fykgeQVYQEuUhdb3JXUU5g==;OMe0tslEe1Adm87SApLemL9dmzJ9Eb9rmeP61Ma8y6ywqdAiwVviQ2RvFByrEkY3wN+tkSbDFfPKQ2iViLid85OizceW2k/wHrxU3SOSFEZjwApNUOwN89Djr8PyOFXjDH+nLqQ9TcHzjQJU99obD5YVgAt9E0OiRsBAyl8lrbzeDVGbqaOSyP3c+7vnrlq8b/Vd2YKGJz7bCscdxisLIbw4MKeIBDHwfYzHtV4SL5HT6Ki6RAhtnxu1tyAVM65HMydmd9FD2e2ur/Z5Ix0MM/Pe4Oi8z9sEIH9SXPqZqD13CtFEqdNyC+AEZeh6DTgyCcd5tvkUyQ7NnWttpSUN0LerGQ4cLR6HQQhXa4OYsLnENPjFOtUriwqthrHfiYaO1C/yKivO0lOBg9sRrBpP1/I92S6u8N0pdPyx6tRV8eR6YZ/iSTqJgrlfB8r+RwN5rj89M/Soq8jtYb9I6ErTMg279NwfWbDg6tRUB3v295rw78s6+nOtD8PVTpGvbRgkTz450SAAb3/j9OGHRrcmILA5lHYHPY2LWSxh55m0j3RJyLKlHRKorFAnQRbasIc8yTDEgywbEsPcEFRm+i0OWEQ7Kdj88EIvj0Vv+i9hvBUDrM1e8sCpvgEp9mfCD2KBxNM2C0r9y+Z4pDNDWMoO9JXVjV52K+RJCI0ysxgQE+z+ZL9B1IV/t2WDzXxjzAuour4mEu0JPfmVoEenB8Y6o16Jo6QUAFmUQBoIXTc/jCmsh4LrQIAWbX61qSvQCPyhWairwX/SSsVg4udtldBlXX0iehPzErQ91qyBplCjK+HXNlC0kgyg63+p6WoBNtfBJmxexuSpdFxlKNtRIR+KJUcYySHXj9rBlNPpAJ23tPaBMtR4H2vRA+goY+4t53bGKA3+E3zIfBlMVq8uV6xfgNX22F34cq/XZFCXBua+AmaQIZ/PeMmKHxg663wWoh9bdtNQ6WwarSJXzEhEmmtpuhrKITfIIOyeX8bzUok0DdHMk/riSklFR21SWRLIuNnsZcc9hbbk2D8HSL9OqmgbIg8HUOCzjaDYxpuNwFvDnCKES7yCyUlQJLK3aXaZb5/WK7h4YY3bjlbKcWid9+tsc1mSmWGCi6XCe12fXlwqCS4L6T1y4AmOI6gAN5YJQSiJEBx4+pMkPypLCIcDABfR9psHqSO7VnGIefRQh5gKO7Xr/1XnzsZrK1i6melgnktUaAYxouQr4yy5yKNJO6QlCp8NrIwH1/AN90nhBrn/rKJSz7oajsK6cSLn5pKCsir5aO/OqrIOZZM271eDCP0HGGbkOofmuDTkBEys2bdnU604QMNH9w4XAgeFUN5edq3u0aipmOQxHPVoSUISxppkRSHl5bI36QjUXlwywNS71v8l3G8u2Zih2/1AaKUDz1VCcgAiZmoFxIcve1b2ymHfTL2UJNi4sJTVv00Qx74fe2dHk+0hcZaKBButTE2KuiBaNhdvzgXirbcH2/l8mofQk021+a87CGmK0vhXzezFbNT2voG13EJTmqivtegSyX4cHUzqej3KiqQr3Pr7P7kIUqWdHAP9RQYnGMjCnEd53C0YJ2SQTmKR6zcS5RVXapcQvGvIVR4oeYrNq1bw+oh67cPlG2LzbQ5Nlc7wvbFk6VQEHxQapy/j1ENR58kKfts1q1hMMVm3AcMl6ZZxaDz7rgSVmKSDTlAkdHiFGq+Q29BhCX1sFBYU5xxAIwZwOnwuNvw+kUeiywzRwIRk5vrcGOxk6KMFvLnA6r7+ahTGq8zp4j2kg9AySLhUnDagO3+gWGE7jt4htoocxCXIUc+urOBkTo9AmVnDgOCgw+0hkiQRk57KnM+1oKwHRjt8qQ1D+x4pE0zUXz7TBLcyduh+yDX/xL7WoXrN+66F7VVdeZqu1hPbUr2e1gg8h7dzeTZKvVrEM5L08z7b6EU6NzdUV1p2lM03eig34/ma1VqTYbMm5T3i2q2YsbVsWudeTpA35jcF1btKSszM7ig9ADIbBRr7q5cEiA6630ZgABI5p7TJv8hEtcN/a41+3RruU2y7IjiXK2CpU1Bv/j/F3+WgLG4CiwpGSj5I5IKmxQyZ4lIJFNHgYsCoBZGEF9xkaMujxU0s8JGrFyofQEsGcdwscLRmxdpgTnxaRWjlbcpuxGboYlmTWw19ATVE5XLd0up9u1boiECaUx6GX/So0PhDRSzUhStHWSVhxT6VtjmG9cftGSSpKH2vmwpOMpWLsxUTfrgwHU/1P40vYJfJhP2ub0twZRRG9B47PgZiCW2sZGM9zDNCQgC4NQhJFo7gd5FkzEqNcX1VFvhsKPRwa0LYHeo8hApUaJr+8DnCRPCbBAyxM8y790UvSHKOcujUngUs1u+yR04hG3W0X9a8MKFLzsFH9pkt5v0kELdZ7nqla8KE0mc8Vp5N2b96hSCRTUOCCHxI/j4u61EZ4OKwQ8dVF32LASaZEHY2S8QoNJnFiDyyOYRtzJKOLYvIraa3kDb8jgUEv0lCGzu0YyCQz7O5Q2gD+mdU0pANbOM9Xm+PdBc1+FiCO+OKbyV+5G4L8oZwVL1C4yWeDos4qNhvKy9SLahpTVnOoC3HzeAQySpyGyQ/GBZvIpF1gGa4s2gl1Vxm1n8opupibqNjfpMFEcYhdWb466h+ozEmyhBAgFx/fHZVfPfcDvTQFrgOkAaitqHj8NrAYp9KDKmJwqj3dt4Cytyys80XqrS8DU/WoTRI5MEYQpWIBMr0Fo/ijEIiGH6+we14wfqhogMX0UqSmMXNXICX3CfwVfBZHEuKfui5TiwNZda8BpzkbVDXNizvDcyuBVKlLrAUtDtrso9XFjEKrjyy8Qn/VEv6KW4flYoscpx7sTCkJCA3+swoZg5COMnLuPR3PUoMStbR0hU4axJ5Mwz3E9DSK2aV+0fDj62hft2HPU0u03np46OJ9hpMWNJxEq6/8Wh/utW5/0r1w0oIbYRAtUDupBnICX4VGFYm+KacJ4jqrs2VKpcdNjykSOCupV+lsVZRpx1ETg052EpiX7rr6pBrKeABfU17HWDc/HLUNBKIeB/UiHZYnAduwFg5xb4oIy96j195dtIwGoZUF5OnlnZJBrAKBe2txELee8Y+vmHqnVXXIntFqkJq91ya39QFG20LL5CpxJUuBtxUU/iJhEe1OfdFN77KSmNhtaidQNuiqwhfcXNMr0oGrVCNqEVGloOORkbcuCnYPFy4HcBTmIrFPX2yVXv2Iy3flykMCl0DURfbxjxIu7YIa2oe+7iH1YiY2+3NiCmDtluS3YDrK1M+r+8IGlubFIRsbViRMMhUsi13I84mLkMkJzslPwcHwRT8ICjUlCqkVbeIrBbJHKJ8ehJprYTksfb3pTgdZ86PR8QnkRevpsKjsQbPzRt+idMFJvcvZu/Wbs/WOk36dcQY5zVD9YPNjR7qr0GKzz+1diEZDfu0SdIGT7vp/+P+09DOOzZmEb13ovB5Zs/VH4ACoZxwcPzUZJIn+ylh9g0OhfnV9WUicD5ZAf1OIycEREVBxPzkHuTnMO1fFwYVMEwt2Cf4CvCwY8ohB9oswSv3PbHCoNfpsoikQTKBt+lvkxX+6KP/J8bzR10yszFgGFWMerpCdgh3jC1YPQW4qI5iw2WM8F8JWYR1+qTmAAteorTxIbMdMoq6TCn4HxPvFU6+aSlPyfZ5OCnXhOtj7be6/FDPVp5vKqPEs1kwWckdFX/hzsNdlqUH4jkVXtPvvXbyLsFTVrnXXc7GYemzdVqyw04RRgSAg3he5J7nwnzG0mF2HDfd9wYEJkXftV8wxulsYK9TU0uGpqo0eUgJ0ecOCUa3EepgSbijr8TTJiWAncGdDBsFVO9p6P7v5ykxmh6aZrK4fQe7fVwrGirF+TpyH5ZXkBYVUBonj63wqFsswnOLukWkx0Ac3JAnizyEPf4eYhbY3EqV878xXm+svLn/1ShLXWWeC2yp7a7+rc+zfcgA7bz2qKYNjPhPrHAtSOOgDPBfShMiHlXejqqugxohsA/57SXrS+G9Po6V3Mw69lsE+/68KJy9FgYzWMsYab9Z7Zk8fbA0YPiSHIBBLEZdwTVOcR1x432X7/aOAvO1JCmywhLhJQMQipekB6ObsmzTcylYrRwN6X1KmUjWHd9FWFznuWwumhFp5Wxrp4mj1vROeNDMqLU4dfhLQ2qiQRe9Jgx9nazCmFFUlwLDxNRXAx8Q6yKKJePgWFsXgRdLFia407ssSysCGKYPIdPu7NWvEw6vbOmcEehHK077dJbzc2wagyLVfslaaiCHk6beNRlIctcvn3DK0rf5akdN3wQKPeRdndCc1dIWS7A17kcnisqrw14Ff7mnsHpm0nZzWie37GBLSWWXzzHn2CaHK4Gb4f5rK6kRsvYSRVEeJk6immTfgAM/vmsbPRJqCTYWmOaoQwxBZTtnY02YKvldXpdtAgUPB1TgSzrbE0zlHaBkh5lvcV1nhZLP3MCbXgSAvUdChjuJxIPUhAkzu2lXlZvww50TVVI/mTnk1x7zdXibt9GdnOj0xm/IuPHWF9qBDuxb90psr4DmwszCUSjl3DzfN+YrZH5mNBgMMLxq3wu62K0ngEGI+5oI06eQHBmXXNos0SZdayeNBrf8RwLRc+SHQ28TL8OCVzW+yaGZUFvLk1HyW0QEsDe0zU163Z9FjBkIjS1EqVMPgkWy/CUaBpf1X/ImXW6fl7OYD5/EhgdbFbt0nGVQtSL7O+hlWI1xrwkIRW5bWf+XFVD0pBIiJ7rRAJ9bTZck5LL4uWBbDCC3gI26hcCupKsmQSBxhowo7AUAK2OdATk4gLxKJ0FpAZr6HW6tmr8wKxI8m1XacuCjgShHPUXkAJDXL7dSDbaLyfCd0