsuCA7iccuVLGZnZlGpvgJN46Yz0enbsLQcdMuCXtKg1ROBw8QZS4ZMWS3BPDcoMxbPR9MfAt1DhE/7UGhbY08AdwyDLRnmxxpbTooMGfUM74nYhUENfAQDByH3CMVe6D9FS2UG8nwe9XIJojDJCoLiMXECM6LQNT2OYhhmBu6F16Etv4Bo6EKbTAC4MJweqkkGtdkz+OfDAP/6Bz/B4fE+yEDOl+dFavHSzIKwmpyxAyX2cTJy5dAhD5/dUaok0aolTQ4IidPFJ+nJ8yOUinkUs9TnpBNpBM+mZ9EYGUvDQNXR6wyQj10Eh1t4MePhRTWPszN1mKSqlshY20W+5MEYOhj09tEzE/iTETYfPcLZ5bcxUwbuPNxBRUvwLdqix4Ewj3IJKy+ibBj6SCGfQuam7S1WlyzlpTJjQiXZqWyaVLhJ16WUpzgSB4EhFcE8D/6NDxG9+arsJUn5E7HSTOPhNC5+Fmd+TnQVRXoJPAyhEnhS7CRvNpfVaQkoEBW5oSrGdgwjMHBgJ2htfQzFNHHUniCxXejUCiwUUS/V0LxItfMQ5PfqhOG7PpxBCLehwPZ8FGBCHfeh+yeoMWJaGbS6A8SeDl8HBu2HUHjykc8qPTtu1amPjsYtn2Zkp8HzNIDyG9JkZnY1hcNwsJH6gHNqTmtcFYN2GwUOdaIQYaCIHJhGvUlDEREF36GneSLYsp2jQzz46XvCPydbi5kNhxkTYkAZqBOI/NlwOEKUL4q2pRxNAAAgAElEQVTAyrs33gWZU2srG6jXm7j58U3cvvUB/vd/87/iv/pv/mv4sYr2aISb7/0lbr7zI/zT//Q/x8rGMpI4FPO9IYkFtC4mM4pWwzIg4zTSFCENtjIYSAmwVyITUSaCPRqJM6jF3hnFhPlv2I7gIRanPj9y4dhHnfZTAz8U5XZm9Txs2JtiT69kJPjLjobvdTOwknuo6QnWFzcQBI4EdF2GWOQDM/hKaxZhEOFycoJFfYxBRIAz/7IGJ6BwSQIO4EiwIO1UVT0J0gZxxPRUypiycZlxM5DykcumxAQO8wxK+xi0qmZ568t9yuWyQlbgneJGLdFsDXk4doz23hZyoYF8wUB9cU0U0TcfPMaT1hHOX7yIM7OrQLUqRnYhe9ozCQLDRMCMhdlx7AuX2mBQbB8iGg+gcsBjj6BNhlBCF2rkIhP70DN0TKX9NK+5bBRE1CVwHYRuKNWE51D+LUGOmgQ5BqcMcgVLKhY6urJ9oxlscvA6pb053guylCaOJy6vWcoilurA2TcQJg2E+gBuJYRqj6DqFfj+CKY/wT/75dfx5kvn8Zcf38aNu89wklnAtWtXcak6g340gT30YOkK2h0bEanWXPNHHQSmIuvYHo/F68r3bJRolY0TOWB1wsj8EWJ6ZSU56ZF6o1SSzvR76Dzexi+/soFfePkqlur51BOeCYeiQQk8vOn7+NJ+Fz/65B7e+fCPECOHqFLH07t5XLp4XpiQOplTSYBJHCMbAQHFUKiPKxNvJnNsK6WJBeNcrKbTdw6UmECx7OXshW4WSoaiP4k46DLLJi6Zk3v6jXkPNxE92IJ55RrCyP0scP5tQfOLsfSzDPSzeo6/P01D0umTBIcUSsK+G0s99jcGwxMYhQVsOnWY3S4G7T4WGxX82j/8rvCd2TdkH+Xg8BiD521QBMCOXdg9E/3QQQEtVLQAmt2DNu5isbQMq1pEq+MAekOm6GN7H4HDhUpAdsp3Z0Bg4GDZyRcqUnvTQMpSno9T/BmDD0s6Mofo2MgeHS8+F2qOWejxMUyRZVPh0n1yPBEgdHs4RKdPSa8KsoIDjbG8voH28QGG7RP5HbQgJrNnYXkVFAbpdjsY9PswLRPj/hh+1sTAHeODn76Lr8QKvvLtv4df+e7fx7Pdx/j4gw/w0Tvv4o1v/CKe3HuKD96/Abfdxu2PPsT80pxI7HHyv/94DLonTuy8oLZo7sUShn5SNNjig9NR0jKZrZlKjKzvo98fwFPH02w8zWJ4OPJfsNzlOuR9lIUyDZo8IJmlSm+XPVU9QTfO4k9G7BmWUdTHmKPNceiLNTCDbYZDNw7DGDDYC01MVJIRvpzZQUmJMRinfVpibH2fXlfEA/owMxZinUQDClbT/ykjQH0JnGyNmKwGghT0zwOMgi0y/PJE6JtBmNefqv3MzNlndjwfg8BDVvFRooJWdx/D/gqKX/sN7BrAPTWHRc3F7Mo6quWK8MhZ0k2ELhtDDzwUAgcYd4BRF/F4AGXcZ8MOCSuhiCV4LNYzJhX+cxxE6dBgIQkNaWcETg8Tx8dkMAQtmtkjNy1DxELMQga1ahmBRzRBJGuUWSfJGGyDkFjBQ58Vkk+hGxoS6oZoTShmhIySk4yv2xsj4wGDH/0xgqQMel941I1wxzJoGdpjZMtllCozWKtU8V/86lfwG998C//Tv38P+7v7WC+UhUbJgG1auvia9/tj5JtlgfzQgZZ7wbVtmW/wY4O8dPZQ1RjjMQ0X2yhSoCZfRN+L4IQGnNY21osjvP7CGbx18QwsPQSFikieIFqF7q1kpDHTW6ln8A/euISlnI4//uknOOwNcbjpoGQqCFBAje0mGRjF0lJjUFQpLMS1G0dyveSMYsInKVWaSLEKJ8ie1zQSsRxVbH4YTERIXUwOVYEjEjmUtUOM3/sYyeWLMmRig/A0eJ6+l032H/mfzmDDB8tE5gpp5sp+mXDw0rhKMLP0FlKrgyCOcdzt4+tvfh2vf/1b+OAv/gM2/7yF83M1zBiUgFMQkP9bzKGYzWLvsC3aippvoj0YwewNUNeoZj+CGvZhjV1U5kqYrVg42Bmg0wswkwV01RVbW4ExME3nc5SL9vkr4qbnGzMnPrgJTwMoAyqn2cRXMtD6U7M2XnZxzDRpb9tFuVKBE3rCO245Dvq2A1UzxRM8ZOuAhlrNWVy6chWHuztiQTAYjGGYFubnFzE3PyeDpqdPn4jiDK1dTwY9WGFeZOoOWkf4wR9/Hwf7R7LZe90+/vj7f4RX3nwLZ1ZW8B7N1TRFNESz+TziyEWjUsJj10av30ONgrMM5GAGCUQOQGdUQm4I0WB/M9RS2A9Vc9qtY5z0evK62XPUdUXaF8S/spXBSEoRD1mYsgRTaT5+Q9hRZKGFIX7YjdHL11DQfJQ0uqk6Ug0EXKQJIV+ewEp4LFEflQdQs/cIbu4E+XIeuZwOP9BBT3oGSf79gIMRj0pQtJHOp0pXLpWuLOkDExNLkzOiF5hdElbGYYRpZISySDM1n3xnKwMlYPtlLOIpLPGKGQ2OS31YHcHVr+DJG7+Nd+uXxIaEVdNXGgl+4YUihp4NdTSCfngEs38MbeIg8tPyG5ELJZrIhiAzj0pZWp4loC7iIUQRMDDE7gSTvg/fdsWmwiSjLKNDy+fF350VjmHTDpoq+Dos9n2l185AoGIynsgBILRghfCpTDr0IyTHsGRwxEOJ65p6pEwEMrlUxBx+hJ3bN3BkZlGuriMejpAkASgCTT0Dbl3em+6kD3NURaNUwHevzOJ//nQojMFqmSV6DmWqxpdL6PkMVIqsZzewQZ8ouoTSl0tXMygVCrj10fs43j5ARtfRCzR4gY6KXpCZhOe04Xce4xuXl/H25bMwGORMDnx4sMuIVgZxFJchlCyJiABQcH51QbpJf/bxJu7u7iDSMqgvXUDecxD7gWTDVGsS1wBmmcw6ZWiaQphirlMmVIwB00E4VdrIgGEVwG5pwhmFSexxGkxVZvARK6BQbIWUu3cQU9N0eR0x6drT3yMfTP/3NwXT06/pLA8lO2F6Sz48qw/BVrGUJxYOsEPIdJ09mIKmo1ZUMWOEeMPZw2oU4lvnNWTmL2HGyqEYbyIec/2xG6ZgqJl480oejzpj3G0leELB5Z6No6aG1UkBatCGOjlCxgqwVCthJzjA0dEAV5c4UQsQMtOYOJJl8UmztBMYhrAcUpUibkYGTV5gvknPk8GCmWdArCOzL0X8zFWLPSn24mIUSgUc7e6Lp5KXRJgkMQZIcDQYwtByQpmj5BZvZt60sLG0JsG0VK4IxIeMB7oIFgpFlKsE+OpwXRvFUhHGzp6UrrPNBiaDLn7nd/5P6EYeZ9fPYSuK8OGnN/HJBx/iG7/6K2LD0M+rmFuYlb4nqzeK0vJ+tLtdLDSaKObor85BTAj2N1TkoE43C3ceGVacCFIL0SrkMd7fhUGxaQqECNOHdiacyjNYqjJh5WLj5xJUqcVKC4cwlKCNXBPFcy+i2HJRSDSUY1+GHRRe8RJPWkaErnFCzex+0j5CcrCFQfAcP8ln8bWrWRQzqUQiqHcqizqWIOlRLYrWyVOfeB5mpNDyvljZnEDQJFuhnibN/EhBZe9TGHvUoqWSVjqAYzkcT2y4fiCC3jBDDBIDP25ew81ehJq9iZpBFSUDO4MTPO1GOOkPMD46xLW8h/l8gFinD5YOs0C4UkYm8gkzUzJYPBvxwIc7ctG1bXk+ggPmc1FV5Iv5lCiWoriENMFDiJPdyGJ1YIFMKybblAm0cqawwnKlomQ7RJeErgfHYYvCECFiIj1UMyVs0LU1E2RAX3BmV5qlQ8nruIYmwruPcevDTbQnQyRmHtlyFaVaHYVyGcViEfVmA+U5FV0vwt1bd/Gnf7EFGw4WqrOwinn4+QLm189glOyjkjdEjCYMW9KfblQrsGMfvZMunj26h9DuYmmmjLMry5IBUiBlvV5DxkywWNMwf+FFzBUsyaCpT8vJOCtVwWwzzLJ2DiEK87ZnI0h8wYQ2qgV87cXL6N16gPuPH6ETqFitsK027ePzECFMieJB1MydWmUzFvBrrChJAJmOl2WvJ0StyHcAlQFUOPSalPLUuFAN9umZcMXI9nuwf/oJjNUNSSxk3vDF6Pm3fKwTjKwkpmQwgtFLFAQcLIQBcpqKqqXjYlHDSqGEs7kEZxp5rJUtlE0dGewD3X2gaAD1BUbZ9I0pHo9BxFiAi4tLGWDRRN+P8HSQwye+gW2zjF7BQ72jIOP1Bc6yMFsXo+W9w7EU287kRDzMyQQi/pJQfoMMl6ngCS8yg6RsLOHyp5kmT5esZkpWQ93LkH7e0yESAzDpmaKvaBaQz+fgUn0mQ73DEOeXFmi8gwtXXsDCygqODg5x0u+JXii1NOfmVgRXyeyPGQUzI24YTvpq1TocNyfyYMSwcqLKXiQHQZdfuIrf+ke/jcZME+yN/qv/8b/Dn/3gD/Hq6y/jF7/1Szh8+lR6gAgdAZqz4d0sZNAfD9ChbzgnrSzTrXQDJoSYuL5k0rTq4GKiS6mhmShWqpjRTegjNvsD2I0mRsUyRqMQWqYMCzYauVgA6o7twhsHGA76SNQAPNWHQx+vf/tr+CffeAOP/s3vQsssIqGcmZzcjGbUWKTakg/HtTE53MFs5wEuZycoFzWMXQ97fR8XZ3JwJ2PoVgEmrZNdXzCo7EewTOdUl/xy6gEweERhIgceNQW4mtn74r1jNmpqmkBsuJ7pRCAQH5dMEhpJUh+SEEr2yx2xy/hPvvoCCpsD3P90ExNVkczngdvD/7LURKha2Hl6jOtVG//9b74Os7ePiBJ/7Ff2PXT7I1m/ppgVMvtToRdM0EmSBomek6A+XxAkAYda4lWlmVKae8MJ1ByFZKbDPZawMESgm22JKEhJA6wA0oNfgZIx5bWzXGbCwPYSB1n8frFegRokImhNSnSmVICaNZFr5vGVr7+Eyxf7+ODGLXyy20bH7uHk5BBargRFz4m+weLCHrLVMv7844+QaT2H+5MenmSrmFk5ixMa6uVLePpkE7u5PDQE2D84wtGgi6sbc8iEPZwt5/DWRg7/4q2/i0Yph3wmg1x6EktoSZlhLKt5v4ismOobhKwYU0NCyhZQ0JBVIFW66DHPHjihdm6sYaGeE3bj/e4EauIhN3Lg6iRi0B5aE1KxNKw4C4hJrOAVZYJFnjxDp2g/phkqB0waZQNDwSezz0+pTd0g0VwTKxho7L3TBTYLi9q3t+8i+qVvAIUikKQ+aDI6nyqAfTGGnmaep1/TAzUrYhlB5CGf6Ji1DKxWdVxrlPBCw8JqxcBcPs0MJE8mPYWUTxlAsHSmqLGKxGHmx6BJeuFpAOV71tWkXgJFVcUrxQJeUQ2cQMGtYoyWbQDuCShasFjOoL5Yxp5zhIlNFk9ZeAfm/0PYmwZbdl3nYd+Zz7nzffPU/fr1jG4A3ZgBAgQIUqBJkaZIk7IjRSUplipyucpJxXFVKkNV8iOykx8u2T/iJFbiWJVKJNnUZEmkKIrmIAIkhgbQjW70/Lrf0G9+d75nHlLf2vc2INpJLqrx3rvDuefss/faa33rW9+quIh6sWiREnAQ08yVM+Y40k1mWEoqDzGkMEKqRXBJDWKNPHE1xwHJG0xGEJAWsNnQUWHN866PPEqwv7+Lax/egFuZENxt0O/J56IkhlCOKDJCAWkq4Niqpp5ZcIaPDKOZGOAAkwJj2LYQ5cMgkC6On/+7r+HI0lH0eh088eg5vPzSS/iTf/37uHf3Dh65cAGDdhfl2oQwAahOH3GChCGCYYBW+wBTDQ/12qQIT+sOpb6qKDfqI/xTjT03DpK/a2zFUWngWzfW4EzOIPYaKJcnEeU9TNslzNZrOHFyAb29fQw3t5BoA3jNKual5bKJwdEKXvj0y/jeux+iHRRYNkPEQSi1yCRfk38dJlRr34a1eQvn/Q2cq+lwHQ+hJMBybO/uYWVyBVaJjfsyMUIMU6MwRMpNkGErBWKo2hVnsOgB2mylESGIBjB1GlVbVIrigKWvbAeSIYgzBCwXZQLSdjEocgSOLo3gQlgIiQ1PzePYUhOfyUy894dviZblRLmMKdvArLOHE00L88c1VLMcO2+8g7qZC0VId0zBn6naL54T51ieSVRGDJAbdrVqCb3J7w+EKkfvmfAEExOU7XNY/59l6Pd6cn2Ow6RSJhgidFteY2M1htjE5QTX4wasEwvWpdCDnlseJuIomFQfs3JYFQ86RWNYPRbqsAoK2hSYmC7jtc8+iwsHHdxZ28LmZgukCa4lPla7OYaVHC+eWMSvfuk1/FrK7rgH0KfnsPqdHyGKfSTVEn72+CJKM+xhZaJ/tkFnF48cmcZCeQ7VEgtBRsU1GtmU9IQlS6s2bZbVcolrBTLTkI1MaipYNMFINiVWTWnGSEqWyS3NIhY9EKrx5f6SAmZFvvCeT7PLwjAQZymGKetZ0fqUnRGobpRwl9/piZIsYxjqfOiL0rCKXi/F+BV7QTxRYqkEP7lZZxbMpEDm6DC2HyC4/AHsT30KUZHCjTO5HmXG+H/up+rn2HCOf5rEfB6vlnBxxsPTsx7Oz5QxVXEExFYpKxpMXdxvVhzl1KakWePAEd+QHWVEGRjhkBxR2THG30JflDsSsUq2R0sTNHILn5xsoGUex7u+j+1ogLmJefzMTz2N9956A8EQcI+cwMAP0WiWkA24O5EvSazJFo+FuwQHkd4Xw10en54Mw3Y/8FHWicOV0WUJppEIXkg+WzAYolxR+A0raizbg+/3ECcFWj0fj584J94jJbjKpTLmpiYRhgGCQKnSm6SmUORY8Bc2ZGM9ri7eML1Rl7wRw4BpWIKHlWbnUfE8MZ7DfgcP7txC92AP/aCPP/vTb4j8HEOviclZ7G+uimcb6wbSuXlUYWLnsIejQY7Qj1GaqKM+M41Sow6LxpwaraQ6McwREJzGNMX0/BH4p2yE5UksNUqYdnXMzC1IqezqB1dx5f5tVB12+GQHSrb2tXDY7uLSrZv4/M//hyLl9813r2GqOoM86IgQMJXuubB7XMgPbuDIwQ2cd0LMVrmAcsSsnqFiqaHL+N3e3MOF40vSL4h0pWGsXrdS0psC6WxqMaFEDQJ21hM+Yx2paAKUUWo0ASZXWJ5nV6F5ZeSuB61UFsYGF0JNZ9dPc+SZRECkQSvVcPP2LUy19vBfvbiMhlvF/FQFk14HFVY0MZwsEhQhMMxNxHkiGLFXrqocAKMUUmbCEINuXzxEKg1qjLo8E67J5mssniikPNBICQsxqsmhM5GpQZTkC0I6wqJg8kkZZ2hsIeMI1YbiyuwhRI9a9Cg0gBKHlG3jPQ3ZRTRKYJXYWdSBzuIPod0BvU4gSvhsusi+YItTVUx5KzisT2Oj3caEX+BKNxOxjtlmFU22UqnN4/CwianHH0OS93D/5g3MLMzh/NPPYqE2DW1vG4XdBLmvcazGgG1JqCzGoNIUKUIGB4bweSUly4VO+iPhGH4m5XqkODeNYyFGM04DZFRdo/dImKgoEJkeimoTlXkPFL55/vhTsLdauPfmO7A7PbBhT8Y1NqIjsmqNDBxh1ZDqRmxU5rvq2EA7REeGD3qfLBShzaMBZXRBfrTD4hYaejmuKX3XMs1AJQiQ/ugtFM8/DZP8Zi0RjJ9R6v/fw/zNV1bwyFQFNfaeJQDKK6TLTQyIY6NJnYIsVPp+rGkWYDgfLVip8OHLKoMl48kT56dp1B6aUnlSsAqN5VSkUBc+Zmp1XCSp2L+D65NPY6qq40ijgjwpoTx/XvoLOd4cyo2mJGAqE/S6XIVrjhJI492BP2lQiZsNBkOEaSK0Ga9alkSGkLhdV3r+BNQB9SypcybuFvldHPaGGKQays0Z+HGBSq0hHQMlkSH16pni7BmmCMQyYypDzPMYbVBMHnAV0pALZSdm2Bpj0GnDrpaxv7uN1RsfYtBrw3JNvH/pXXz5q1/Do88/j2FviNwfSDnh6UfP4aWXnsEgzvH1//Vf4KDVxsLcJBqzM3BqVcF1lGev6EicaAbb+Bo2Yj1Fw9Nw8egUMrdCogiWmiUMgy5aWw/Q1NkJwBMjt9/rI8h6uLu+jkvXP8Spxy/iuVdfxR/9xetoJQUW9Vh59FGEIAkxPOzA2rqCp7N1nG6wtI5eH7uVkopI+hOrY9lssIStwx7caoiJ6TnEpiMSZbA8aF5NWjxQLDfyXFjlKly7BN0uweA/twTNo4YAM7g8IEtLOcashaewiPIyKJcnKlsj7DtLIoTmAOXJEh6tP4UPfue38DMrdTiTdVWCO4xRUGIw12FmfUBPUalOIUlN2Rji/UOhwDBpxLG0LKAxWZPIilQvIVuza2tBj5HZHgOO5UmZ86A7lMQWI4+cddsuBVrIS7YR+YFk0B2PEngsizHks4yCDJGKpEfGoI6JHA1FEkkCUHPJW2b7+kCwRSYINeqcZWypE6G9ewB/ECGIC3SDCNsDH20/x36YoEWIrzIBBxl2t+5j6JVRi+rQox5a2/exdOE87JkmKp4rAtkf3F/FsYoHNyCnkuOcy9hT9YFRAo0Ry2zpgzL65DqLWJbLDVMYMgWVLVXlGntdWTNwJhtwvDLMigPDawiUYzL5Z1ui31m2PVhscudV4DF6BPD1f/KbeP9/+McIHWLzmkxxi2aJtDvCVAQDyBihJWG+hkZurNglTJBRQpw+HW1Swv5IKTIzQWqlrGwW4RHyJzIzlo0QnIN3biNmEcxzLyBNyaulCpuYur/ifY5tzdiwms+tVMVg5qTGRIpDRXecvH6qzDOLxP9oIKRjIkdSKDDqEPKneIEjC8LXxkfnFdK95puo8kMXmt4iaRysP6FyeQFMGhaea62imZv4QTaNcO8Q+tIsqs1j6Psl7K7dx/FT5wVgHwQDWGGqehZRFEP6N6nabam2YfbTcNDkLp9lMoieV0K/zzKyUAByKy8QDIdizFkpwwxqmCWoN6Zw8dlP4uLFi9hrddDtdYWgTgktk5mdOBOKB7HNvOiIziddc0t2SXXR4n0y8RawvDADdRXzYIgwjhC1E9y7cQ2d1r5kWWl8W+19rK/exeNPPYGtjXuC+c016sjCDpKgj6lKHcsrR9G5fxczC9Owq8S3KHzA7UyN9Njb5w6t66pfdlIkOD9VQXH0OH7wgx/g29/4ljTWYstcdm0chj783kAWA0VqGWJNTi3g7/8nfw/t1j6+895NTNYmkXcPkUUpWkGEYPMGFts38bTbxkzFRpw7SItU1HMS8jwZ2xM3FA9NKScdVidx7Bf/C8SFh9xgWtEi20mKDKQySmfWPJbSVNa6yaTnQiHeSlFMKbPlnB8J6lKrgYuY1TSsQMxS5JKZD6GHkbT0LXsVXL5yGz/YCvFSGZiLDlGEEYx+JKWRScmDmyRwmHg0uahMUHw418nUoHEACoqYUrjXpXebw2DkIx5NgThkNJXJZ0ijYmfScr0CXTMRsYFZyo6zJmAoXqJd8kQ6jfm/sBfCq3hKTV0v4LkWIp+yhF1koSHljo5rSdM+4r8CUxFn9kO094BhL5KqoJYf4EE/wk6U4dCP0dMIUdH7t6DpJXiegUnCTGGMwW4HKGdIDyKsB4d45blXMVx/gMnmSUzMraBUd7F69T1s93YwzUIC5kOJG7M1KScaaWVWFR1WHLGk07JQmqqgcsRC7gEJk2bcFExN2oYkWoFKeRFn55+joJwYRmY4aQbEjkh2ZOSTsW0Qq7GiFKmr4St/528junwDd/7kD9G0hIUttkjZIeKm3Huo+kWohAkmaY6LOGOSlX8wCU7DmUpUSPvAzUCy+iyScRUnlQ5HwXp5nguTttQv+OHbSJ68IAUohCnF2x3bstFPRrkfN6JmkSo+JTme0rmGwiCcyGIkVbsJHoxLla/LLjCiJqj3cPkqA8ufqvpH/FAZLJXLl9VOpEQpE0pnReX68/5w63KR4kL3JiJ/Da8n24j1JSnnJB1ieNjDYGtNFtF88yhM05UbyyoNTu6xl8vFl6UsOUt4KsqFJ3dV1+CyT0/Jk0FmKDroe2iRFJ0ocZDUcOSmsEdM62AHRxePYtdxpO0FnSBpRw1ISE5jSCk60m2IjbIyZLwrOhRqoPfCckR2x+x2hGxNY3Hv5m1sr93DMAywtdeCbSrqyv17d7F+64ao8c8uHBVKShim6O7vwMzWUCo7qC4fxdTUDHRm29l2RQ2xeAKClo+ud5yZdN0KNm7cwW/+b7+DYb8v5XhU76b3IMR7TRd8l5CDCJbkwNK5R3CtU+C3L30feXkSVuAj9CO0drZg7n6AF9N9nC9BiNdhYcrmIpspxT6IfxmKUsVJyVYwlutieOMq7r//BuafeRXRoCsSYnHQRxwMoLFVM2v76bSPSNJkhHDxynxkTb0YUCmf4G+i+cnunHKdBb2xXKICSv/FUQh36Zhgkh/evof3+zHWeikWqoR3CqQ1E04vh0UeWOGhGxnCV3Q8XRIP7DZJLoOW66pShdgrr8MrqYiM8oQlS8YkChKUiH2yUk0qmdRCJMQUBwrno/wUPR6Whmp2IUkTbuaEv6L+EHaRI56ZhfbiZ5Ht3US29gBhewO9Acs5SU3K4fsBDvoFDvwAG30fO4MEgaYjNkzEmiMVNk6FPGGG1QadYhkl13Ng1GxkDQcBu0K4OmI7QpgY2Ir3cOgdwiw7yGpdaPkOhmEbw9VdZJaHbgjsDXL0M4BQkj07BXdhBlExAW+CBiuG4UY4cbQMo6ISYATn5G7xnuUR2tE2DrvbKNWOSQ4io6ck0ehD90rsw9g+0RBqUY6sbONz/81/ht9i5d/aKrKKLhsDx8ogOkKohBl5zv80kyovJpaIO/M+CJlRhMlpADnfudfGytWQ3mCcCzS0ilNa6Dn3OYlqrVt3kVz7ENbFp5H3e8glrOQX/b8/WFgghmbkzIgxlIEYGVCxtmx/yMfI+1TWiZNcufY8IfWS+lsMKnFmEZYxcUIAACAASURBVLzgmlWexeggsviZHVPUbjWuvNy8SPFCaYB/9OQEbnpldCl1Z2WSHWPIfXxhXvoP0WvkQ8Jn9av8n7kk7lD8CLPUHDgaVJKGwzxQzcvYj96yhd83M82kTYHALePN67dw0Oug1qxja3cPh/sdnDh9Fh3HkkSOLXW07MwRSSKEuCfDGCY6uMjCKBA1eiap2FubsABDrjyJBF+9c/Mm/uj3vo7nLp7H5s4B9vZaYOmlZ1vShXB3dxtnHrsgi6zX6QhdY3vjAK2DO7hw9iwmFkiwp9SaGkveEvFCaTjHZUBy9zjuH/F1e2ypbBpwHTawUyMmFXDsj5Syw2os5zB75AzSIxfxb64foJyXMIUUrf1DtFc/xOn+TTxTGaBcI/bHzcQT4jsTAdws6BFw8+KObTG5mBWCBrGMVYsSbP/e/wG7bKC0eAbDvTVk/RaiwIdLD8m0kZvkSDLbbaiQ3bAEa+dN5dySiikeO6e8XIK8NovcnVCiJUxICcUlgxNHmFqYxu5hD1e397DeGuDWfopnZz3kcSgaAVGzBjz6IjB1AUWljvT+Jehv/RFQbiCn2LZOTK2AxbGmt54xAx5LzpSQDxeVVXFgl0tyzbHvS6JEeJw8f1ayEXWwLcTDVGTlOKe4yUporBEaK2DToHU68PtVlC++ior1ebS3ruFw4/+SSIcbMxkjpGsZSYZGnqBuGDjHonxiqxnAGIqVXnT+QJ4tScLKLwFDZRrwwsiRawm6yESy0DCq+ABXEDPhnHJN3EbZNmAsAvqBiX3Tx2aSYW8qQeawFNVCbvqYPVLD/MwjqJcqUq6aZgOE/UyKYajsL4ZLxIi4+BhtxtjofIC620TDIGWLjQx/whj9xJ85qZR+jsaJJXz2v/7P8cd/9x/ACgPmCxERFsgMMHpUBpROG/mrFFVWKmN0pNjVgSEEw38ZC+YB+RxVxSikTrtBL9Si9VHcanZXY3mOEw4Qv/4W8nNPiCcvveblKOp/H/c8x0+bBaVK+F0j5Xb1tcqdGXt24lU+NJ7KkCoUQnmWyoOhdyAHUh7haKOR4zGCH2EWY0OrvFr1GXp3srQL7i4GTpkZGuY0bhHc1Ty41QVUPRv+3hbuv38VRTxUbVGjWGrY9XIJlcaE9JsulasoNRowamV40kXThVGqCqWCHkoUBNIHKWoNkQZDwatcLiThv1Kkw8SRYydw69o1tPd34dk2bt+/j+WZOczOTggskHie3DjWqnPnD8IYNjVCddKZFD+QQDqNqevwJhV4+02K0JbBHkepbuHlV1+TRfVg7b5kbNfu3sH5x57A3v4+LFMTzHZhbhpnKHrcD1GtNoW+YY6U9tX8ECRIogVOEiYeaNQ5wZhEO3HiBH7jN76MIFeq3CSwU10q8AfC36TxJ4F9drqJ1b0A3922RbOT4e3OzZuorL+Bz5ubODZpwyVmJAK1uhhHbna6zUSawiZJX+EElbnA9Ww6CqMygajVRW9tB96kIisnCRNvripWYMUOU0/cFaluRUYHN0FEAs+o0Id8ZOJhiRBAWKWT0QsfST/LZsLZVy7Da07gzbfex/urd7C7torrtg6DrSV2Q0R7bbjk6556Bf2jF8QDsqt1FNffECNI7ibpUpIgpFGxDTGiTOYQgyOmSViIJHS2jGCewLXr0pSNGfospDJQIZ+j/BtrMSYm67K2wl5PKGVMfEQZ0Bn4ONg/RK9fxqPtA0STS9BKTWRVB3HBbp2uQFyeXkVTar15GGogWMxmISgchGaZdVyiS5DmQ0neEVIhNYxGIcoTKRCJCzYVVEkWbjbchCxUsVx9FY4zgW50A+2FGzD7OYZttjqIkQ0GrHlDRbdEqyE/6GBqroaKMYO0pMH3SRkr0I/XYHsdIGO4/TGhH9CDPcBa50NUpp8SUWd6qeJ8PTSkytrQGNFcJFTmyjSEcY7zX/gMNn75F3D1n/2msAO4qcXkwVIhi0k2UhhZCceMuwiAsbhD6d3SKRLRMhbVSNkdue6awDiE1VJukDY7HSrnjrtjSk/UM2F/eAvB+j1oK8egBUqPV86PhusnHjSopuCaowQQr0K9bexJEmRSmXZeO48hJm+EA6jFQtP3V3EBjs/YWvN4pBXQ0KisvexV4gyRyE3jKWCw0M4LsCY5LrjrWVJznFs2StVZ7Oxs4u1/+t+ju74uXg8/w+oC3aLX4kC3HRGMoBRcvTmJ+vQcJhaXMH/6HCaXllFm5rrC2t0KJuh1RpF0Ohwc7sHvdmGmEU4cOYp+pwcEMZrT03iwuYbHHn8Mg+UlrN+9j4PdDdSnZ7CwuCQ0iQobx+k6dvdboinUGw4lw88JWLNqMmA0au12C3EwxPFjyxI2/wc/9ws4dfZR8ba+8+0/w+//n/8cly+9iyef+oSEZFS6ubF+F3UrAPniTsJSNBYS8jGquhJ8mWA/XUI1cRnGSFJF+HIZJqencfTJJ4UnyfI28lb5ed4LmVCaBsc00Bv6+M7vfA/t/S1MdbZhBdt4cngdj02HmLXryA0HgySGRnUkGohck86O7PSpom22eVbGXDKyxJW4YLmguEFfeBr26cfQO+hKIoZ1/dwk6JFQiYrYIqMlGn/OG4bomRhYQ+41x5j/KI5C4+XWZyV5w2w/r4MPbvLUImXVTsvPsL67IzDBO3sFumGBWrMB0/NRhD3Ed29CO/aoVHTpi8egHzkLc/s6YDlIghhBL4A3WZUKLoYzVCDi4Ocxa9sLhIMYToVR4EhLivXsmY6g68MPBqhUSyIuTP1SkseTMMeQTejaCW63U9z1U9wICtxpJTjyiIt/xjr+nDznDAWFx7NIJaLozfPauPa4TrhBM4Gjx6KFECeadHBg8QSz3mzMSMFhnhcNqci7cNNhSYtAdFxfrPPXUNbZCPAIpryT6OQVvB2vImQ7nss5JvQCw50E9w8H6GKIybk6Fp+q4pHGUTjluhJXn9Sx3bbQpoC26UMDq3gU4V2SOmxrrafYHtzGtLeEhcoS8iwQJ0sZ0o+MJ6+RV+qw5bZGD5KbpY5P/6e/hp2r19H50Y9RLnGusYhCzLQYS/KrSSPjpsbiHxpTIdWLzWJ+RTWPFGeNeDLpdOSqPkxKsqPBKL+jk3fqIBvGCN96G8YKW9VwO1Tl4XIjPva/sX0zM8a84lSOLSyNp5g9MZg0qeJlcHAkoSQwmkwoWSxC5eG71MJmuM6FoEA6ObBarCMawsPn1bfKzZQxo4cjua9UeKUWS0JrM0jJzTMcdCIfJXLi3AK5RXEAYm4MZ0b6mNTLp3BJe4De4RbWblyWHZtNphoTE6hMLWBqaRnTy8fRnF9CfW4GpeYEaovH4dfaqN9/gOnZBRxZmEdAQYowQbfTwsbqHZw49yhoHPdu3RbqjfRAGjWC4+/TE3XR9AwofJJl2Np6gINuF2Xb4arDKtvF1mpCUZlcXEHZqWDj7n0sn1yBpZMrl+De3btgKejzn34F+9tb6HT6MKpAEKRYMMuyUdBwMYbmYmKzPxqvNCMtjA3cMrDslF4Qf3J8LHrWQYCCMAMXo6h6c/oSHcqQUlxXt/CdH1/Bu/daiO7fxuPlFv7OChmVNfhJA0GYS/16RcgFJLBTLDqBmWvirTELS3EQ9ohi8ihmuyKGqEWGTqbDfuY1HHv5p6DZHuL2Ntjgq8gSFLoDd3oZ9snHhHzN8J8C1VQv4oUVFsNpJVpNI0l2g2TkRwr9BIBGu73yXwqIgnnkJ5JVf+lzfxPvbG7izuqHWN/v4rEjLiz2eCo82HtXoPdfRhFmSPb2ZPxKpLdogOVSt84WicLkYIjcM2BVbeXdOaYISTNXFrFKqTuAzZDeUdJ7Za1A2dYw7Pax0/Wx2dOw0Utwo5/hei/BRqjhIC7gE9riJhGaeGxuAeWyjSIhDEbFCGabWXWlmAYPnRHCZfQeNQsRHQwaVsrM5RFC8kTZSJi4ezxERs6VkGloUGgGsoeiQGlOOEJDEO/jTueSbIZVbxqNaBGdlQRL1gXU0MDTRRcb63ewurkFs9LES594FjWPojEDSRo6uYEJr8BgsIQwogbEbfEy2X2CyRmhdGmsbe/iTusSmm5D2iJzwxShFpmByvaI/RHzS6ybBo1jk8KeqOC1//Lv4w9/6e8BnS3A47VroOAPFarYdVN9n6Ix8jiSc8kpX6N4oYWpkHNxLgolqUivlD3PaKu4LJjMpsXTKbpcAZz3LyN85RVoU5PSQiSnSpPYNGUjx8aT32fS2PFAchEqvv7od2X/uLHIzZOvEaoQdw9xM5XHMH6ffFL9jzebZyUeAm8+M/sjb2H8NqGlPHxOZcW4gxiZjtj04MxMwBhlBGsnzsL67M9g9ff/F+niyWqDgouKqkzSy544AHljPDVFmOV3E1tjX/Rw+w7ub97C3TdZLldCudpEbWYBU8eOY+H0cUkOHG49QJ0N60oeyuUKlldWcPXyZdQa27hw/CQ2ynXEfl96KFXckmCekoRhJw4arSSFa5iYrlXBPkD099gXnvXahKeaE1MYxCmuvv4GHjl3Bvpqiis/ekN2udagh3v37mD23lHsHeyJWpVnsp98Tbh1kmSRTaigHZRQmRgzS3GZSGFlDvmvcRIh5j11Ssh1VXvOZA7DaxkPCobIjTFFdGN7v40//2Ad8cEB6ujix/oMfsYJcKFiwCAtKSQNiwyGWGq+UxpmwxSjymQdsU+XRoeUEy5rV4OVJugVNmqf/htoPPMKDNdD3Bsisx0EiQWzOokhW9U6dSw2FlVy8mF9vgKONG4Uoz2dkQ7plXFIARcLIQVgDH0E0Yw2fL7Zj7EThrj54AEm7DKef/aTeKu8iLuH7+DRyQw56TNeFdrhKoyv/zo0PxLhj4zizZPMlNMNKkT1R7LwLlSXgA6J7GVoeipGi5iknidIqKAU5OjqGvbDFJuDAlfaGa4PNaz1QqwPC/TzFDHvW0E1IYUNO/QkWdBlFjhx7IiwAMT7JkmICSJ6rtkoISv8XrXAMo13zqSa5YgypAmnktJsEQZidEmNi9NCChKoQEYDSz4OdWvJSxZ6YhEjzdtwLRvtbB+IXUxZp7CtX8K1+Bq0B4/i0TMTePzVr+IpXRe6EtWsGPgT4yYTi1oR1JvlTfL7k9DNXZhGiwM4YlSwHp1rMsdhfAX3ejWcnfg0TG721E7VVfXS2Bbw5+h2CxQg3Rh0YOnpc3jiH/wq3v7vfh1zQQiYJSRyXIrOKFYPxb+ZBuCgcs3RwBU555HyiNnimBNIJZkh14PUglei2r8qAacF9LUMGR0BKu6/8Rayr34JlP6iNGFEmuC/xyM1JZs5+tKHWOfo74cXxysTJpLKdtHICWVAnbPyWEXUmgOqwjAJ7eRzYkXlYkiG5YMLmRcpCQLaWfK6KN470hu1iLvMHkXBBIU0YIxgl6vIj5wQfDM4CMCqEekNbblgtYb0hxZCO3u12zAdVlBQSINqOBQXlfSkUnTnnpyyQ+E+Vn98Hx+89X2sxib2Dnr46t/6GiaPLEloPDmzgNnFI3j30jt4+smnhNfpU8ZMeIep9BrivaS4BfVPeUx/OJTEEa8vjiPxLo4szmE3ijC9sASrOQPNquLVz3wKv/2b/xM2795CHASgcva9O7fw0iufwiPnz+GbN/4A7795D59+6XksLs4IYE74hOEKFx95kSrkVdgKcR+W0gU0aswwumX0/BA1tnSVnVZlH2VD0xg8q0qf77xzC7cOY7h763DqDr55Zxsn/Qz/5OUKPF01vyMxv0xM03bgU8g4Ic7rgPOZ95SYKwE/l5zhMEbbW0Dt8z+N5ulnBE9kdpRhVGJ6ONDJWiiJjhNB+tmMNVfUXBXfQzZ6mSSFLkaaSk5UcCKnlnxaJgAZEbEU0Bl1fuRYi1G1LDy4t4UNP0YnTHFMN/HYiWO4snYDXxjsI5Eac5uKeDAOriMvLNSZALMcRLoJMyNVjQkQ9tViO5UAnvBPC+S9CEWsSTJjzx/gXjvB6iDH1a6G64eFcC8P4gD9nMlQZeYstsUm6Zw0uJHnzGtj0o/3irqVy8tHpFCFgSmTbvT9W7nq/kpcQ5JrekkSsjnxT8tDnlJfV2GCsmhIr0pj0RcwEkq1ObAdWxJn8l1U6U9CuHYB2/EkpOdAH3SvIyq14ZQ82HkZjlHD4UwAI3ZwkEWId1fx2GPPYK4xIboWjhiqDMOUKFdXrjlivyueV1qB6fSQpRTvpvfHLDeNKAmkXdxvv4HZ8hnM2gvKgDEa+hj0p+zByApynlM9LdSQWCae+sWvYm9jFWv/6ncxNUhgJEw4kpGaIqbADplDvE8iOKRsDGc4jaLUNTARyUibEBEjDVkj7H9IvhG9VwURsWaekVnsmhi+/jqy5y8CC0sCJXLt6bkhuRKZn6P/iR4oF6JajCoNNPIvR+aRc1+dDMdCaCc0jB/DOWXrkO2DT4r1lZCegyITRj5I91qdKI8vjxFNRW09lKFi+ReXU4a8NoViSKGFHG2/j6x3A3WKJcwcAQYd2CV2BfSkttWwXbCihZlPlnMy48ksJI0nDSuPywSPctlV7p9gcrVRRbPvY/2ghZ3799DXHfzpN76Bn/tbP4+SW8W9mzexvLSEODqKS1cuY3KyIQpC9VoVvt9HO+qLMSOlhdJq5WoN9WYDrdYBWvsHaO3uYXqyhihMUJmcxuzSMu7t7OPc6ZO4ceV9fOfffguGprqDUn18f2sLQauN7e4hNtbWsbe5htu3q3hmaVpEhMlp4+TkRsMHf5BzSAoPvU+G1/RUWV3VTnJh4HExMVk03rQ4Bmzexn41t1bX8O2r2/A7B5jKDtErloD+Kv74Sg+/cuoUHp+1kOiqmopallTToZgDdTmJP1FngGRj4cjCQJ+FAPOnMP2Zr6G6cko8EYL15P3GmQ8n6qOBUKa2mRVwKQ5hkDNJwRA1V+SnTBC5Oqmq4sxhHT5r5rkpOY4pBpPXTM+ak5FtWLhYbq7toJc7aFP79MFNnF55HN3GCob6Iars8thqA3YZulmB6TNsD6EnMeDrMLwcaZ8iJ6lIA9KT30sNbPu5YJfvtxmO63jQYytuDX32YSpUuM1AitlgjzNf2jk7sjFwc6HnwwQeua1SOUSl+WYTZ1eOYfnoEekzpTHU1FggQqodK5NIq2PPH2o9KAV/JtJ47xJTl/5PlGIPNcI1GRzTA/Uu48RH4EfQSaezTJGR02JuskxqUlm+gOPq8EwbftRCIzmCij0Lx27gaPYCuul30Tw9wP6whj2zj97ufRj7O+J/sHKNVVzCutFzgbpYuOF5Ooq4hMKsiJq8eJ6EDrQ9uNwSdAeJ1sJ6+3U0Z78knxeO5cg+jCMjZS8UtY0MlgEZDkGKarmGl37lP8Kdzi3sfHgLUzsZzP0IZTaBI31ObJGSVKQjIY4Yk3pM+DF3QMEkGn/OV4OVSAX0xJQCEeoOsJyWkBgpmgxCdNODN+gi+LNvo/ilX0ZOuhh8Zb9o9B/OVdLtBaRWXqO8QJfqY4+RCZTsJy+Qng/D5LFxpAWh8ZV+JQ/t5xhHFXdT3Hw6n0QK6PWPv5/fx+PQbNNj5QqgqeZFGM15IMnhH+zAXj6NzuEhHty9jZpto8Zwyi2J0TQsB6wNZ5hqiUG1YBI/Y3kc2z9QQozUHw6MKFmzjlrWtmorxO7npiHCx/W545goN/CNP/tzvPzSi5idncLW5rrsXN/6vd8VbVJmPT/5mc9iYXkZtRqb6FJGzpCSz6lJZulT9LstKRtdPnkKwaAjGeTZxWVsH7ZFGmyqVsav/8Y/RLVUkkoSYjJsnxHHAX785l9i5swjuHbjOuZqVRFu0E0mBtgDhhuBag4nPEl6HvTsYtbqU9g5h1drYBBE6HT7ePTcE6hUag8hGpmozHnbpCMV+OO3PsTOIEKxfRduzcMl9upJfGxub+B333Fw4a+fhs7WCDmVenREegg3IW1HZc3LFWDI4gStwDBIgFPPY+pzX0J5eoGlI6B4pmNX0Nl5gLS7B6PXR0PTBB+lh5DHZSmsYMKQcI56jMltSgeU84MbQJpGIm/Hv3kdcawjolA3ZeRGRrTTG+JuqyuJKaQp1rMc9Y1VkRtc0+u44PVRsarQkgzhfoR0GMHxWPECCS27foLDToKb3Rg3Ohmu9g3cHiTYjXK0Y4AV2pTtc0nMtlSX0ZIkNdhLa1SEktLbS5EwBNcAz7BQq1cxcfIYzpxYxrkTJ3Di1GmcXDmGo7OzUqgwYNkxBxMJHK0MnUIYkuygroSMlHhrpm4pWbg8lIQSPSryECOqwFtlaAUVt6i7qURLyB7QHIUBpqSWUVQjDxD2Unk/547vxNgd3JFeZUzczJqT2D+8ifW3l2G6i7jtdlCrTYiwdZV6Ao0y5poGjsw0pA9SPwjRp6hMQJJ7ALO8iwJMFg2QF/vQiz70jL5mgq3uX6JsLuLk5AvQ4kyEkMUDIQGOSUfObbm/3Ds0OFTRikL4loPpxQW88tVfxtf9f4hkKUa44WH6to9akKCwJDYT/FOOQSKBRg4vMVtyG0WVWfIETKCxDJSKYpZmICgGKJdJAWOBhyllxNRydewakuvXkd1aQ352BWDxjERuf9U+CgbKicsT5k7JB2+ZPMY7BP/ghckPFZI/fJ1/jp9Xn/or/xcsVHyEUbkj3ewR7imZ9NGxBZ9gBlHLUdgezMY0TBqF7i6m3MfhPf4Mdm9cBTrroklIXT+G8Sa5e/zHlghs+GYynLcFV1K7N4u2eANVppbJBzH4o/I0egjM4Nkw4egujp8+K+pMr//oL3Hm2DLOPvMsvvl7v4977/0IzckG9rtDJC+8gInJKcmsawzPHBptE4f7ewijIbbXVlGfmMb83BxmZpvI0wibG9sUfcRPf/Y1/O//8z+VHkqnTx3H3ja1J2UQ5KYf7O1h7syjOPvERcR7e5hwSmjWKJzLUjelkJ+MdkHeLe6yQs8KQ1jVCqI8x+2NBzh14WksLK+A/FWhdQgerHY4Uqs++GAV37+9h7DXQinooT95BPvrd2D3W0R88H9f2cJXn1zGU4saAt2GEQ+QBwkslypKlvRN5/fbhSUiENnjn8TMT30ZXqlJtxi6Z4rEXjLwsbuxjioyOF4NueEiIiTFfp8UHslYtugJjqsmjpof9HLGUnb8nZ0RCEWMFxjvtc/KI1YiSTlkjvt7B9jthEgyS8Y8LUq4fkhRDwcHC1OsiVQk+iwC3AY2Yx3rPRs3Bznu9GLc9DOs+UA7SDAgDEmYI6UXQ88lQ1nUf5g5YJdM1X7Ep7gKPdE0E+5opVbD/LEJLK8s4+LZUzh/6iRWlo/iyPwSJqvEENnaIsfhwT6G2w+k2ZtgCgUFO3KU4aFOzQlqR1BVndad3hPLJOlaGKygcpBqpig8RTG7maZI8kMRL9Z1B6BQBuvWjQG6/bZwHrk+oiGlIB24DtWt5mGaNay230d7sIfn5n8BNWMCZkpdiLewtHKAuOvDKpeAYgtlowFPr0CLy+gHE9hu+aBaFY3XlJ3BqLByqQ4/30WQsAc8q/5sOMZJSVQNkjUkdozNzrcw4cxjwp0TbigdJ9KqqF7FdSC2RAjslBhkZKKJJgEV4p557lWs334Pb/7wtxA/Mon+7CLm73YwvdaRiKigh8wiBSYdKQJDPQlinxklIEhpokHmvdQF02cOgToQ9FANVtaTrK8ZSKTPvAs3TBB87/vIT8+QJ6GYDLJWP3IgTbq2dM9o0wRDYEw2fowMqAoWP/oQb+j4oSb0yCp/7PnR94zfJm4vs7PiwX7kggosK6fA+IuGgd6FU0FRLaPE4v8iQrx9D/a551BeWMLB3ctoai4cSlYJ1mnDdG2RcWN4ScEFKc2j90mGMUm2I5oWz5X/+BBvm2EXS0Ep7mtboIAud/zJmSk0Jz+BK2+9ic3dPThZJFxJcs+mG3U0qx7KNpsa5vApWcfwKMtEcGR9cxX+oA/bKWH93l1Uqx7efusdpImBv/2rv4zv/Pkf44P338bTTz2BnZ0tDPoDETwZS+4F3aEkHGbnFsF2Ci8/9xyqbg2+4GE0IOTx5cgTNgVTnRv9kO0guENouHHrNhZPn8eZZ1+CUSX/lWE9J6fqEUXQPAkS/Mnrl9HKLPg7mzg1UcfbQw04OIDld0SA9kF/iH/5+n089YWjyNCRbD0FjgMmkMOEqQIJi4ZDA9rzX8P8a58BaQMOEywGNzJTvPBWuw9zZhZmuSRZf1JxyGVlF0pWgHDjpHGU5B+POU4qju4NNziBLHi/xwlP8v2kOMCWJFpEcZM0w43NA3RiDSE1SwnUpin6CHFvfwPdchlXMgs3Ognu9Eq40jdw1w+w5w/RjzJhcNBkcn4y6VAitFIMUdh08zVokRLrptoUZfao/lMulbA4tYjjy8dw4tRJnD55HOdPnMDRqSoqLH+kcEa/j2G3i7tvvoG3D9vo9vpgccPe4T4ev/g4Xv7EJ1CwQEDoRgZstslIqwrOYug5rv3XclDImhS5wLKlComYMyGWLDcRpkN06FkbCWpeXQx6nCUwzYaI2Fh2irJjYhD6wmhYrHuYKS2j399HJ9jArn8Vy86jqCWzsA0P5WNDaJspHEYMDlfuPgwjgG0SI2WEU1XFAUiQWzoqpSrqlUm4xQx2O5ekwq9uPY+mS5ZFgrKxiF68gcTo4tbu13F+8RdR0mvS2E7XY8GcacboyNN+soCAbg8VvuI8VfSwShWf/eKvorO9jb3t7yKZTXC9OoHW4iRWPmzB3WshzYawWKmYFYil54wG/qDJoRIYH2StxMzIax6iQEFC0DlWtGPEOnO5v4QJkwe34Hz3DUQ/9Sp0n5H6x+yjsIZGtvAj4/KR6SNYL4+R0eFf47CbFyeTXfJGghwoKyxmUBlbZVzplvOLmRwnuKw8WR5XoAAJ4/mHOjHxRN0aEtsTzqEzswC/04I3HEq21iA26lSgU7ePkmfEVclBlGoodTFiFGUvUx7X2Ggq4z3yREeJFe6ADOFLlCWT3kHMMJqyjQerJAAAIABJREFU+y2fPoPt9Q30On1ML84jijLU6lPY29mGc+2yZP1ZFtrttNFpsxdRjxViWDh6XI5xeNjGvfuruPzBB/jqV34Wf/Cvfxs3rl7G0aVFEdzY3dmWpAhZAxwgbgCDoI9hr4Ws08JXPvMpnDixIqG50qBQorAktadRgLAVwY8zIWYPwxgHh5uYO/EInv30X4Nbratbx0TGQ8qPmpCvv/0efrw9ABIN5TxG5Fawc+0DaH4LrBPnwzZi/Kvr9/Gl05N47byD7oCZfZKqAddI0WXdtt5A6a9/DfVnX4WRJzCoxOOx4oZsCMWQqNeaqFcb4rkSw+VrvDW2YLGaJDxIRRkVSckMkxMgsMP5THxesr7sHDqajxRrIeGdhGqW5foRer0BVnc7CEBR6yGKJBQFKVYT7Q1i/KOrXehhiAd+iGHKLG0Ki8aZZHiyB5joGmVqBUwtEvFMIuL0hWpkVm1QD3YWR48ewdnlZawsLWGm3kDJdlCwQGHYxs7lS7jdbUl7l36P5+bDjwOEZEckTExRDzSTJNJTL74g10EZQiaB6ImbVh2RxkKNUDLYLKy22DxFpBtHdJ1cR0FZQM1ESlUpVtEYVVjxAMNkgMO4B7dUF3yW0oBUkBoOfVDwyqvqSEINazsfwpv1cKx5Fpe3trDeW8f84jOo2i5q4Rns+z9AmNu4/2EHJc9FvTkBz83Rc2KUyyEcO1DFDyjQsWy4bkGWESqVWVScT6ETfBMd/z2UrWl45hQqzgoyEvsTeog93Nr6Os4sfBG2NicJI10ct5FxojOns8VyD73+Nky3JFBQ3sulDckXf+HXMLw6Ca91Hde2NbxZc/HjI3M4ttrBkUs3ofUGLOIUrJgaxWZhSOsZ5jq5CRNaYQ6ESckoJJ7MiFWXuURHQ9hC9PrNHC6Vvv7yTRhzs8gePQOtH8v8HW/0goGODR0nrjI2HxlRmcwPvTb1+vjDY8PEl8eWefya+px6/uH7eAUSShL4Hz1GBlz+opFN2VirjISlBHmK2tEzGDzYxrC1B98/RKpZyGxmIlUCh9UHnOHSqZKLlh6MgO3qeQIS4+tjwoGJlocUK2KtQk9Q4QLDX2bkXNsF27M2m1MiMHIPOdoljW1xEAYxNh88wDZxPaHxQHiQTKrUahVMz0ygXKlidn5B+uO0um2cf/wxfPvPvyFJoXNnTqNaqWN7awODfh+O541w2lwUnhKjwN6D+/jcc8/hk09eFIHjhOpPmi3kYbgmiIVlkSN6o0m7jcN+iB/++MeiSP7Zn/8VNKbmkUWBVM9kFOvg5KQUoGFg0OvhG29eQ1RqwtrbRK1RxlsHIaLcAs68iJhwQULhjX20tu7jv317DWeOnsFC1YbPODJPEWQ+eo1ZVD/9S2icuyhN5gwqGrmWSA4Sp5WloOloTE4oDFZYHNz1GaIryhmTiiwA5YT9CFkaG0lxR5V6joR2DON5q3PFAOFPGmoC67mGjQc72On0EacG0nCAgm0hpBlfBC3pY51KTGkCJy1QprdHhX1ZVoWEy4zzGIrTYNOwsjKKakFHSi7mJuqYn5rCzOQkJup18bzTTgerWw9wmXoHwwGCKBSeNDE3EtgF2WdVFV0fAf7VdTHRxOQXo6uF2XkpfLAcdgNQibBq9QTm8Xn0wwOEaShJW85t7h30zEjX0fOQnZikuILnKk3+tBxTVgYrGCAoEqnHn6y4CPSeVLWVaxYGVPUfRqi6KQLo2Or5qLs6at6cRDXre1dgGPSwD+Fac3DnCthpjDwypP0FCfwRoQHdhGv0FRNEkl0+0qSLQdpDIO1YHKTk/eob2O7/EBXrGMJkCM9pCOTC6oJudAV3diycWvgKLM17mCzkeqWFoppZHDEyCeH7hEc8gYS43usLx1Ct/sfIbn0Xn5xexSMDDz9Y7+NGdQYHx5axdO1DzF29i9LAR0LoYhR5sn8XSfRsC8PNmPAX7UFAWhzxYRHBSaX0mSwMPWaBiAPKtGTf+j6ymSnojUkpqJDiVRaBcPLxP+UZjsjJozk8Nnw0bh//XUwwP/MwJOYHlCX8q+8bGUkxasqgcSeldyLOBCcDgd5RWMoMMbNhsVXGMORi01GemJLMZNhpcW4jNV3pQV8k3HdTIdPb0o505BGLZ6zcYGbV+JCzE/xMGXAmHYrCgKkpxWt6rI4JoUyQ1hB029jffiDgP7OBcwtzCAcdBEkPnqeI/VwEXGRcIGkRolT2UGs0RKSAOy0J1hNLs4jCAT649DbWVm/jhYuPw6sxK59ic/UuqLxO40GM0qaUoCTkgCXXwWufeFqybqRGkQ4jHrZw4ZlAiUT5n3SqYX+ANz+4hrsPHmAmBt74/o/wbGFiZmFWEmnMvqr+MCYcs8C719ZxbT+BXjOQHN5HEvbw2CNPYPHVLyAoT2MAG1EawB90EG/fx9sfvIn/8d0e/vFzFlj9NghTHDbPYPYLvwjv6CPIwiFsQgQuE4Eqw88xJ61Ejf1H2LoQrEmkZkJPRLCVEZTIQJKJYmVVqC5eM19X3jnnFTdHgcdGDATa4Xa/h+3NLby3to3dSBdIJYkCZGEAdoGk3m0Q+9BpCJjgiVkdRe4ss+0iW00ytJT8ERbyyg4aTgkV15V+XmViz8yqi/rRGtbSVM6PFCTOeMkAC0xJRSV6TvSURzoPo5MllYceb0D8TcLTAIvLi5idmRLPtFKqodxsqCxxUUV5el42eS5uoYlxdY3mMj0oWWOjiI3rRSI85oh5TuIxKyNOqEHp46bicZFUTq9LstIkk9MLSyLFTiHpnVhulsM0T2FFt5Vy0fEC4TCUSIG6CbxXZEHwGHJ/ec8FgybfNJYqqoJlvuYRWKQaGvxu6q0yIjJRcivihTdLNsr2rESe6npYNcRNYjRvNKBamUSNESejTHqPKRkPFvQohVaagHXyFQxuZ5irDPBzC5O4vnmAN9cD3K2+iMOTp7Bw5Spmrt0Du3yGVHayTASSlCPerCKLJMol1I8d4eapzV7ax6gqSXJvdcuG3d5B+hffRfHlr4AaomwJreWWVNGNbghDJnXy48kqI/TvGM+fNKbjd6mfDz3QsWc5MrIySDLllOGV0ZJFw1mo7C/xLnoYvm3DiHIUpobQyDGIBxh0qZ9pozpdB4bTSHpr8JIcmkeyPHsiKQMqmO7olISywywpvRV6yfR++Nq4AoH4KDmTbDHBKhS+lqbY2d+FY1lo7+2JCEO5TNHXOsIkgMOdiwLGNHyk/FIj0bZQbTZApR16Emxne7C7LQ3l3n7zdbz39ut48Zmn0ahXYddr+PDyNRweHoIyZwS6uSg4HdmylqH8c08+IV4wRYfJd+M5StmrjCWTihRRZkWSgY3dHdzbWIdVKsHwytg9aOHKu5cxvTWFpZVjmJmelEww+8zz3B50DxH7Wyi621ikZujpo2h4OW5c/VNY1SZir46BVRHSdGfCReupT+A7N/4S//LGAF9bttA/+jjmv/grcKenRLtUxCbGmyfHb8yxGt0DNR/UZOAmwHslcI54orwbqiUyMWCC+2IX2MNJDK3aVPge3jlpGMbNj1OGXUEtDW+9/S7evnQZO9YE8n4b0cGuYG5azLLNUIjQSClCEss/UT83CNswy1tC3bbRdB2Qb0ooxyLMRKc2VwwH9oiiV5lK7zBldOT8GXYzgcVQj324yB8RlayxAVAeDoeBGWaOA42hSOKlibSS4QYaUpWdoT2/kMUINEZinHi9IwdgZCQ5ean2RDaJfGeewxmp2vPYHCfRI+AICb6sMD15jhuQbEIflb/SzI6XKT/L8+QTY2Mt904ogMowc50wKSMZcxpOebO6O6R+qWPw+mnU+X/V6JDHER4Mnxw/2KZHWn7QKFLmkBsl762C3dTbxM8Tt5vfLZi5cDhpbA1otSk4Ky/i1ns/xELJwLmTszg96+PGxgCv78/hxuIMOqfvY+bdayjd3oJG7QuHvFWCNjkS4qApi08MhKEuUox0riiOzpLPTPqukazPKjsb3rvXMVg5Bv3ZZ6nELQ6cysJznjLsUlctRoYGTxm90RXLgHxsAPj0x57j2PPzsgv+xGfHx5GffI3eCb0JuhBjXEsGLoNFbp9uwg/byPIIcRjgYHsXWZhgcHgIq1ZCaXoO6b2SKCMVSQmpxcoQhhbcnUeI8djw85R5nlTQZ2KCxGlONpZwsVVrrmgw7PPSNXJstXZF35OGgQY7bB9ibX9HqiMc1xOiuJIoM1UPGF1Ho1ETmTsuNL6HgiEes9VJiHfe+TEG/Y4QdpmhjbIMO5us5+euSnoFdz5TWASEIhanJvDoyVNCFJclwZPmBKSh5QJgHTvXGttQOA5ur20Kqb3MzCr78MjEBlr7LfR6Peyxdv/YUUxMTEg28smzZzFXb2LCKWNidhZGCbj7/mXpvJlQ+9PfQR47CMjrzDQMrBI2zz+N7wYtPHdmDhe+9HPQOC4Byd7kKqqFwzEemQ6ZMMpwKgiHN4ALgD85B9R953NsN51hd78HnbXvBPFHc4MrkN4cPR71U4X/NAbMxjuuiQ+vb+Dr/+ZbiAwTvlNgcPV7cPMYSamOQURlnggl9FAB+54baFQ9eCVL9ViSZnoqAhIPPWOiIhTjIRJ5NKAjxXnuPVzKYgjEyaBxVMaNuDU5m9SMFTLNiH9IvJMbI5NdTE7ynKk6T+kUo1IS+IYKY6Sw0YgOh0yIFZJNZteE8YPfOXJk5fslufKwiEKtRxlPXs+IpaDuhOJBju+DLIIRUCLHFKyPa1HlJ9TrTKB9BKaoc6Aik9r0eD28jw8/L1WJo8hAIlJVr87rLDQKv9DwKg0GgZE4SWRD4ViNDTmbz9Fjp0Ql6WDKs+X7CkZeGTs9EHJguaolTgPtByXZmfSuziwirJzBb//w2zi7XEV1RGmaMXX08wKbx1ewe2wRC3cfoPnG+zA2NpA5oeg7mDkjXtUwk21lzDQXwXgh3RvUK1bke542oRfXzBH92x8iPnMceXkKGhshyqQXI8NZoi6Qk5gTnf8kvOIMkv1Ffoze9pPPqc9zkOXBBcC3jCaAvHt0TO7W4onwNXkzjUQBLS0Q6iUMZ+bQ7w8x2F6Fk1iw62WkNlVYqDHJlgoOUKnD97dhZ2SV8EI5+NwVVOKBx3uIy8q5jxav4EmKayiGSDNFu9IlLJek6O0fSgsPNq9jj+2+3yNZCK5FMi0QsuZejICqz/YqZREooafouSXpFX/Y6kqLDPLj1h88kEZa99d3ceHC87h/+xoGBztSRiaORpYJtkPGAEOo82dPY7LONstsz2yK16iyKSpk5MQzWChgG2j3WviL9y6j1x3iiVMrcCtMKiiPyRYVKB2HBwfo9HqYn57E7NIilmemcXxxVojnaVogTzRcePo5PPWJT0rPdxodKi3x3LSYog5qgR2mKaYonmITQkiUZqyYFSmeU2v2Y4tdTQLefm6U6qd6brRxjiwup9xw0MXklCO6pwyJZdEz1JKNQ32eE1h5UJpkmKkxUG5WYcws4catmzCSHvqpJq04KmEfK4bOZqCwvZp4lQzP6V1y52TzOqnY4pcTeyRVhl0a5URJFSODgxss5fk4R7mBcc7Q2IWS7KuWPTFYnG+MVuhFHrZbKLJYogqTXTVHtkhFR9y8lUg5jQL7bQ2GfTRqZdkYZb1xoxFvTa0/NQ68fvVPGTk1PrI2RwZT5j0N+8jS8v008OKf8Brp1MkaHkVOEuYrg0TYhd6svE3aXajs9/j4pFFRLJvv4eYlW4nk25Tyl1oLynSIl8jmf6RWCRxFcRueB4072wmrjhE8jiR66emPIjpofXmOa4yeLb+PWXlLHLMhrre3MFGZwNFSHX7hCrG/xICN3SzMCBudCKsHfaFpESKkpCC50+wdxcq89UdXsHdsHs3LtzBx6SqcVkvwc82xFGzIOU01LTOFZunQaScSUWhQPFO2Va6WUGp3kH7/TeALn+cWoIj0HAQ+1GAokzZeADISAkONDOzIuMr8f/i7crvlk6NjqWmnnpenhHDMm8lXBPqAybIpustUw88sZGEP+qe+Au3iMyjWDqGbNfjDDlx3CpVmQ3qdpH4gtdZJfRJ5Z0OSGjwXXgG9L7kOBgL8amXB1fdJfbzycBRWp5Rb2GMmsB1Y+hD97U2gUsPOxjpcy4SfBKLKXWKvHnLHhsz8Q0o3SV8qlUrS1thwXJQcR373wwRetQG7Pokr3/8e+p0uKo6HVq+PducA+ztbXK4SBrGWn3Qki1lhmwIMGZ6+cBE5U3sMZ8SrUAk3FVaNQslRbyiWMx76Ie5tbeGw28KFgY/ppVMwBQtTorNUUidWuru7g1a3g8mZaczPz4GGnyuLmwjFbqURF+ECnQrilqjWG04OkxNHt3A8JXTBsJU0JVW5QViE91KqSuQOPJw18gvvgaLAKS+Ff8k2wKw7ccVcbUInTixL2lXUlXgLuXGzbYYchXe2EE+BC4OPwA+wtr+PONPwc5/7LJ48dxY3rlzDXjmXTDiNpUOPkIRqqp3z+wwD8YjpwNYuDH1FPzaJURKvViUY5bwK1ZSM+KF4jawhJ05tsYWHhSQO4boGqJpFj6112ML9jQMhfrsWF7RqNKg0KFgBlEhpJWc+lagoANw+PMTBwT4mGjVJrCnH1pANi+E33yttjCm9JuPNBAAFVWwhrHMO01l5uGZleSovlDCAcH8/NoLkQNLQyqY0SqbSRNFYMUlF4ydeNcdYNi7V64tLiBQrhxVlI80Myv7xdosOLBc3HRd2LhVhUvakz+CzSIG9y+js0GNmUoZzhb3DxFvn3VWODI2dTES508rYc57RMyc0xXU8iDqoeiWYehN2xkQwCfEsPomRB5GwcajIxmOPdOalLp4wCK/bCQzElouD5y9gcHYFE+9dw8SVWzAHXaTsOsDIII1hxAaYEKEfSFaJTrEf0TvNRWAmK1kwL11BdPEMMHf0IwMqu53M3XGYpaYvL2Rk8tQS4ZFHtnRMc6IDSFBWzXdlJPm7QhwFKREqCDFDPlh1womasg99SrA2h5b6SBZPw/3SryDxTWTBBpyJBryqWBPoYSyk+YIdyQjgVli5oeptRROQk4nnJmAn67NTFTaK4rkqIZVSqJEBV7s6wwOGwyZs/pIGiFhny06RfiK0Hdf1REUpCIYSbnKycNqxfrjJsFh24xTlyiQShtumg7n5BUxMNXD1yrsi5urWSiK0u7F6F529FjSrApNjlmdIuMo1lmLGeOrMWZxeOSneZ0HyOjE1mV1KiYcLg19IRXoO6N7OrqjNG5aOXpbj9XcvY2NrD5/7a3v4zGuvoerWBVNjVQYrLWgAD7Z3MGj3MTM7h+bstMAUTPiwLUbU6tAdFC3IIiMNCTDqNViTs6IxyV1ZMF4aGJbRje6w3NOHi3U0D+ROy9oRszn6U96ly4QUV1PmknqN2XDSmdQC5rwbP2h0mW2nsaAhY0PAI25JPGugg/KJI3ji1HGwAyoJ6tvbD9A63JduAQx5A3+oumGy1HW0ubJ6i6uEos6cC57rCczC57kx9fodyc7aliU91mnECkvHIivQqrPotFuiqB+EgeDQ5CIz8cTeSQnnoTgXmeitOo6ihtGAJMTyHFcy/q12V94n5zQaTXFmuPRGEIaIOKfk7qbI9QQGmQJccEQVR5GQWrsqiUfTK5ENx2q03vhDerGzispjlyN6F2qdM1E1ftCIPvxH7Qji0DqkY6o4QVJHriI9cVCIC9Mo0qNkyamE8Uxis8Mqr90SCTrStEiKpdTg2JDLLJHpJEeQElXCJFzDvW5f8gus6GIZdLlmSjFJyfaQUF1ZG+mu6ipzzvFk6WpBShcNq8Ataph4dJafJ1z3xKpzDX69geErL6D92HEcffdDNK+vIR8OpDCDtDZbog/VCp14NMvoTWlhp6KI0mCI6IfvI/6bJ5QB5aDJjRuP5MiQ8k95fnyjJDoeG0o19+XmffxmjZYLn//4Mce7nzK+KmPI0jE3p4huIOox2qe/hvzYSejv3warCsSjdFwMO32k3QEqU03QWPBm5eUqAsuFJ2WkgpjLjkxjoHBAFfaoRS4QtdwcckbHlTm8bp4n7QI9TralYB8YYnOGbUnJF5Ve/OFAdjFipqwQ4SJuNOuCi1CYwGMKHwW8ShUTjWmQ+9javYuTyzNI/dPY2zuEWXLRah0i8tvQHQ8pBRDyUIQmEtZBpAU++9yzqNXqCLgfjiYXz1HdBy4ZhYPKyOsatra30e/35Rr4HMfs7vYD/PPf+hd494PL+Nkvfw0XL1wQ1SpOBHphPB5xx82tLfRaByISzVYnGRuXRT7MOEI+7MMoLMT8DKlAQYSwiFFaWpZmdsSbx2vzY1NGflWL+Sef/fjfTL5xWrP8V9HI2F+Is0phkdx2uZBVllQMAo3FqBiCr3Fe0dOYm55As1FHq9NDu9OVclYKap88+QjKF57FYNADlf4P9vfR63URBr7UP3NsS5UCSeg/vA5ilvQ2WRrMWv9KpSoUl26vi36vqxgTJQ83b9+WctzFuTnh8G5s7UgZMTnEBu9p2UXZNAXLpJPAOmvlyZIKZAtcQ7yN3hW7wHKj4LWIwWVRgXieXHc5PKuMPT/E9+7eR9WrYqmu40ypjla7g1KpKokveqEccxox/iSUwIvi7+P1x98ZNZACRKX7MKSa1UfvH1d88S6p8FoX0XFGWOSAisHl/GLoP2YBjN47fj8/y+/j2PI5fnb8nKwnR32fPCmGlveZ80B9Thl7XgeNr4OdvV3h+ZYlUlKfEpX5kVjReKPlUQgp0XvOR3CLGH61R8i4yk0WGyVfBo3KadDRbczh5qcmUT97CqfTHPWsgL++wUZlqPUzJE4XRmjBLpWRsbsEW4IUCexyDvvqDYQv3P9Izu7hYMtwKaUfnjZDBXGzxgPEn6N/44vnAI8/ry5VTQA18GqA+Dx32vGHeTO4cGL2j04ypIuPwHruM7Biyl0NgWoZrl6Gnscwp10ctjpS6VMxPeVIlqvCB01ZWVHizkIaiQAmo5s8+nZiZ8RDxSvgtSiMljdPBIYplKKTB2rC0zX041jEOHiNDNdIheIuzVCYWdc4ZE0226MaGAyHqEj4zv4IrMYowy150np26+49nJ5fwvzEPH74+o/w6PFjqPdbOFMr0E5DbDLzx146TMSkwPmzK3jy8XOSxebCcyiwMQ6rON40IMSxRguGMzViplC8QCakmCRj8zuVyX/j0tv48Pp1vPqpV/E3vvwlrKysCGOA3rqpRXC0Ak6YAC0NOTuUcjIzI0n3hcruLCog9YcVPb1DaFaMbOGI7Ljje82FOX78+54bv/aTPz96L42oOgYxTgYBiomhyu94PeSJKgxYbSrKy+HdobFgOwcNM5MNTDXrmJ2L8WBrF+ubD7C1tSXi1bV6QzxI9oVqtw/R6XSloaBl5KKGRAoON5W8cJEmscwTCvfyOZYS1ipVJGmMbrcnSTkaqO4wgB8lqNcaqDQmUWPVEQCLPaegwWNrYho1kwUZqrkhlf9ZueSWygpOiCPRXwjDCJWK+3CNcX0w7DQt0oN03N0/QM3cwXS4j3f8AtbUOUwXbMcSw9No3DhNVLjNecqxHRtPPs+/adCq7KVls+zWf6gpwOXC9/Df+F7yvTSSYpj5+VGUwePwOUnqCRbKrgOk1/27a3/8vdwEOB7EO4WzOz7uCNP9uDEezxHeWX6G48VogG1eiGWyekhe+Ti8MDKSrETj+ucEkvPhIPI75Lp4NDWFOHckUY4ClpZJFBgWNvaXluE3Snj80UfwxLFlVHsDdFbvIby7hmR9C/reDrLBIXLKF5Lna2Vwgj7Cb3/7oxB+PKk5qGLoRgaTxlNFxYoGIRc4PiMJ5dUNkxmkrl0uVI4zWl/jm8oBU8aYV676ObPDYh4VMD/xeehTi2Ikc8tFrcSeN6p3N+k5zYUSol5PkhcE+C1Wt9QaKPZ6ckx6nWoSjJJHzEbL5BkpQDFJRYPEgebCJ8jNTOrI06MTUPds9JIQekrul6rgyZIMTAgwmcJwjXyjZn0CJsM1O0aW5IiTDMFBC4NhhPmjGULPxuHWDhp2CYOkjTOnllFnw7LdA8wbA0xYJpqmjU1fwxb7vDgGXn7hSdQnGlLzPPYU6W1J9QqNJ0eV90LEUdQGV6vX4Hgu/CHrjhX3kBOE72Vnx2Ea4Q+++ce4dOktfPGnv4hXX34Fc7PTojheyTNUXE9oMUHKZmP0pEtoNBpIgwjR/j5Sp4BrV+H32/DtGM2UHUhdFRlwY6XRlrvNIR3d7NHf/18/+F75x09zkRHv5YHYsoFKObIhE2dlhpbUNoanMukebtSyOPmUKJGreVX2TJw6voSlhTls7exjc3MLrXZPemKRblYuV8WLHxg60mAgITl7f3NKEDeusvXLaFGOQ9v/h7w3D5IkO+/Dfll51X10VfU1PT3Hzszu7H0BCGCxBAECPAASAAHSJCGKFkMhM8KyHbQo6w+GHaLCYYcVdoQjZNpSWKbFkGVSIilekgCKoEBiT+x9zs599PTdVV13VZ6V6fh9L7Ontnd2MQBBMhSu3Z7KyvPle9/73nf+PkqIhmZjcfkoGvMqg4hMj3B0XcdHUbMwP1dBuVJDrpgXRyKlPUr1BO8g4DYh+Jg1xUVC0nDpfKPTk3GpNMuooU36RKmJnIN8RrlUxXHbxpCliaMIwxiYN9l/ir4p3ZJhcW4JgzvQWFTkA4+RKfJ9rl9ew9LSElzXx3A4wPLyslxL22VqU2VCCM0WwoBkHJIyMQQZH40lBplCQqVM222iGXDoZCwUL6BESKxYltSRyACJ4VQxrXJNyowTxp3yntRePnEczM3VZd1k2ivBb0SS19W7hsx441ygX4N96dOsIHpLon2SLBKEObaL24Khy/NU3zOEyYv6yFADmMZoX49w4aUL+MaROj716e/DJz//OWGO40kPWm+CYKOFydoNYGsb460daBstaJe3GEgvHDN14L2X7sVWwrmrpgqX7J0fAAAgAElEQVS/+ccO46XCgXhM3Kf8lRwgIVJHo4SR1FsSCUo6W00GVj+MIgdxbQnB/R9FNHGlYuGUqn3WhjP0MXBcNhLZfB52pYYsiWHqw2c10UoV8fY1CWegE4QEx9QVpvkpo7xaXTkSMj+lxj3Li/C5FP5JZAZ0gsNqOuzYR8ZnyWIgDljMqgDTyooROeAghRoqlTlA7JM2MoUcHN8VSC2GLTkxaxmF6O9vYuqOMIqzaO/tSm35UWsDWX+CIaGx4hgNE/AtYH3k40j9CB48fhpRrAKUaUOiA4ESL/+EOSUESssg342VHZvlGmqlIoaDCSSdVYLTGSKnpAKDzgHTwtr+Hv73f/ZryIUBfvkX/7ZAkoUTD8FkAsedwCzlYJN52HmM+j1MNjck/c1emENoBNCOLaC2tIRsqSChPRKjSe8mx5rt+i4/6nrlJFPBwELrZCcS+cAjyrY+RRCRChKJiKpawlCFcEUqJ13yejL9DI6vLKBZK6E7GGNjYxNrazfR6fURUfLL5aTmvDcZST0hqn+Ukqg6CsORSqUsd62wZCUcR8vIdSzjIuqp0GEknneiQtXn53FkaRmlYkFg9ziGXHjZQcpVwnmg7P/R1AOR4T0CC4hDTS1AfGumu5pTxRwjY4r5LNCODGzPr+DIoI+7WGlz7EqoHZkn+4HzkYw+naPclzJObvOPC+sbb57H1u6+Av+OY8zNNTAcdFGpVjGZjERaXl/fwvIygUZYddaT4oi9XhfVKsvXGNjYuonmUkPuSelakgdospiGyNsmdlptDIZjxTx1QxxgXPxCoiqFPuaqdezt7or2dGRxSeJr2VaVYkVC0lCv10Am2ul00ag3ERpMa2WtKoYgJgIbBSKGNmV0tFsezl/ahZ6jxsjCksqsETPEThboWCIAaCPlo2gy4YJKhxbNGrxGEjYQYe3Kdfz61WvYXtvGT37pR1AuGHDqdegLSyg8dp+Qm+OOMe32UdrYSSyjM5MgHRB5lWRw0oE5mCeJ5CkEoU5Us1pIP5GWOL04yRKGK9/pDURKUtJLxvMx+fADcKvzEuhKzMfQZS2ZAGaeZRgUHJWdsWGy9kzWRuxOEA1HEubAScMUPXEaRawOqcA2MhxZKiBcqdgWSqhMf2OnsR645D0LV5JWcRApxXEVt7NUySJkS0UwzW7sjulaFImtVCrAyprIl/KwCyW4gQ9/5EkVv2PHjmCp2cSz//Z1udfazesK8Trw0dlto7ezj5wVC0DCXJ5ijwnWzWFe9fzyshT+IqGQAcqHErSosYn6Lq4D5bukI464pJViGcCeOl1YGqU5ZfznmsbUU4bi/Bc/99P4r/+zn4NpEZFmKqoy4e9oxshlC9AiA51LFzFo76GyMI+oVIfXH0EfTVG4716JvWUZZ44uJzn7WUmF7Oe/iI8QmZKEaJpgdUkBb+acoFpPxiAcR5iFjHbExZE7OdKMXyRqvYmTJ45JDvvObgsXz7+D9bUbsihXmXo7t6hig2l/pBSfySCXL8JOUPxLxZI4XohmRKZISY7SJWmI59BGyDAdWUmIOSu0Rm1SOVUk6JxSNRc9GlyInuXH4qgijTO0R8xJ8i5K7ZQeJYiHlsF8roR87KFpZJGbX0I2ChAWCTaimCd7njRLOqekSbrmR4B1EsmUx5iBtLC8KJ7xXJ4hY3mMXRftTp+lgkAnKbUPy86K02T9xppoO6wAwNjMhYUmikUTg0FTJHXa9alWV8oV7LbbOHHyuFQHbbV7uOvkKWHw7c6+MG72XeARTd4QBtveJ2CNjo3NDalNtry0hGKO6Zyq4iZpjP1OAYwAIJHFQogTaEXyE9XVygbKxJcA3fEA44yNvJkFNQoiMUmYlCTXkEYILEPkLvKHBDM36TOmY1MryAhwu+BdCQP+5//vv8Zzr72FX/zFv4EzR+YRTAIJd2LlUCI3WfNNFJfmmRihBvDwFGCn85O09xbnnzmRzJYf+VdtygvKtYnkSsYlE42roAz2NFHJdBiE4bLKiB74PkRWEWboSCoZ7R/tXhc5vYh8qSyxXEWbuJ8GWMgsZqbP5jq6ux2sxBpsBi0HrM/NoFAVE4qYTig1lYSpsvwFQSFyWZXWdsDY1erPiUNPPFMys0QxEmeLivsLWQOIiOv5ojiRDAb+hhqWGwsoz82hNyQWp458xcbmtQsY7O5gwprxzgSL8/NSG37Y2kfshBiGOvSxh/5wgkIlj6qZxSP33AOq4gTwpdTFUBdR1clDGMJD+w/7N1GbJR4yjsTWSi+yjAHP5XhwwJKxc8cBji008Pd+4Rfw8z/+eWTcCYatNgJdF8eGVciJJEHEoMHODqLREM35BeSPHBdQ3rDdx7lL72DetHHMqsIumGAIEJ1Q7FyOcxp8IY34HvyT0pR6KUVUHD/GkFAdJGPiRJPJxuQIOpwEoIR0RoebdJpyBBZy8p7D0QiILbDKaaP2UbRPn8K1q5fRau2i1e1jYWERjfk6KpWKQOixjhZDcMiQ+DzGQnJRzYr3nKDSptyXrWNuv6QGs+sl6UGsttIMSjtknIqdc4ZyDFm/3RTVkcUi/MiTflTvq4aZY05mzWtjz4edAQp5WxgZS8SRcZM+yCxT1Z3Xc5ttJvNMP+xPnkeGsjTfxNGjK2I+6PW7Akqdp92eFWUTYYPbPF8WB5ohGBJG81OW9ZaIWKRL8Trf86SvZJ4k0i8hHQmg3Wq3EQeBZOIJf6FGyFLbdFBOI1CKH7oTtNotFEolofEDO3cmIwX4KP0y2sLKWXBjFvYj0HS6aKo5y3dkWu5uxsSNuSPIE7M2YsYXtWMlPMniQp++zmqlrMWl/CGs2STuHQYbCFxgBhGjXmTdVhL7N9cdLLzewv+wsoJY8+HTlsmFlozeDeERylIakUw4bvOB6SfdTnijPEjtI9OlQ4ZnKjWO58iESr55hL95UirVsrATpQiq9OIgCDy4dz8AnHoULKc1NZh1ocEo5lGKGoLGJOElegY+wTH2e+jvtHHz6lvYuHIV0+EQtWkE03VVeWPabii+J+8hmT5c38WRlKiKSZv5HmSabJtMWuL/cmLoUziBC10zBSjZI7CGYaC2vIBsZQ4OiYBxftk8ul3WXLeREyZvo2BEeOPcmxj1OthzRhJDySJq4Wgk6jITABhczTg11vUe9fo4sdrE/WfOKC8/1RS2N9IUvJrB3mOYk+pHTkCyDNZBopmCSFCpcT3t79THTfXwBx5/BP/wl38Zjz18H4btHsZDD2E4Qb5ShsHSzARiJkqP4yA/N4fyPWcRDMeYbK1jb+0GXnrqRewGIT71sQ9j7ep55AolNOYXkS8VVEaIWhJTcvmefSu6uXU7SniMQCDxRhpLlKgyJUTZITMnFiclA8askvGQLsVnmIDyRjnWhCJiP8F3TZw4cRKnz5ySeFJGMrRaLbjhFIVYQ71akywyrkVkRPRQUwojrfCPDIofkjYXaDoghYkyky8ptyI0z5OoG3J6iCbGqqJ0GvLijFSdZXpgEDBx4ZYtmUsAnVFErqe0S8bDj49Q8AVMXanNVFOZUiwhfEn6rDB8SU1WNnL2I+mcf1S3Tx47qqR23RBwFLoAVHFClgcuyqIgTHkaoVEvCyOl4CDmJKJt6Trm5xuifVCll/mj63iwXpP0ZRaL4zPanS5i28J8eV4yrtgOxklPjYyg74/6A6ysLMMfV2SFYQo02yg+CgEHV33CvlP7NbXoiKQv3SH/sCvDSMfVTAWXmllksozAsaU8sngkOdlk6qg+FDOB1IjnGMjAiKNWOoX9TDsqbe5MASZWZEbDqz0fw5CFVljyheM5lbIe5BkmQaqFedxqkzAf8VaRwcjamUzahBCEIsgDFfdMnk2mm4bbJM6m1BmVhB0I8QtzVrYzOnO4euDMo4iYQ+6OoREZmmg6GR3lUhFMc3QHffS6+9jf3UJ/dwt7G5sY7rcktGbss+xujGaeBKPyktnhtLUKPD8lOcYoMfSJaiCh+0VqoZTAXGMVDiN9IIRNDqWM0qEA/mYE9b7SbCJLj2u5gvlyLYkH1TAZjlF0XRRrcygUCth8+1u4euE8BsOB1Aon8+cq19vbFYmDHkVBXmfcq5HB1NFwdOUkmssLgqJuW1xluVL7kpXF6DOxMytjs0xIjrOokTY9vczhdWT0KJlzNWQX0177t378R/E//Xf/AHPViiBLTSaEM3NkRYcgvE/hu76gzdSXF2CWiyKZhJ0Orr/2Mt64eh3rgw5WTp+BnsvLZO13uhgOhmIza843RVJnaWlWayVdKJoQilW28Bm6+k42U5pMGSl/yzYXO95ITEAqBlGy03QyAEo8gM+x58KYVCLQMrFgsuYCCznbgkvYOUeVFSEK/H333S+SbbfXA219lLZqcxVkWT+JgbDicxTikGgOpUcRCUlmgtjUYppCEr9AopQpYUJ+qF4R50ki/UitLy6CrD3v0d5Jm2WSB06p1ycgcIhAbHUZMH+fT9NYpkN8d0QRUhKUwVApkcyZPcVnMfRM2UBljtGOTEcTs3MI48YFmWMWMSaThd0CBkJD122ZN9TCIoEjhLLh0g5Ehi9SZih2Yc4hxngKF+CY8BwzK2F/zO9fmV9GkFHxsAtEBtNcQewXcJ+chiYdlSw5nKfkS0ch392FQdNMHKNQoh3Zwl67g0rWwtRiZKclKGRMvxQRSfhLBGKetr0IMFklgKY3RuNwbjPpgO/H9NiswsVNNBVGXgjoNy2YYltRnI5OPTqQI3gS/cMkl8t7Gew6Hk7aNnypRaWiQUiGssiSMGcJVgiUqwFnKs+geJvE7InkKEuoImLF3oWixcYok0Q4OW3jKraPqxR38R8yMaZ2sfwBbUOaXkQ0d1SCyO1iSWIOnXFb4hP7DPhutzDY76Df6WDU72AyGoDgwfQYM9jdjQN0Ig0nwggWy51yEov0EQkDna0bLpKAxIiqyUibKScX7WR8f5FyJGxoilCPkS3kUS5WUGsuIluugAW9KDxTFioW8sjl8+jq+9jvD4BcEU3TwEtP/6mg0jOXn15d1r1xxyOMCRwink7FADhmDKJn7vp9Dz6MQoWxnzp0kzWumQfNAHoNoa8wKak28V1oR7Ikno/VIgOxbZKwyTgJeEBJlRLJR8+cwD/8pb+DWrmEkTtM8k0i5Ao5kRyn4wCBP0SuXoVeKCKIMvBae3DWruHNZ57Dn71zEbVTZ1Cci1CqV8VBYIiNWDm5Ou02RsM+SuUK6vMLyBWKCpVI1B9lGxW6UuxOyGL2n5Te0n0po0x/81vGJOVGQj4kovQjVkOlGtPeJXG8NEvQmaHqg4s0KOAlanx5jE6XInLw/DyciZrULMVML29ldRGZ40uqeBth+zgvxLyllgb2LRc3/pHuOY3JXKXtSdNI62pOJFpN0lwJo5NzOEYqeYMGQ5oCmHLLLB1fYo0552J4Yx8BmaCtS5VXTyceOlPgPISiNZGdEFRamTRIb6TLqUaaVjY6tp81lBiSRacJTWlkVJzfTNU1NFr5CbRNmznBW/g7I/nfTFpgbIAuWKPU6sg0aD9UQeUZwxIVmXMmZnVS+hUYQUFGyz9mbTHZhG3WWDNeg892USKWa1RCCNVsSowm06M1E6ExldBBK6RZRoO9tCg1GN4ZXkN/GuJUhkj81DYUniyZo+sF2O47LKkpcdVTxmprRDufQDeyElhvwBOBUwL1iZchFd9NgYrUNMVLOKKaFARUQfpazHuE6HZCtPseTi1pmIpvQs1hjjuHVIrKkVhvEbGSJGS8EzuCYqq8QIWLcHCEKR4QiLp+dmLwenmIupFakdVOUQG4GrnVJtz5KkwzxrC7hcG1dbQ3b6C1t4tRtyvI7lSnPd+Tom1c+ThbTMuQgWbxLVfz4cZAnosKEWMZx2YmRJS0gWQtbaO6RYbO+cHVjkmVVJMyujh2qP5liwWUF1ZQqdeRK9ZgFyp0xwpxkeC5MNBGS0dCrXk3BsMRWLTr7Zeex/l33mGehJgTOJDZfBabV65AYyQBUyrp9qIKTy9pEKEyV8fdZ+8RiYn1WULHlTIhrO9NhHlnOBAGTwmQjMEdjYUx2/kYPo3igYcsMigxJ1cjeEKASs7Ef/Vjn4MxGmB/ZwMGYwwNDblKUeogMeRJ9wOEwyE8U4Pu0Fbron3+Al5+6kX8389/E+d7fdzf2sMTZ+/Go415ZFkaIaPq75AWDJ39FqDHshT9Pkr1OmqUSHN5QXOXUDHSBk8+kOBS5vfe71m6SY/eoke153bn8IjQZiJ5EzaXCyIXGYbjEEEp9FWcJ+tkUSAQ6YlJE9WykpKFFpSqq4oicPFV99V1mnmUj0CxRhX8z5fi3lvvl7aErUlbxH1C8OoFUlOW8F0GjGeE4TO43hkP0dndwngwwGTQRb/bx79/5mXJ0f/Cpz6KfL2KQqGMYr6CZ964gXNrHYlKEcmSzi2WLDaJHG+LPZYLs2lSAlNllJWEKmSATIasTQMz+gjWTImO84nmLjItI2b+Pxkqs8IYv6leScp3U5CiWUTQdFSVA5vO2jgjjF6Gm1Iu76HHkoxCfwEXs4zpShszEUvMONBZdhuuvGORMHus7cUMt2iKnE60U17DOe2iwHYarGAQwKboH9IWW5Dtzckevu+eBoY3Rriy0YOezwiTZXhAMCUCfSoIUghRmqmsgRzD2ENmqqtqDtOJ0IcWegK6I44nw0Rv7GCDtcKO6ohZlC4ZzfTrwNqcEqw4fJKhV+OvHAVcLQ7ogQG4PCfhosKTZdEWbin3To8pdBWerc5XhEgQiwBRrQHdquHCc9/CxuV3MNnpiMTkT0N4opIpxBV6NrnKmjZx/JRRn5lmyDDsJMQkHCA3ZUxeQQaY6nwcU+RXqhyfTUcD4/M4idhKWT3Zt1wZpXon0xMzqrLmyipyxQoMVm+k88pUkHLUpxmXSYbLXg8cD3O1JnR3jK++9BQ6+/uIPA8njhfBuvFOp4fW+k3Jy1Z0qLzqRODh5D5192kwlnNIgIIp4I2G0ClB6SacKMZo2EGpTFuTgSBm8bgAo9EI5bqObCGHarmClVoNuzfXYTGbZwr8/I/+MD7++EPY2bqJ0updUi45JuNXmcHISkqnhz6Rl7Y3MHV9bG1s4fm33sRvv/0OrvR6wjSee+stXLt5HcMQ+EpzBY3VRYkBlMkgEQ1UKRk+E2B/dweDfk/qRNVqddj5rNjWqIOokZfh/wv5J2WsB/QmeYz02jM3O4NQZ9aPjzEXH8OSsDRFx5EKQZPMMmq1DGNiKWymHKpxkgaLsHDLRqmep6iYx9Pn3+7l1PSYmXJibxc5SCRNSoZctJl9I+Y9lu0g/qsZo1m18bVvvIi53BSf+vhHMWFUSjzFtb0Bnr/Rhl20xaE6JS0y7IoR0rT1y2LKhYSOEFVUTWhdQvk0FAxNwE7IGSOdZgANY8eFlWWpaZqPHMSOh8VaBWNvgBKrPzACpZAXR1LO0LDbHYkgEwYeSqUKGjkLz1zcxCgGzs4X8fCROv7wzQvYHMf4wqOn0DAMbIdjHMkW8drOLp5cXcI3r+/iZz50Chc2W9jvjcXvcU81h/YkQncciq9heSGHo8U83rzexeJSHteLY3RcE6WcjkutHr7//jN4bW0PebOIB0oGLtDm6RpoNjP4pY+dwu++vourLKkS+HAnPmLWSiMgOzUMOIBGz3oWOWuKuxpZvHNzT6TyI7UqqjkNFzd3JCKBwD70TFH7EEfhzLiLBDo7+MrJo3gl2a2sVtRd+REvYrLwCkNNGKZi6cKd5cxEck2JmpoYCY3G9IjlCIgYRJWhsYqey3jOOvSlVcSlCvKBC8MLxLNOQmeOOGMhxZSZBItLPRyT5V5NWKUsMts3MO23JaeeRmBeJy0T1ZxBuLQBUclRmJJC/ozGV2eJcVzaRzsRU8mYLSISCz35hCOzZXIRloxe0MloAgbYUxJF4OPl5/4M515/DTfXN7HYXMQw9OG39+Fvb2PqsPwBM1uSwGZxPKhwldP33CPpn8yoIfScNx5irlKVFZRWH6rs0zAnnk++z4ghX2MXjSMF0FM818ji2PIiXn/jTQG1vW+5ga98+gfhUk2hfS2m+ZdqrbLcha4Ht9tCELpi9L/y9tvY2NvD+XYL39zYxk1vKKppNjYBy8ae6+If//7v4MVzl/ALP/PX8MT3fwxmoYCJ7woDYI+yC2kNY5zf7vYWep2uoNDX6nOStkjWI4xEBkQNDCft7Celk9l9H8SYZs9Lr+X5si1qv4oXpfeeDumymUcQhpI55jvKeeh6nEBA1jJh5QwpCsgxIm2yvdJC6opkSVQ7uamISu2TyTDbklsCxbv3ql/SPm4KE+XN6JTSoVNaJGPP2rDDHExqUZqPRx66B2ubHbx2/grO3n0vTpZqyGSmyGc1lBmGZOcxJcgIq9RphtRfomO2ZkdYKGgYeTEGDq15BoKMDS9iUoaHe+6q4cMnG+h3A5SLObQHY1QLJey0Wrg2DHF0fglhr4txaOJDp07h4voeVho1XN3aQ88NcPfqMlkP6tUq5kwd53d2USrY2PAieJaBTyzXcPaueVwYjrH2zi7Odwf46w/fhXyQx/5GXzzdC80mgis7eHFtD8cW6nhtb4LixMO9SyWUszaeWT+PXK6Igm+jPgVuDhygaGKukMH5dhvNRgXrXoBzG3soF+cFOu+exRy+lD+O/3BpXSIWPlox4B4vY2lhBX/29jbGhRzOre/has9BvpxHHRp69KRrHr78wDL++0/ej1/7s3P4vau7+BsPLcDvOfjNbg/DWEeFzukDmEyhjIMhNpSNcsZTLrZKRUBUd4SxJNIjCVTZsxWx8ncqsaqCdDQoq1guPoEOHd6JtluRRGMGwrIukiPI8n79JNzONk7f/zBOPvK4KsUwncJxldpOO99oNIQ3GYtNk5RN2yWLknEOUiW2cjkgX0bmxacRxA6TwETS4HuR8AUclYxXzlfqGI3ozPah8V9UKd7XsiT/Oe8yTIGuUIb4AH7gS4E4MmHaJSu5HLJ2Hu29Lix6OMctfP2rv4sr67uoNRpYPbosQdq6P0CbtZNEWiOjUbY6UeFjTdTd43edhlWpYuq5GN28KY4mc4VxnZDIAnrZKTWx7j1VGm/iInBDWAS+yGcF9X5paR4VU8comOIzn/g4FhfmMPDI4CM4dLZx4HmPrA2308b++g0xvO/vtrG738H62MX54VjUGIsLLTNgBN1c2VWpjr184U288g/exOe+/gn8zZ/9T/Ho44/C0X24Hr3EtK/RcsJAd0rJDvY219Fr76HeqKPcaEq5aUmiIAOSRVmWWcWUEnZ0QJHfwYbQozDM5KKDbWVqEp43ZY6HilqolcsSEsag70K+LAsn73HwJyGUadaT8LiD1ij+yRdI/w4Ove/G7CIgbU15MFVoMnwmBDD/nmFlzJk3DLBiauxbqBaLeOJDD+Bf/cEWXnzlVawsNuDkGTeckTTPjGUKCDe9wkz7pYaYs4BVo4fcxIM7iEUIMUwLbnYOWiYHl44qH1gt5fD7V3q428ygP3LlmfecWETn0h6W8lnU68t46fIOen0HD67MSbo1B3m9M8R9xyOcWiiLWW2hXAfMmgT+f+rhFWy2RjjRyKNgAt9/chHnt30s5CyEno+maaO4UEN2ZOFSu4UvP3ICb22McX2ri+87toTtyQBX9n3cVbJw78ICCjQTRVnc7ExwbKGInGbhjZttVHI2wr6HpUINz9/cR7MyRSVrwI8jNAkKUzBQtSBzsMSS0pGLU/UCfvB0Ff/MneDGyMPHVov4bx8/iv/xTy9By5v4a6eX4IV9/N3P3AMrjFFk/LQWoWjosFmamjQrefYK6IZjmX5Y0luGVQmUyvPOPWR+KXMUkpFlWag/YYzqFinxCV+eYc5CPPIgenUoEdA2QQeJDtOL4VQqmKysSK31zrlXUHvgYakfbdEDX65IeV46RKrVOVW5j/iABLZgZg5DDOjdpyOI4TxGjNE7eVjuGEaOzDHJ5KAzjPYXyewhOAWlQB0ZZogIHNhUeexNU2yheToaJg6C0RAZu4w4l0O+aCFmzCMlEapIkQ7Wx84sWNAzAf7kD/8AmuvgkQfuZeUUNBpVDDf3sHHhsrLTmqZkMklf0utPo304xdyRJayeOKkGxjDQ7RKuK6vaRlsvgOFwgiO5gjA/mjxcP8TW+ibOPPQAjJIl2JMnjx6RiVOvFvHkRx4TFcPQTbh+D+39fZT8MaxSDXqQw6DTwrDfxe7OLnZ329gbT3C120bfdcWTyrAYcjVWGMU0gG7rePDMaawUy9jot/BHLz6F5958FT/xIz+Gn/1PfhLH7zqBcejDpUOL5n5eRluFTqR1DxsbG8h3emg0F1Br1KGxLzgmsq4mxPLuL0VUyYJ98ON9NmYZ1OFTZo+RRhmew3300LO0Lz/cx4/sP2C+suu2//C8dPKk909/3/aCD9yphA+JM5VYU1M0JYv2b9Z/10IcXzmC+8+exitvX8TZK2t4vEyLN23ozPAB5qpVOL6jqoqaOizdQ8cNEJh1lJdtlEMXg/Y+ArePTEGDrdnIW0Vc3wlwdaePk806lipFXG51sd4d4US1JFJvq1jCifk6vnVjB9WsjUmgYc42sdKs4Vqrh4pRxM3eABf3hziSK2ISaqhOQ5wfhvjauT28aQ8xnLKeU4yd/QF+ozcBCNto5ODGLvpeiEbOEGLZ8cZoGD34GiXkGH+q74p5oBBFGFOAk8gCMv4pfGroTJbJmBLLrDGpphsgYFw2ExvojLeI+wpMAqKJhigaJpq5DMbTWODqjtBO3iHITA9lP8YoHGNzeyTB8QM9QHvsYnXZxrRvQwt82DaL5VEAmrV536IDQ4KUySElU0JRM4mCW/wT22dCCEIsSXZRShvcJ/VRREWfsXglXJqShxSsiJnATgsNwTki+MfvgzW/CmP3OvY3bsLzM8g0m1LqIE/jP+1ChqkyKiS7QIwJkp3AzKOY0GQRa9tEGDDdktbV7EcAACAASURBVGr3kLBlEQweYw0UIrQIFlUsoARktpRKhfiToGxKqnSITAkSUqngTK2JkW1g4HTgT4vwjAXxUAaOAwkAY9oGTDTmSli79BauvPkKVpcWEZsWtlqMHNjH+tvnAN+BlWWmPwEv6LiilK8qXtDGe+r0adQX5jEOpmLaoFkgR32T7aNUR/uVHyr4MXrADRP9fhfP/Ic/xmOPPwx7Lo9wPMFyowlDj/HxRx/EsYVFSb+ThUIjbuYYwU6IIjO7mGo66AuQ7357D6EXYas/xKYzYZwLek4fjqfysivlIj726KP4qR/8HO5bPIJwv4Onv/U8frU7xM1hD//nv/4NfOOpP8Nf//Ev44tf/hJq8w0MJhMwOJmGEb4ng8upgPiOg+2NNQHyqDWbEgLF3HC2kQskCfN2vCtlULN0lm7/eb9Js0LL38WNDreLv9N7HT6W3p7H33WezC2x5chiT7pkrLHkewt6kyUYnKYV48OP3IeL1zbw3Etv4uTxJuIpa7pbQue24JPmseuMsFgpYFXCg5ZwopZBvRRjqZzHzo0Kvv76DWw7gdg5z7XauLi/h3GcwR+dX5NF3otNjEIHObMj6cT6dlsK6/mZPK72xtBjFekRMMYyGiBCH82ygW4/g2uZLqoFE9s9F3PVAobBBBcdH2XTRLNWQNXKocWCfkaAZo0SXQN5YvCyQmMEHDMqaA27aOQKAgVYLWbR6g5xqTNUEHKMiaa3XiINVOSBL7mXzJnxxfZP5jmFLeFctuuh6mek0N6UZV20ObTbu7hKjaszwZKRwaTn4P/4xjvS906k4avTy/g+dwlvX2zh2miEWOvD8gwYgY9S2UDRIo9gNVWJU0iHVb4PbKDiCBLiV1skcCGM9DuVClLGmEiuvIvs0m5Jr7IveYzch6lS9MoFzJ6IENkmwhMPwChUkK3PI8wX0R56OJlnqialJwcGbTx0rye12pkEQBskYzcl4IJSZhBgMOhgf7sDnaVLiQUYRbDIlEw6Bqi6J4sC301Mdir8gHZUxkPyvmSqTcKT5elF1iR9zIumogpPnHX4rBFUnINml+AROWoyhBY7eOarfwDLd6HbFQzGY4y7AwxurCFyJ8hlKeUK9r5ofZImSNWYAfu6gbNn71Vxtow742rbH+JIfU6ykBgGQo88YxzZTPaHGWnwnD62b1zCzXfOo3H6OCInRiFXEE/+J554QhYLL3QlWoKB5fwb9MYSE2xWS/JeRJDiuFKKjvsj9N1ACq7NFUv4yAMP4iOPPopPfPjDeHDluMD0tdc2ceHadTxz+W1sDXrIEndRz+Da/h7+/j/+Vfy7p57G3/rKz+DJTz0JrWDCH/uSJsq+p6mE40+7z2Q0xGQ0Qr9URrXZRK1WS+JylRSYkItoQ2rpvrWHW7djTkKfyWnp8dl96R3SY/zN4/zNv3Q7Pe87+U6v5zXp/W/37PT4wbMS+3x6DZ05QqdJBpFuMoSNWgpNTD6WF6r46ENn8LVvvoJX3jwHu3YviCFBPAYKLjYXI0NHwcjgRx46ASfUUbY9HM35yJkmGraJG8MpWmtjie/0ghhDhoLqIcYBNUM6nwLWBMR0mhVHydQsKQ91HCJLxCXE4Hz4zD11XNsdYbFsIx/FME5kEbkeRpGGTx7PotUbY2rZuKtSxlbLw5XREHc3C/jM6QVc2e2w5AOWqyV0uxPkynls7zk41iygV85I4kBmYuDt3X2UzBzcviMpzQyPIqthtAAzf1ihluWcI91ELqR/g040li4OEBNsZGoi44RY2+3hjRttPHdtE2MnQs91YOl5FHRWY9URZACLADqsgtsd4vf3esJrGIlw7kIfBnxx2pUshpJlxIE7Zb6naKKKp3BsxQufSpspAfBb+GNCzvwhgcLcYKC6XKCQWOQYA44pryaqmTgX6A0VwA5FqAz/4X4Wa3KWj+BmcRFH/bGoI80jJ1DMMHRrIvFuLJZG5xEflDFsCbMgagqRxcls6GFl8bdBr4PW5k109naQ1XMoUtEOpogsmhxDhYHId2AlRVGTWDCKBMsV35J9bHexQKAESkw0Ak6Rs3RYYYQSY+d8B313gonTQ2ZShmOXoRcLuPj6W1hbuwqaHDqEOptMpE59fmEJQc7EcHcbhVCDRQeEwfAJBjKTYDUUcwUsLC0KUdK04RFird+DWbhbFRjLZOBNhuKY0cMpXH8sHlWCVhA56dwbr+D+Jz9CLVtU56/82BdwfHUV7jRIbMV85xgZKycmg8hSAcpcvDjk5SZBL+ZwT2UOuVPH8chdZ/Hw3adx6szdKEq6agRnbxvb167indffwW9+7Y/wJxfPS1E3OhlJC8yWiQ0bL55/G2/9yt/HZ77+JH7+Z7+Chx+6FwxT95jEIBNVATcIQ41jMSGwnMWgUhUAjmK5JIQrbUskb5IXF8mU+aTfKX3KgRnGlf5Oz0t/Hz5/9jgZ2CwTTK+ZPWd23+HtD7p3eu7sOemzFOMkE1dmJkZ+RAJooyI9yEBNyxbbOyUT9tvDD9yNc1eu4YXXLuPEA0dgmnPigXd8Zihpgt26NwxQygL31irYGEbYiwKs7wbY2g+wM83DzTL0j3btGBmTMaPMGVdakUxbZlYxuJ/OyynnrKqfHkW61Jefy+k4O1fC6XoJvjPFrz37Nn7o8UXMmVn8zkuX8Lc/9QjeutoCqjU81DAxDnbR7fRwPXbR6vVx39EV/O4zb+KB01NcW++j3iyBdTqfeaOFs6sLIpgMx13kOXfHDlrDXWg6o18Vyj4r06a+C003YLPEToYJBYbQD+cZC8QZmolRT8NvP7OPqWbLfKM2xOqqWsSYT1r5GbPKxBO+K1TJcDo+CFtJwHKWO+ZZoYclmyj4GvzQVwIBk2ASsBaOsyFhKRIArIadg54yz5QQyBupilPdF94rIqdyKCkiUVfwSjnOb1nheR0N+lzDInj0nMc+oqXH0JnmkN/cxeKJJQy7LVTqTQSlMgbdPqxCASQkz/WRizUU7CxGvie1haxsFqzZ3O3sY2dzHc5oiLlGE6XlJQQvbAu2pWcpyU2IMwlgZ8ojMyykgBtLcLKjNGYaMT5QSUoiezNnX9CcFJFRQiixHhNjJ90WCs4+MDZwr+li9Qc/ge5ojA7tM6GP8XiCzn5XUiM3L19FZ2NDkG+mUoN8CoacELB5cb6G8lxTMCWpPu9t3ES/04JdyAu6DEE+Bv2+ECAzjFymq0aRZA6tnjolCQT7rT1ki1UZ6GatJvazqU8glUCCi+nZJ+xYPlPANHCFoepWDovHTqN5/BiKhTI+UirAbtZgEe2cKZ39fezubcLv9nHjwiU8/dy38Hsvv4BXWy1Rd1hBVMabUr3QQgwra8GLYvzhn/4JXnj1FXz+sz+En/7ST+L4iWMY676yX5MqZNFVwL+kpX5PFb0r1yqoN5oolsryDErfCXkJ8+CC+d1+FLP64Kvv5Jzb3UHR93tmyrtOPXyO/JbZxc5QGp6YlMSRlKjwLGZIJkrJj9l10wj1ehkffuw+/Js/eh7X1lsorM5LWFp/EmDi0A9gYjD28Dsv3MR//skKmsUCnt0Y4UqPmTpldJxtUPKkLMkZLOYkUO2lD0Cqpcu4MgKB1VvF10BZSZzGjpQlPnlkGa9d3cDSfAW9YYAjc3m8fqmDxUIWxwsG/uDFcyhkLTjbLfyTS1dwYn4BA2ZZ7RLHN8CrF69hMrHw6uUJhr1QsoxoX9wfx3jx4gWVwpyNUTay6PTH0DxWxeQ0VTi3LDAn8axETsvQr5BBQFQ0SSZgmixDuZSzZ4oMHM5tVrxg4oLwLxXcK+9E2pUQpiThRp7BixmlM1WgPoixutTAkw+tghC7UezDQE7R8cwoGzSq0wglD09sn3JcVC/eVAUZK8Yow64mUZLTLtROpptwZoZnCNMUwV9VNuR8oxfcZBkFM4/h8QfhTz1c2+5jrl5HfaGGbquD2sJRoFbDcDKWeMhCLi9Dvr2zI57oaqkoqyYRuQn7P9eYx7RSk9g+K2+gfWUJ42tvI5tl5jRNyMroaGUZGMwIAVPCdCgNs8a0ZPhMA4n1YgNVzR3VWCFxIWKGA6nc64gQesIJMijUGsg0mCnBDCgGbbOMCGsLMSmN9scJhoMeBuOhQHMxPlTSRONY7EK6YSMieDSmuHH1Mnr9nthKpSIgIkGb7/UH0Oj9J/N3PMSOi489+XGUymX0hgMcaS6gVKtgsNOTMaH5gXnh4/FYnCWMHCDAg27mERkWipU6yvNLsPMF6L4P2oj87Q2M+2MMdjYx7A2x1+njW6+9hm+88QZeabXg0YpC+5wWSaqeooOEcSScTpBvilnseWP803/52/jjb34Tf/MrP43PfeYzqDRY+1yV6uVVZCISHcGRjafo73cx7g0ka6vWbCAnQC6keMWsKYHJop6o3jO0+57NwwzrPSd8j3fcyfN4Dj9K0EjU/Vk1PpFmJPVUt5GxAgi6vTjcCIDDVMcAZ07fhdW3b2DL9ZFnlgVjJXhrMZNo8I0c/vjaGFvdV3Di6Aq6kYn9voPefhuTcR+BZkjCiUiWBNYRemXfMpuINYZU7SDJhadvIdH2GH/MHPBnX1mD6w4R0IQWBBJM3x25iDTmyGsY9afIGD5CzcPUyeA17R1oZHD+UExnxCwwkUMcDWRuWn6AQGOwHkO5iA6hfCUjxltmgRpNCrSy0b1DuzABXlhMUXckfNCyshIXnrNtVYvKZiUBQ7BXNdsQ9H865FgGmoA7BHCxJBtNweKZhlrMmSFIPkDmTBMhpVWeR7qrlPJolCnUkBlnD8xRs2TEuCL5fUAMyYCrUVcMMzlB7SKzZG42hQrq8ikxcMXiy9PIx//J5dPjHCSNElQI7eOfhX7/GehvX8FUM/DCm+/giY88jOJ8E6POPgoL85J/vt/roj8ZC4xZJsc8VEjWT14yH2JUKsxgUt5eithMPourTQxZFnnoSDlUvhnDRSSInjWYAg/TTCyoSwxvCgQdhgj4LOWg4MFkQZHhJIiHIEpIxgbT20jknAhsgvRbRjKLxVkSS3I0U+E0lOMYlbyNpYWG9BMD4ZmtEVItygDjrRZ8ZwKT+JtugMvXbogESQR0ZziGlrPEg+65E/jdnhTRam9twO33sXrmBBqL8+qZgrMYIqLHUbcwNYFwTFg2lSbI7hf1zDAl66m5fBRTw0To+BgPOiBGaTiZYDyY4J3X38Dzb5/Hyxu7ONdpQ+IlGOjNCSr512rpUNSi/iUNqMVSEhvFdsc+utnawr/47X+Bl5//Fr7/+z+JT3z6B1BiuqrvKvuoXKgysrg5jUO09/dAhKBKtSbpoXaBSRFMC1TecyE+ZShKSTPd9a7vAzp+196/+h8pI01bkqrwlAYZ2mdEJuxkQZJxY/KE60iigh+GmC9E+MijD+DfPH8d48mIFjrBavUNWuvISJniGOH5VowXLqypoG+SMCNXmHdOW6IfqpTNKZH36bykdki7vMIlFaKiVMqQO3GYMGVUExxZl2AtBrPRWIueeLVANeND02zBrrBrMSwtlOwgra74g6WH0DN5CdMSoBdmEeoLUv2ApjSatsjIMhrV5Egy9Cx60/Om2N9l+rFktGUhm80jXyggWyiikC8imy1KNlbWziErgC+2aK2U3C0xiegqvpu8IUkw4P3o5mZ0AGuS8rekrEsaK/cpfnGwYIeUxuUCHpHsLMnnlumvtGyDKw65rQxwMi/IHNS6qWq0idjPhwhIh9wrpYOEpBOmyVUkUblY3ElEYlo+Kb1MPGhnHoP5U78ghNKozWF9qwe7VMTTr57DJz78KCrzdSmdUKjXJfRlc3NH0hVXGvOIdQvrGzexPx4glzFQbzYxIoNlALJuoN/egVGtY2Tm4I+5MipJR3LI6X1nO4QomP5LhkapWQfj5Pju7EgmdfA6MUWwA6jOswIgpSDJT6fTSRWn4llkiFQh2Fl8DsOcSIR0p4nzLKb6QNBW3p82JYX1ybCf3t4WbM9Hf+yCkuap1aMIHQelchUDplcGHuyche7mJnr9PkaTPmxbRyFbQKlSQ+gyd5V536EAJwQxsyoiBIk04fsebMlQ0YBAw6TVQ9cjMyIAiYtup4XttRu4ubWNtzc28acXLuPKfldZHlmGVjNBQFqWXSF0H/vg8EfIRYiQsD60OzNUJYMHTh9HuZDD5c46nv1H/yu++dxz+NJP/AQee+xRAcp2fU8ylUR6FwKVSDcJK9rf20O/10e5PodGo4FcnqApfFUOyC3zknJ1Jo7Oww37S/x9mDHOPjqVOrkvPY/7VCSIkqx5TOx8ksTBtEwbZr6AfNGTkhYM26OdjmmMn/z0HHa9Z3Bxqy3ngQszHaHUNGjDY0HJkoJxpFRoyzjqiPWspN9KdhYztOh3oYM1UX9ZmVbtozTIbB2aFUkDbKuK8WWMGrUYqUGmWdAMhjmSPzDDj0yYKjYZJwnCFoYu+Kdso8w+ImlRqKI2SJJkyWEOPsuEk02r8jQinOkaiixpo1iIoFVRZqNGZYmJgwj/liS9mBSQWHueIU+0nEchQqbsMnGFqZvULONboOTCQGljz7B2FD9pzDApiudS2ON+zlmmsxLohH3AkEhuqXETnpEA+MhkZ362cGMlVKpt3oamgyS755ZEqR6tiFhtU+QXrZ/3SYLH6d2jPUILHfhaEfM/9QvwVlbgn7+IpeV57PVcyfE2bBvfeu0NPHrfWTSONNDv92AVKyLBee5IKkbC8aBLZU6q9VP0Bn1xJtVKFbhhBLtUlXLAenUF7tpbsAjASymYdWposI8iKf4lSrzDUgoEMzGkrg4hvQgkq1tUqUWAlkVFQaOp4mYZk+mQtMIrQATpbDG2U89IFiB2PCkx4pTggNPqlNgvZKAVo2UcKicGGXBnfweVQhbHVlfRvnEVXTsHj7YYhjAVStCydHjVYFk6tN0NCfa3CiVEQV8cWMVyGe5+C6PxAKbP7CWCS3PQMlLlMmNrkivtDXrY2F7HcDQWFPXtvRbO77RwZTTGxVYL2/tdIVimmfITa4rAmA5IIkx6RR0TzslFlvuV+YcH5CyWPvE8LM3XcLyQRa83wtNvvo7z16/j4x/+EL7wuR/F/Q/cD5/4O9QABN6PixtvIDNX7Lj721sYdjqo1OcwRzQsMecQEINeWfVc0ussY5LGyW14XH1mmVi67/B3eo90/+2uOXxOeu7s9+HrbnfNwT72K6cj0w/5vxkTwlacONlEfZb6UOJDSEwAGQ3/5epJ9EYTKW+suktJWiymyHsL/2KInjCApE+TRvK4DF06VpL6QAai7J08LeaAiH1WPZOao5yQXMgvec/UV5JosNwnf4ePy03VxQLbl5wvDOogTJLXyokJ3KVixFSrmT6p7OLqHtQ1+R5MPqDgJ+FNBK/mH7k96ZH0KnwsVY+FMtUx9TaKp0n38FxFL/JegnSfdhjflQkwRBzjeKnzDsaQ050/lLQkeCSynVwuXzzGDpabSxNUY7hSUNbiTdleyaxgxyeePV5DxmRQSnKmMD/0BOxPfgaT7ghB7KKcK+PI6hKurm3CDlnNsIgX3rmAU51FnLj7JDxvIJOllC/CHbl46qlvYmFhCUdPHEeulMVkMESBIRyujyCcgOVIWaAte+wovLVz0GknMiI4jiP2SZMedumoBGA2DITB0YYkREFQEV/VvubACEybZCuJ6VLKyTJej+g1VPN1IoITvYmSq/ArlS4pVVrIM2XwkzAecYzQxkRRaoppGCFfrcEulSXFsLm0gLl6DT6LnhFqjbawMFLRAbms1MOeDAdSs6hQrcDK5xA5rlQrHbU7cLojFK0KHM9HRJXHLkCPQ0SeA6fHAmghdtbXsb29I+AIXdfDhjvB1jTAiCp0ojXIOM4QeEIvB2MvhJASXTpRUlrj5OXS5gNX1rdRrJSQyxBCzlaGecT4k6eewgsvv4TPfvIH8MXPfx6Lq6sYIYDvBQq3IKE1DghVPNbV2dvdQa/Xk7Anah1U5TheQpdJG0jDs0Q9S7/cn9Iu99/uvNnjs9fObt/JObe79+w9brf93mtIj7ekUz6X2pykWGuaqK/NOuPxZqRvSlzJzdN2qv4h87s1d4W5sPcUL0r4omIKaidFhORgek6Spn247fIcniPsgP+k/az4w63bqBtx6qVtS+8lRxJ6k2PqJDnM9vNOsnanF0jbZ9oo+xOBbYYGFCMV8/DBldzg/T7oc5hWeG66T75vcw8VB5qEJqUDlw6qSHBKyD14eTZfNUSWrZR5S/+rbBtlF5POIXgSAE+z0fjYp2FQNek4sK0sJs4YR5cb8Kc+drY7Mvl1u4i3tvfRDgI88sDdgjRENeXNK28gIrr4XBVOOEWw10OzMQcza8DxXASeApsl5Na4UEFQbiAPD3aWRmuVU07oupAMkAyfFTxZb4idLsgyujhqpr4CG+ELsg9oSxRbFVc8ot4wJ1bsmRoii9BhJPSMMOo05lFWPxItA/QpiUu4igqRYM9J0L7HwsXEKZxKbSOm7dFVqBWzaFRr6PRGArWVzZpg3R7H9TDudVHI51Cs1qATZxQ9VfrEzsLVMgqxO2shy2wMYoa6I7iei257D+3uAO32PjpjB4NpjKvOWODBLDK4KBRoPBILGXw69jKRZiS8WcIjsavz1CRO6Z7vR6lhodnAmCm4kQbatEaMArCBAoFTJiP809/6DXzr1Zfxk5//Aj7+5BOoNOYFp1MgBmnyYOaX2AZJPxmEnoedrW0MugqwZK7egJW1hWnMTspb7Zpt7a1J8O697/8r7YPZM2afM7v/e71NeqGUdcDI2A/CUimmKmFHvOechCJoKalTJHg2JhESeAdFe4qB8R6pBMXTVF+lCm36FhxPxXQP9hwsqOke1Z9yD2Fo3Eoac+uU22zdkjLVQV7Dtqnv2cew/9VvHk9pTV1FiXD23NkHpWOU0iaPvftc1Rez1xzeVs/+9uel1xlkknI6g935LgnLT8Vtiq+qFakkml4qS4pIAiJ7KMn/gNHS0EGHikvswUod2bMPIcPYxIKFQqmBTm8XGXeI0ydXJe2q3RkBEw8128KpY6wWGEG3LFy5eA22YePJT3wS+WwO3tiROt2d4QC2o2q6V0sNDL0x4nYX2blF6CfOwr/4imCE0gsn5gXakjxX2YDJuJIViwHuVPOnUgYhUQEoQSahJULQEkirHDPM+SbjzEwZ8MyyrkRmyogdUmiBJMEaWSLZK4Jm7XhNAuYB1hXyRz2JoaTkNfV8ZHMKJo/9SCIIPE9gxYi16Pe6CKYZeP0eCkWC1lLyJzFqKBdKyNsWtm+uiURs6TkE3hjhZITJeCyOqPZeG72JC5fYiYaBNTrnAl8M87QrEfWK8aP8fBDjOHxMEasicBIpjzMkrlrL4/hSA3pEj2wMtzcRxwPjcuPYlMyqaVSS+vX/5Nf/L3zj63+EL37xJ/Ghjz4hVS0nxLxk1EMysdgntNfRHsf6ONubm+h2uphrNES9J4SbcmSldHn778Ptnz3rg46l593JOem534tvPk/1scJ04Bzkb5mPyt0hzIdTlkxT+ObhByfjInQ1w4h4H/U+avxmLyO9z35UG2b3vJdOZs+5XTvS56nzpMVyw/RZt5hc+s7pM9S56f15b8alzn5u9ZNaFGaPqevunBmm134nYy2Q5+krxdRQUxX8wPShcnYFDk0QScjWOSRcG5R9ggTOTpCYLaqzSS+GZMbBFOb8AjJzc2Lv1C0TuVoJWWcgdYyYlXzf2dO4dPkGNrd28OCpE1hebIj98sbmDt46fwFPPvQQ5opZTHpjyYWca8zBGTtwJyOMvREKdGCIAyWSsJngnnuxf/ENWP0OQmJ6CvYdEaBYKoOGZUqPlD6lHB8txLJaZzLMR1bplHxBviUJlm0ms4wYUkRjv2lCD9l1DOqnbVTZUfjaPE6hlFdzYnP4AoZvMZc/DKRO0tSZwC4YCDymmkl6FIJRX95hFIRw+gPlQJDcdBr4NfhMxbOyCEY96FogttN2/xqRZTF2+7ircArD3j6GezsYd7oYjEbY73bRH40xJtpT4ON8p4O268M2sjJGISMjxPmkFMCUUFXrOcIpZailnFLh7EeNszonnQTNSg6VPNP8PDi+Qk6no4MVU60pVXU2maU4WKcmg7cvnce1/+V/xqOPP4XPf/nHce+DD8AybLGP0lsq1mROeNJSsrg73hibmxN09/clx746V5fIDVr4UoGAbWPL6ATkhyaV2febfY+/qu10nrzv85P3JW3L+4t3gxON7yYEKpfyPd89Mop2Z4dP9YZ60gc/d2bMhTe/+/ft2vp+TDOlHxkLmRu3v1fannQhVs/gGymGmh7nfobMHf6kx2fHl9vcP7uP1x3+ffhes79Tcpf7H+rg9D5EiTv4kCHQUcTA0/Th6YnptzpZiePpPiHa5Ebiv0jGlrnRUpPCzkOcMFMWlzJRqtXhuCF6LFg/nkDL5XDs2AqWjyyhWauITW44HOOtN88htip4/tIa7uoN8ODD90jd9rEXCQKNmS3BN0zsd/al5ES+XIOux4ga8wjnljC6/gYM2kJZkCpLxYhQYVTNVZwXpeTUrkkmSG8mq3DKICVUIV5DAjTTO2rTM6gLFBwpliE2jFGT6IRUouVElbQ4VflSJAdmNvgBPN9FMHHgj8ewsYfYyErJEtcA9KmHAmPZSmVxmlHi0qcBJv0uvDiC5wwBO0Z786bYdTvtfVy/fFkqkp5+4GFMum3Jyrpx+RL6gwHckKl6U7CG+WDYwUYYYc8JxaFEz6OgYhF7Ehmpj3NjfVf6ZpYeDghDNt7/CA8rBkpp0ZS0NwKSkAEuNasYuyG29jqYSpkMBR2nMs1iiWP1Rw6ee+FpvPH263jyySfxY1/4Ik6cPi258r7YthlCkjBExkMkKaI0b2zdHKKz3xaJtFqbg23nxDavNChFxykty0T4DifRu/vgO/+VPlP10aFZeCe3SxYCnqpI8hbjTC9XrCb9deff6aJ3F5cZtQAAIABJREFU51e835nvpY3Z936/qw7vTxmx4ivqnndyn5QPzd6P13F/+j177DvZfr/np/c1VKSgmgAMAqfNiWmPs12SNpDfNJHwRWVb1ArlhKDKq0ZYSaW0hQljYWm4Qh6OFyDTbdNUKParWr0Mf9yH5/tiNysyHImBshqBhId44eVXMSAoQbkiEGTnNrfQnTh4/OxZLDYqGHgePKrKGRvlWgNeQGeSUkV9Rm6evQ+DGxeQHfTFzmpNlLdSpBh5OVWHRnnyVNsJnBxQ2mT4h2QjUSQnuhOBTVwEVNlZUI5MkitFkukQhbTLKM8hB0cyORionFRNZI0jlpUliDIh+ghinCvMC6xcv9MHdB8ZbwitXIU+nWI87Iuqv7+zh2GrDyeK0N5vQeu1MNjbBlwGIMcwTB2UIvdbu9jvtsW0sd/tYzRy4Dt9Qbryx0PsOB62sxVodk15ZyU1Qxnf+Rqs483P7JjfCZGldHFwbhRjrzNANU8EcYZcWcgQGFtKSMTiMBNsVqrkhiG/mcsfYAwrZyIIHfz7r/07vPrSi/jMj3wWn/mhH8bCkWUp4ULbMVmoqLAURtnf4sFn2usY2zdH6LT20VxYQKVaEROFaEgzDJPtJeG/36RI3+M975UeuIPvdGKlp/557yX3STlLetND33c6bofb8u364dBjvuufh5/77W6UtuuDrvugY4fvPzsmH3Tv9Fh6/bfrV55v0IbHxoj6I2bOW2Kv7D88eGKHIGly3UuYpVytbKR8OK8j0g7tjFPWdqlUMHJ9+Ls7KqrfzjE0Ef54ArtYFHR1hstQvWOAL1GHgmkMu1CFH45lYlfzNfQnIf74hZdx9tgK7r7vDAsDSaCrUcjDimx4rgdnNIAeRsgdP47J2YcwfOUFaP4ANtVzQZanZ5wMj+lcXChUgTCG75BRsvQD4+PYOYLVmKDkiK2TU5jHJHyCC4SqJBgGhNlTRc6Y081CVzxGPE/uZ3YQQ8joOOIiFQcR7l09g0gzcGntKjy3C7cLdM0OfJupkRns7baQW2jg4fvvwWavg51OG5utHWyRoZN3sw4Nq0UaJra3NiUkSpi9nYVm5WCONETBREwHVgwUPBee5SHO5KVuDfOhGV89mkzQYXVRmh4SymGf3FY6OUwLKaXNfNNGy3vS3MDibbSemLkSDNOBH06RE1pTCxQlckZyEF1/PBzDJDo7kwgGXfzz/+fX8c2nn8LnPvtj+IFPfxqlWhUTzxU7KwmCYyCeWqmro2iYZaTXr11Ht1REvdlAsVJRoM6MzRX74bebEjMv8ufYJO1wDtx2/tzhfdnSdDzu8JL/3582ywDTvuc3P7cz4cyez3PSc2/XkanJ5PA5htyeA55MGnFR0FYoHlneleKmuqU8MK0QKaxHDbOEMInzTtlnpM0S7Z+RImmG62F5aQndZk084IyvdOMI+TjG3sYWosEI+VIRnutgbY3Qdh6e+OhHcXV9Fzd3dkQlJBagGUGyD97a2MROf4Anzt6LXLOAPut+I4MsJZ4oB8pnDP7eXTqGvnUe5UkPw6kjUg+d7kyNozdP5GwKjmywhB6p2DKKycIkTUNSu+iNV/YYNRCUtGnrZD0lXsd6RZQ6KRUSU9NnjXrup52PTh8BgpZYc7FosO578cqrIEhYt7MtKXmjaYSlegFL1TrW9zuICyYmpg/NDDB0u9gPehhpEVwGztPhFxF/M4Sphyp32lTlKgz2ga4jVzuK0pEVOIMB9K2bkqO8RxMC6znpWfH0ssVO4MsQkwJo/2bD33fipgcO+BA3OPCKRsjUFxplgWIbTxypo84cZc9nLXUDnsO64KEAkTBljjIl0zyZy88ib44fwCJIBIOssxauX7+GX/3f/hGeeeppfPFLX8ZjH35cqp8y8kIqGjBTl4yfkGf0VLPTdQhk32g0BGNkCXJdrTFrjRB6xJAlOd/ySHN8Dq8LhyfW7SbX4XMOTyxew3Nmz7vdOe+ZrO/q2/cc/Y9uxx2986G3+qBrZvuTl73fuTyPx2bPT7cP708fn3Z9SuYHjI8nJAfT+6bX6H/3bO1XeFDFAipJVB1U6pIQp/AXip40yqswB5k6Et+oZFHOQqpXEusoNyAKqAUtcuAbVViPPAGPHudCQSaJlTVhFgviAd9vt8E0RjfwsNsbYGX1GErFApaaFbDGjhMSqWkEh+U1phqK+YIgsF/d2ESFk7ZJnERm4fjKsWOZ2Gtt49/+yddRWF2BWapg6nnC0CgVMmthGvjwQyXRkOnRZhfR6x04EmpEldF3HTgOkZgmcInINBlh5E4wGo8wGA0xdMaYTBxxaI0nLobMf59M4DiehGWNPQ9j38MknGIU0GETwWetmqyBLgFDEMGuV5Fr1FFanpfYSXrrx5EPr2pighDjXh9X9rew402EGMiMyeFUQDHNC6wsqgKJyUCo2jLjiuOjmRnY5QLKy0dQnV8SzACi8FAa5jgxRbDT6cm4CPNJOYl8p+SUksqtb67Gcn/q0IQxJP+carAtDQsV5iTbyOVymLiuJCqwhr3JfGmJcbWk8iIJkbTEDKNC3ka5VJB+831fbJwkYgkjM3Ssb93Et555DmvXbwie6PLyEcFH5SIoiF8S4SNLgCwAvDf/84n0zyyuEfOxM7AsahfKLCMZL8kr8XXTiZhOsltvq7bknglDvN056fH0usO/uT/dl36n5/Jb/EOJ70E4+vt3/+xld7ydvt8dX/DnPPHbPe92TOzbXTPbpDs5N+1nfs9+0v2z+7itqEYJA3IFvUiK0DlCcrqcM7Mw6n/v7tqviNOYzJC8MfH78ESWROXD2Fix+ck3t9XNuJ92TpnQSSPTfWIijDSB5co9+DG0y3XEEwfFZl2C1G3CyTkE44pQqpYxIiTcbgt3n7lLJr0XRsgQCTtfQPNIXer6UDIlSp6EtZgQ7NCb2/tweyM06nMUD6GbGQyHfXz1q1/DPWfuxcrxY+hEPjpRiJFlYqgbmBgWPN2GrxkIYBDyGJNpKHnpxBR2wghuMAXb4PA7COH5kXw701AcNDQxMJNoTGcNwUNiFoPLYMoc33we06wNs1xCfm4O+WYD5dUjqC4voX50BQvHj6F5ZFEiBvKVMgq1Csy8jVDX0It81sWScKUJ4x/7XfQSk4Awfna9MFE1WGp8OLbKA00piwPJlDaGFYWhjzB0YZk6yoUCaGs2CBAbR5iMHey1umJuIcq3EsUoyaXkcpjE1O8DgpQxp6qqaGS+XsbK/Bxsopi7E8ltrs3NwfcDcIERvFbioTKKQSIfNJBhkhES9CTLcg10nLmOyIi0q3NJZ9QD23vxyiU8++yzaO/tYXlhAYvNeekLJjMw8kEiK4TQFeGznaRtmnb6vR5cOixZVdKypJTL7Lw6eKfklQ//vn1PfA/3pszze3jLv6hb3Qnzer9nf7fXfrfXvV87uP/wGL+bzYpV69CiJ1z2XUzVUNorVQ2qqbQVMSaIeduEdkqM7qKGkrNS3X13FggbInNawp/UZFKNJvpRgMDKo3DyXslZz5aL8FiOl5PaHWPSH0pJXdaKZplfbezh+ktvYvHuUyg066KajSMH5tTEh+45jbWFJt66cBH+2IMpQLAqpAgFG14mgqlb0NwQLz79Iu6+91Hcfddd2Fq/hGIlD3dcw54fIMhFMJjJwzKulEoADLodXL58EePhSEk/TN+CAh0pWLZIvBJzyZIbXJI0DdVKFd1+H0ZOR2OhLp77nJ2T2uOqfjRQLpdF8mGfKVhapneqkCn2ASHnmMtOcwDbQy2A8aMiDbvE0yQosoE4dKB5AfwwAqHuSEwS4iNii0pZ5fU6wU2YIMC62oK8r3gizTLEQOUYU0JtmBkUijYq1pww2i3GijJ4nyNJMqA2kSjnH0SAsqgSWYWhWFGEeiUP2zblvQo5Vkw14LsTgWVjbrxmTNEbUcJn1UjG1bIipQ6fkihLiNAemjOlUmLg+fA8FeUg64WmwcrZGDtj/NZv/Ss8+/TT+OIXvogf/txnBVeU2kuqRckQCVUq2pTA/IhYpD0MB0MUSyXUFxooV6oHtrF0gh6eVB/0/t/LY39Vz/1275D2y7c7706Of7f3er/r0j57v+N30ibe4/D16X1vL0Yo4VHdO4b+35yu/opcQEGSYmMi4CjJVWRTST8UIk7zxZKWSfgSD/AasZ9xW13DrWnoQqvMo/S5n0OmuQSW1x0PxhhsbGO4u4XJ1MXImWBM6XM8RpS1YFUrYG48G2/nKKkwyDzCBFPM5XNYXVmGo0UYDCbIeBGOr87j5OmjKGRtkdp+4zd/G9l8AT/8yY+L+sy68kTNnk5GAm5ML7g7ZPVJVmS0MPVC7LX2sbG1i0kQgFGDZCQMdRJ7YjELq1SEVSrALOThZ3T4ho6tbhdMiTxy4jgs00S+WIZhZRESTzEMUCoW5RkEIGDpXxo6eB77mGYE5ouTkdAeTImPVSNZtpg12qlie1EIz+O+EDElYJZ6pvidxLxSaiPTpErPbw4DFz9GBIjkOQ0EnJmmCKI10XwSsOZ1Ip36/kTKOSzWSjjarKNIR47vC3Yj70Wm/n6flMBIIxIbyiJ5hoHVpZqEwNG8QZMAFweqDFnTEJMMaWI0Hgs6jsmsLva1aD5TFG0TOR0CNkK4PTJ8P/CkjLRQlWg/qlY5w8n6wwFefOllvPbaa1IH/vjKUeQKebFFqwlBo7YCh5EHibhJvSqG6zqCtzpyRmImIOwZGTk/vDZ9P9nxl/XPrDj8l/XM/wieI47a9+mb79U48T6HpU/pmjQQ9AP6Sf8lMtAkyPiAIZJixU6m1EEJDpfaJAonnMyShCbaYnIu2Y6adAwgjxGytK4zgvXYD8H+xI9g1O3CGwwwchwMXA/lZgP1laOwKzUUmwtYPnECx0+dwurxVVRqZexvbWLt9TdQoZe+VhdEGkoYphZhaWEeVtFGvWDh2ImjMAwNk+EEv/Mvf0/uP390BdeurmPeMtCYr8B1fQwGfQQu8+c1QWvxea94ikuXL+P62poUQRMoLNoNTVMqFZIpzxXyKOeJCahJJhPtehvbe2jv93H21EkUcybydkFNTMeRLKJKqSpMgqWP2U+UtOjR9/ypeKZH4wkI8Mw8cTJUhjhRzXXptWcmEhmeH4p6SybClM8woEpOtwuxHMk8Q6XKc+iTsSLjVI4SpcKTgQloyZQAI2SsoZJ0qWVokTi8WDGRUmmlXMBKs4KsZWDo+OIIE0urrqRRYUqHCJlSsEifvL6YRbVYQKffF1Q02sNtQ5dy0IbF2FCaXyI4LkvvaWLDZKgbP8RmJV4jExboVPJ9OsYsZPO2MGif/cIstgQZh4uA2EdNHTu7u3j+2Wdx/co1zJUrOLp8RDLYRFJXPFQsEwqsRHUZr+U9vImDYbcvANgMq2JWE8OsZDalgoFSOA6m0O0mrfTNbVTCg4tmNnju4XvI79vO4JkL/wo20/f6K3j09/yR7OPD/c6HCAmLZv7eAVCCRNoUMjp+bp3H++l/53T5V8SBMEMA4hYig0wGW4KYOXkScZeMliIPiZDqHs9Tnc1tMQSwZj2CyETuic/Dq85jsH1dsmhYuG3h1F3/X3tn9hvXdd/x7+wrh8OZISmRkkXRslXXSyzXNhzHqV0kcYLYNdwsXVAkKFCg6EMfivatT0afCvTPKBA0gJu2hqu4jmvHURzJlhlZlrVYsiVRFMWdIjn7dqf4/M691EiiJMdLWgcZQZyZO/eee8/vnPM739+usb13KZXJWgmJ3GBOqWhErXJFc2endfboW5r74Kg+OHFIx6beFGL02G27RBW+Bu5CLU9D8biFNpLJo1Fv6Y03p3T24pzuuud+JVgEXkcfzq2IYnAYmViMldqGGs2ahjKDWp5f1qG3D2t2bt4YfwyXILIERkJKJROGTqFLNOys27FE0hImz66s6dL8inZPTKpUyCmViJl7DugRJjWQHTCmghsXEja+n6BLGCTvpKaDyWUyuBP1zJBjRqomTBSUiL4Vp3v/ewsdZts3uMCQEQMYTDchmAAOVfrHsfibmH9FtHcD78YoGLtgKlgSMFBpzxO2+eGhvEZHioqjS67U1IZPWw3zKxPHtRe06t6HBtJKJ8Iu2oxoLjYo6pajnOw5319oTARStUFUVUxUpKQfbCbwUuiHLy/jB10p8YvLajY7YAbKRr1u88yMlWhH8Skmj6ukmZkLOviLg5q+MKPRkVGNjW43owDonJdbQDyKT7dgQfV6lvwaHSm6Uja7RJzyGg6ROmzi/w2ucV3e/Ova3po+myf5Hzj32pcdu/7wtad97r9v1fdbdSqg7c3eb9XGzX7vJ/u1z7f53U7iT//ZrtXI398x+Fxwg2DHMSTqi/M04qzrTtziXLPEBy46vkHJRDEYqS8GUV+kk0xL9zyqSrkmb/WSmk2cqkPaPnG7srlBy2zdqFS0sTivi6dP6MTbP9f5k2+qvTKreLeu4eKgEomQTh4+rOkjx7VjZExD20fVIM667QxQXruj8zOzVmRqGKdry5MZUSzR085USLV2RyfeO6V8IqVdExMKJ+N69+g7OnTggCWmTWPsibAQwxrMJjSQTlsCDLJ00ycs9MboTCfX1tzqmpLJlHaPjymZQCTH55W0jGS/hsm6qqPoMRtNaqc3DVHhH0pWIerQZ7NZ8w1FrK7V6/a/3qibvhS0hXjvmCnp/tqOgXpEUYFeYJibsN+YCAfNBm2bnNN7Mk5uz2P8iIAlcAD/S1fiwAIIsI5TZsXYCsY5lxmcKoTbCjkVh/IqN3hGCtVdP31gRrAkmBylHtJpPwN4MuFo1u6qWm9Y5FSr1RRRRQQrVKpNex4SYjO/6A+RSaTsA7WmkknziMDzIZlIyJLmphJWWoKNCaZok9vUTqZvMPRIytDjJ44bIiXL/c6xHcoXh2yzN2TuM1J77E1k6SPCnlSv1rS+ThBDw9zXMDYhnVnaPB8t86ybCytYOJ/w3dq7fm1+wlZ/e/lHogDzoO/E68eWXzmJFXD9K/J3e3LPARsdk3SWXIdAWRpuodqmaQYLdwRR0SHQKw0yQc3J0U7meEehaFqJR59QK5NVsy0lJyc1eudepUtD5hZETaPVxTktXTyrCyffUbh+WekYtZidUzeO3tGWZ65FB989rFf2v6jQ8pomJicUScatVtDC4orkRbTnjtt1+65xS+RbrlRUqbY1vbasMdKiZbI6dPAtDaYyeu+943rxxRcIz1YJC3gqqkIuo1I+rXQ8YUkrWCvkGYQm+Eq22i3zTUUkTiTiyqdTivvGnnKt4conez1zbyqXK859hxpKLPYQOtCeMVMrrxGNWEgnCLNar5tOED9akBQ60YB5wljb7aZpZBlUKG+IH9L6Iw4Cg+WBlDFukdMVyzXoCWZpTNIqe1IWGVciRGpXb4fyBYm4X3+HUFUSpFggAcl3w8ZMB7Mp7RgtGIpeWSvbYF81wXw96WAmrvxA0sqTcC2iNvsqaDOeiFlOR6Kx2h1ygHpW355pYnV/bH660tJJSxidMNcxUDjW93AkZpFV7W5T2Wxa8Xhc+JiiF6ePAUPD55bcBmwIIPqpI1OamnpbvXZXY2Njyg0O2rnoifsXDLuLTW3EMTPmday21cb6hqlW8Fdlc2SMfALY9VfRwf3yK/8N2rD3qx7qV27qc3MBfQ36/f/hobfii8EzYnR1zxowTwYJtRPv7n/kb2/PPseXYPw2wQ3X+C5KTKzgAhCXiUXs/gEF7DMLHNTjYsFNH9eJKPb731DmwS8qOzym0s7dxijmL1zQ6sKcLYZQr6P9L/5I548f0X17J0132ML9ptuxZBEzF2dV77Q1Or5NG411vfLqf6t5cV67xsalSFzRZFajO8eVTuD701EB5DRMqruU4skBzZbbGi6VlBxI6IUX/l2HX39N48MF7dm1Q6V8RsPFIQ0NZA1FsSBhZAmrsxK3xRhLYC2GARGdRCE61IddgRgxgDXM8FIVqdhA5oigFJcjXV8TP9BKVZVKxfSYLHaYpNNNeibWsy5hdETtgFZJQVem9LB5CTgCm2XdNi2D98YwQYssbst4j6oBfaPvHoT+MChMBpMiRNaOxWNGc8TnzX7a56j5SBKmigiLkYY69GT7TkXDGhkZNv3synrZnynMB4f8UIQPpKJWggGRnUzhtUbTNhy2wWQCFQj6xZSlDqQCKs+G/yxO85bdCiKgRsBQ1qyr0awrmcqYKsKK46VSGsikjPkzx2CiqExgmj4kt82F0hWMIe5M0QRBCiuaemtKp06eMJXM2Mg2y/gUBDgEiUqs4oBNXqeThaZEkFXx911ft3Ey0d7yJFyTlIRnt7UUrKBgUdz8fZOJ2OV+Gze/5Le/fgoUcGzvSkMfbdTgdNde6doITT852iOP5iaTRKdJ6FvXk5UiNj2grw/yJ5aL8YaR+no1AClYzaKXcH8K2bW9Vli5v/5HJb/xrCItLO4bFq+cHypqcPuozn9wSqePHNZ/7H9ej+69Qw/uu9eYUnl9Q7Nzl8wCm88XrIgai7tONp9oTJcXL+vc9JxiqYLueeAR3XnnXm3fPaksInwPg0vTUF+1F9X6ekUnD0/p7Td+rEtnjuq2QtqSdtAOJQgQlSlxgY7Sasf4tDVruS8uWqQRzveEZBrQBlW6ImucB/OMhiLCjSmRSFqZEKzMoPJA5+hYjruOWyD2ghZBgiBLjEfch2gsqImoTT8Q82kDURJDiFUO8JEX7cB8WdxYkfkMkwYBGiPEVcgXk7kXZR5A1YawQVxc4+v62h5WcxfyiM6T8Cic3Ckqhk4VC/3+Q0e1tLSmUJisVE7FkU6ldefkNiXC5OsKq9psqd6sKZ2MkSjKtYMLVTTsjGadrjaqNa2s1ZRI50xEJ40C0VmtRkPdLj6rhAD3TEeazWaM1hia8JpAnCfr/9wCNZRwO6N0I/fxzAMC5grtYN7Qg/5hKMvE03rs0S/p6089o9/5wr0KxSK2YZkRoefoRjJ26BegWuhr6qxez5KUDFFmpFiyaDjWE+fZ7ywv9CS+OgvmyG9bvTYZp/+jod+tTvwMjt3omT7prT6tdq9th+/99Lr29/7nvhnNOe9apBnQvb/Na8/pbz/43H++Pd+5r470gKowUGdtdyjHLO2gHgOtThyEC8M4bMFbFImbQOjpacw9lNOowVw9aqv/6d8o/uS3DZU1OzWNbp8w16Tpcyc19+ERefUNKzaWot5JPKbZhUVdvDirUqmoid27FYuHXUqyHmndQF3UWAnrg+V5nfrwrKJNT9VKV0trNT38pSf0yGOPa+fte5QeHlEkHtXJY1P6zx/+ixK1Jd01MS6vRcggPoMhy1QEIgThsWFYrLoBb2LWfaZm1msnhrNxYMQBwWAZt7h3P4qJ38i45HUo+eGiaGBiLGJoa3H+ENNfoLSPOAnz7VJ103TKMtRrqAquwO/UevEXJGMC0oTCjAX0cm5Qbh/lPBCdIcw4NWP8WH82C0v2YrEGJq4jsrPo+QeTgR4Ws0+//U2CDRGXKmLY2RRPzczr1TemyGnlnqEnTe7epb/43p/o4vRZHfjp6+4GYVzEYobWuy1qNoVMDMbbAEboRcKq1Kg1FVU6lbHnpP/dFrpR5lzHJBGboKa+kFpeRwPxlMLdnqrdttaqFeWSaQsBtVwEPCOuYtZvsKXbSNgk4ngExBOW2b/S8HTPA7+nZ771rH737rvN5auNMz99sszubtEGCyV4Zz7DNBPJpAqFggqFokVbBaK9qbB8nhmMV7Do+t/5rf8VLOT+Y5/l56A/n/Y9Po12b9XGzX4P6Hqjc65ljgHd+8+/7pwbbIL9tAud+9qIhXFwsbkh0TKcn7UOs/QI1YO5uoF3C9qVKzYmaWjV342tZVdegDrm5UZF6a//pTJPf8eMRwOjY2pVKnr3rZ+psnxWo8MDlkUpFU1oeWNDi8srlkRk27ZtKo0Mm+N3t9OU18PJOqxoKGpx4yTqjXqU241Y8t2jpz/Q6fOzmr6woE6trX1f2KeHv/wHtogOHfiJ9kyM6PbbdpixxvSZoB2SFocdIqSPzH3oBcNjMdt/fFmN4bnfHJNzG0jbaONQozmCe11DsejunCuOQ49B26SV43qYKrQEgUJR1CHmv2n35Ck8M6hAbneOY3AwAtNTwvLIC4CITZlWPzUfCJVzksmkncdQxK1YmEOjIFDaNN2oZX13Y8qz2MYpHPidAQzJmE0CjwD0t9SPQmdb96RX3jyi09Nz1gfao4gcde5T8agZW/A1RUXBWGFdQ384VCqo2qirWWsIox0x80urFbW9sLIY7eKEM2CNb6vbriqRZONxmw8bXLvdNibfQM1RbxozTSWSGs3nNT+/aKoBnO5pF8btXOpA2yFzj6IsbS6bVSYZ08n5y7owv6SH79+nP37mWe3bd7/GJnbaODB2BmepOukvHt5tLSBtsTRsg/WUSqZVLJVEpFUylbKZf9U1/nrpX2xbfQ4W8la/fVbHguf8LNr/NNq+URs3Ok4/Av7E563Ou445OnZ2hQSMt78BXjm49af+9kPnvzpq361gnFlznR8nkw+RBHRkKMXEQ0QT52wPI72egboZZpmHvK6ag3nlvvZXGvjmM4olpLXz5/XmT1+W1ylrfGK7orGw1U1vLK2rGYvYhB/M5ZVKp33FPhZ/h4Kdf57rNYgONEat6XOzMxoazKgwWLLSFQuLCxrdNiKMS4vzS7rv7ru0fTSvWqWGYGwMsdmsGdILGGVAfMqfupdTT9gaMNnbYT7KNrvVBEZywQPOrEZcufPhBJk224RQdi0pMioCLNEYYao1Yudrdpx7UjCLF9IfPTMNnJWycIwUvSCDg0gO44uGo0rGYsIdCD0tekxUBbQVpzqjMUn0oTBWZ1wChZooiwXe1w/ad6vt5CQLNwEipvdrtWGiruAdvpSdFuMstRpNixj6cLWslw68ZTpMpw7wBM9KxKIaKZU0kE2YG1ez1lSr1jDfTtBjq9tRIT/QCDt7AAAIsUlEQVRkjvVUOwQJlqsNZVJpQ3UgZxB3u1Gx0timhoi4pNVkood5kjth9947tDq/pI35RcVCHVVqLcvR2mqj9qA4YMykCVeBMmoMlLR66FC9Tkun5tcsGGL3xIQW5+ZVHBzU9//8+3rooYdUHC4631ui6mxEHD9lbPjvCtr5MwRVF8EYqaSKxaLyMNJkcnMDhqbBvHJXbP33/4KB8iQ25ls/0ic6Srsfte83utGNnu1Gx2mnn9ZbnXdrBmpEudEjXXW8v/3QmccR4ZkgTm/kso67Urzo3HDg5sWi4yFhOswcmAmuOmZ8NwuxQ2m29JHpG9LIP/yzss9+T/W5OV0++Y7efWm/jl14X0889RX1em01K1VDnYvLlzWybUzDpaLicWeBtwnr59TEnYSHZMFalBCZkDxPl+bmDcGUhovaqFZsUZcKBWMUIDuehY2l1WraM+N3iPEH5oNxhedno7B++UiDE33w4VxYzH2Fp6Et+u78GoFzRkjq1BCH7i8Y3hEpjU5ko6dkRrNj/3HCv2yZ4te0urKmRr0mFBKEIYKaqG+Pywx6TmOeZtFmZHpmGWcMENlBojBPFmw6lTJRMo66gDNDRPOAQmkCq7RjsDBgZ7AJJptb4PQdOsG+UUPgxM/GhAdBB3UEvqpth67JD1Dr9nTw6ElNnThjaG/btqJWL19WPCIVhwZUGsLDwqFvg7yhsGWjx6KOOxQbSAIjVyRsNInEU8qk084gFuZYw+ophU066CiXH9TOidu05647NT6yXaq19cMf/Kvq1Q3TMfNsbOTob0NRF+ceot9sOFHi65PK8T+e1EarqWPT88rlh0Q6v+WVNavHNJTLazAa059959v64mOPKjGQsT5Y6LJR30VcBQsneHdzwjEjkqdQ9A7xHjHf0dQIuzkX+Na/0O16N7Xcib/Gv/19+Kxu+3Hucatr+L2fhsH5/ceC/gS/Bd9v9m7DAAgNFv/NTu7bgKLdWNdK6EZ6UcVE0TRG2TERJibt2XoOdHccgI+Yzg6E5BgJOiB2bYuhh/Emelp/+d/UqLbUKa9r+sSUThx/X/d9+RGlYjEtLKxoaXFFG5Wq8vm88jmss2TK6ZlBgQXMzRHvNjsV+EGGPK2urig3OGDVGjc2ylYDiNhzrLZY7Q2BkTKt3TL8wGJCFIS50CbMIkBn0MoS9PYRjQFBLCYDPfCD/nrUtKbEB246vmoD+Gi6UyMUlJW8qD/IljvVOamDVOkSCx7/0Mu1qjlwsx+dPHPGjGahtuf7afriZxgXIIdQnQjvShRjTIFh8qJP0CeUTmsgk7Vk1U4dAyp1bhj0JdgAXRcZ1Csoi+tNxcd56E39sbTOULrVSqK4tH1xz9P4aFFHTpxRJh3RUC6uSj1im9SqhciiT0dFAdPn4SFfyCKRQIKpOFb6hj0PAQt1UxN4dg3WcEqkEJK5bbyoiclJ7d19h+LdkE4f/0AHf/mhjhw7prZXV3Eoo0aFRCT+XKW8Cin+7G6g9YjSsZjQrVu4vm1mXTU6baXwcCCvgNdVqVi0wn2/fP+Ezs1M64FXX9MfPfWHevDhhyxZTa3VMINW2DeQGq39zdMtWjfWVH+dmZnR8vLyFUZqIcmO4lstcPfLb+7foM/Q7KO+Pso117YXXPNR7/Fpnhf5pyf3PEeYoRlRzDBCbXTnF2pijG9p5KZusvrEgFEEzvSb5/jMlBY6YXVmz6sXbquxuqRDx95RemxU2yd26NLSkgilnJ1fUiFf0K4dO4QEFyHMEudri5cOGXrivhAoIBJMrV6pmY8gtcI5F30mzum8YKAYTHhW3Ih4h/kgloLGYJ48d3+bwTnBMd6dmGvWIF/0xXoN8ySbuplrXVJj3wpu4izGIlAjKBFG5FuBUVWwORCuiI4ugy9pNqORoSEVcnmh8y2WiJZKO8aOThBdbAeG6us5zYpOSjbfFclHoCAfEDWMHTqgWkmnQaWIk64fgd6VfkID2xCgK9Z8sK+/UfI7LxcM4JCdo4Vj1p0WzvBdVZotnZ2ZUyYVV6Vc1VoZh/+I6vWOuuG4RR+htuBc1BQEJUAfGHylVrExIV0h9KxW64YUeUa+MzajxaKefvxxtVerOvizX+j5//qx3nj3PS1WNlRrNzVeyMmrVS25Ck/MM6KrpTcxLP69nk/nlBKoM8yDIaRKu6nZyxvmdG/Z/HtSsVDQ0qVZxbNpq6t05vQZ/eTV1zQzOyukmXF08X6JbmgDjYJ5YsTy72+fSRLeamqNpCWVsq0p5ht948V11722OHTdOZ/zA1v2+xZ9utk1Af2Dc4L3YP4G329xi6t+/rjDEM2UMkoPpoxx1cpl1Zcbaq51LNLH18pdxXCM+fSCXI7s/sAzt/D4zTSkINBeXeF0SV6rp+ePv6n5mqenH5nUwoU5rZM3s17R7nvv0eHDbyvUbWnyjt1mxKg3GsbkiEs2QgVw2Z+47PQQChRY2Shb+B/5QYFQoDFDrHzuqzSJHpJJDFNzlnQXn047/GfhBi+7Z99EdyzGIUKgOCn+6C6M0l6mFmWrubKwYJzWLkgF9YiPknpkkWeBozDpeJaXNBH3lCb36eiIOt27Va5uqON1tLS8oqm3p0zMJ5VbJORitQP1AyI8aDHol+XcjMbsfmtr66aiGNs+ao8IXQJRno3EXNRIPOKLLMZAYaQYkRCH0YFyHlmZ2Aj82QWLojgcVix8RTtUXW1yLgi9Y5msyuTftOgkh+BTYwXLVYCrHNmryBXa7VBZtWw+o4yJbd6oUyxnZ1yX18r6wY9e1qlzH6rRIv4fY1VI5dU1jeQy5iKHnpn5CZ2DgaA/qFNMFQIzhqExLmwckjKJlBW06xJbHw4pn82Z6F+u1S3VX0htlUqDKjeb2v8/L+nAz1/XN7/ypL713e+qtH1kkwEGC5R789nNITwWcO53xjpykFYrNS0sLGhkZMQkJcaO3688s//ov8FvH6evH+caSBiMy6+TnP8LwrVuYNY8HzYAAAAASUVORK5CYII=)
Identifying Students At-Risk for Failure
One ongoing project uses machine learning to identify students at-risk for failure. Patterns discovered in academic results, attendance records, and other data are used to flag at-risk students so that an intervention can take place early in the semester. Examples of intervention include peer tutoring, and additional coaching by lecturers.
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Statistics and Analytics for Engineers
![Capture Capture](/images/default-source/out-of-classroom/capture.jpg?sfvrsn=557d9b74_0)
MS's Statistics and Analytics for Engineers module is featured by Knime as one of their external courses.
Module Aims:
This module aims to provide engineering students with an introduction to statistics and data analytics (DA). DA is a competency that cuts across the Skills Framework of many sectors related to engineering. With today’s technology, engineers can harness the power of statistics and DA to analyse data and generate insights to support decision-making. The topics in statistics include descriptive statistics, probability, random variables and probability distributions, sampling distributions, and estimation. The topics in data analytics include a brief overview of data mining, cluster analysis, decision tree classifier, and linear regression. Software tools (such as Minitab Express and KNIME) are used throughout for hands-on exercises.
Teaching Methods/Learning Tasks:
Flipped-classroom is adopted as the teaching method. Weekly, students will complete 1 hour of online lecture out of class, mostly via short videos. This is followed by 3 hours of tutorial in class, where students will solve tutorial problems and participate in activities with their peers, under tutor’s guidance and facilitation. As far as possible students will practice using a software tool for each procedure/technique learned. Students will also learn to interpret results and graphs through examples and exercises in the module.
Lecturer: Chia Tien Chern and Kok-Mak Chew Pheng
Click here for more information.