FwSn38tYpaxBGoNFUnX9snsLrjLQfE2KuFijcIM9SoyDZEZrt9/z10aKc/IJANLZTsPrUaMUWfOX40YBktI9FjYk3mlK5TqaeHJaRKIB/EYswBPib/QlLdRo5DQQHfAK2mF2Lnn09qNjo+8ChroKsAsXib3HvQp35keD3ZE6WhY9SaII5jbXu5dXZjiQlhHKX3gKnPYuNZnEsrrgqhr4SG3i+rOuJ6CEDSAQZbpmjnyOblXVvLrmGokugDKGMNMi/0rm+veo2T57qmUYtvALIB76AsaXq+2Z8wf8i4ZLiLokyk8nNC5Wc2f4ODxFBNSAWMnq7Fba1Qp1GQn8BAQWYzHGlE70dR8/TXHsaj+Ev7E9T/ftjjfgzyE8AR0yL8AIsqRVpOb1cCgC2jAvNGlQ5JqAfobhPW9kyZjwYxkYliGxLQyVX3vn3/tCOPibP6FQOTgfdqMKTL36qXffw4iMrFF82o6qoVUFKczY66fX87GOX0G6gPF9d0qhNdvEv7OF06t8qy5VzIaVp4mYYbgFyoGPG6Jc6Qzw596bfbfJtJouf1HzMkBs1XeFBWqkt8hxN+Lvr5r0GUj9RADbf0l8hPCwX+xmtTpjZw6N1JORNmMesiZVCJNLIVe7A+bYk6wlkjR43Q4+I2hMfxrcdnVlq1bdJrDRmcl0XQsNlM+xLxYvPmhp5mdtyEJj6qTUzJDWA5zvdDhD9MDELJURCpyxYO0SXpcM8vcKWINkS/DXF3/hnJ0aH9N/z+YgM9WToeiXFyH2pZ35VGDDlDpqgT8lY6JWmnWVGpPSWxBRcV/YRsi3zjwrXfyRtnl/IYG38HKKMRX7sn1YLoPzNMVtojPBAP1OK+ate1Rp2JD7VfgSY2my6KNzMuXhiCwJzoBuKpm39hOWwHNC0TDxRs2gVY34EdcV8k9i9+bXtuNA8Fo2mWmDJYcvhHboIaoM0/GiLlw2m2InMgM+IrBqZkH4ONX4QCwdRAGhnEI1jv9/GAr/xmZ7uVJFKU90uXamuFe1DVpM++NIFEKw1AAG2y7x/kcDdUW/EEsXbu7kKgdGs+4hacoJkptJIgxC5jtnWiadjyuMoYXrLgKnn7wCGRdvEGAN1UJeF5qhfP9HYTVdABZYApSddXE0I8VlG5vTnF0UlwIc5A3ggLW7HvcTvi6WPFk8+iT11uNGDWsV3HLOAMxfveIFdPlYp2NyJI+HlBcebDranmKEdNieT6ysXR8ztEmKUsGMV+ovuTcNYZ0qTZc0qjYfjXX8+QhIu9xEu2bmnzBHnQAnuT9buz5UygwQ1SSRwJrIHCkYx1OAXiVfyNW+aTcHB5WhGarR+XOFGH3kamJIKRxmQjrj9KqCg5Cfdlc3Rb35cRNcNDwWJqZ2RX+D2j0hqkhXGd9PcjekTSc9xKmYP4s91hBfWYvSJ6SyRb3TRV0TEuHcB+f81AL+qRoD/kCQF3oxtnNwSyAftfesjN3aWr5zYnToOofvqeP/RmcUB7OfUbgVfRoykBCzCMZW00dKTYRCFYAKiVpRd1LXThwUii4kQ/6wN6BlsT7BMk2lrF6YoSoF2f2nu9JavYaY1CaymrtdQs9/P8UYDrdl5ZG7N2xy6SlIkbA5nPf2rWsGxflwdy7DA5y+nFlh2VcYEmpASxmh1cywUu4LrIS+EiVnmitM+a0PZ7rIjnDk6UN+DOlGoZm1IEr3xBP1YCtz7bHAvvfUIZJuOU+g7Zq5hu9twrkgnYqa2ubv068Bljv5tvxgvSn/4jxrUlJmMIVKs8pLB10F8PJ/lrUb/ssMLlsNkN7Qbqa5sbwXn7h0EQw2Y09knvX4pbj93vlFggT3hGIS4WgBaIE1n8RWkbmWFoyTorulQmHpROcqi9VGISc+vToQ02Zt7x7l3b1Is0grGMpiWyZMYcLVnF1FvWA5yJZgl5jVlkfzTuAmVwhXFhJHlyo8gQasXikkjG9Fqv8uLLD8zKVRxtpY5nHDch4Ub1RDd2qkEqWhKh1YV12XRIUS+KOvv0HnZkQN1/0tQ+cMhodniN4h2tii5uveKrzGvufRPjmmcDHrqVm/5yfNKXBIb9NhR8bWVGIKv70dATkLN+n57MI/v7BLVJhw7O5yej5ro21ecNIJEywSxiTyHq979Xh8tR6C5Te9XJjDEEi4oJPy/QG4xyJ6UvA1IsoEg6fbmYs2xIwejlLl68ja4wGd2Hb+U19FfAD0cXIcmJRQxaHrVCWV3Mn5qP3zUrm1zv+oCVWyBJpMOPR9lPZS8U68qyvQEwKZVR8Kho8eK1y51Ah7zZsJ2d0VBCt4VDQGBDGFxKb3MjPBn1bGf3zwL/3pAgOnV1DpEsO6y6Kdm8xOZDAwLEVxeeZ1J76K0cF3qRQYnW1rE6zHP4UWHEcNvxVhpwWtDcgcgK9W8mquMxzhNnsD/Ma41qgXD0gXozNYSWaO+8ej0u6xABKaCCwdLLsDGUlP4UErN5x1QtaraThQG3Yj9iII40JSU5CMwuKVVyCGNthixZWALbHa6dQkK9315yb4Ioychfo0SsZijPBpVPQ6T4PrvaBkUgVpbtTZM4pZGQNn2jyQxglnqrmqYj0Fl9YzceC6EEaMJOzWB2ZRT13PtFCUK74YQbQmPYrP0oMFhzvCrNe8KFfGpTnb0hJbORIInibPE3A5/Sa2KNwVwlwoNX37070ygOMn9aUNQcaqg7HekN8GWJSIfmzgzpuKIxA4AqyxhDXTsS3EV4rKAthMmSlFEOMkMhvI4LaOOSivY1BsnXseSDhQovL3Mir6pSzYWr4w0Q3M3JuXrvrenGGX3V8sISIbs0kP54T5rz+sw/FqA0y+ZMjcl/pgRS+/YYN/Syillw0xEppWRjCi9RkaTZPwOL0239x59v00X9k2dLtHP7RKDEgxESgZOBSu5Qla4eA4fdQobB1NJrMR3FaUYsBUUroC2tNoegDDJHRLw6rDvZ0LaZGCyioTUQ+rhUp6eBskoJNgO2oZhVBEcCnMFOWPus+4AmU7A3ruljoXwcWKW0oWrGzBYHUBHP66DE4bpZ5XqQpWhr9PQRjHTktQoV2yOeS2SScBJsXB5rD0h7kUUsUaz0ibdmQa7bnNoStj33HEe0GnLlfqDKwtW5rGWy9Nn1on4pXRfoSfatqPVSd/Q+nga7Id67wgya4Ity7TVPT1hdOOrXzNZJXwyngKOQA24d6z3Eio5jdFOi2wuPVIQ2Hphk1OXZ0vBltKk0+Yq9GuhOQzGqOHZBc0HVtqlsnYfuC3VmwbAGh9+bSl1LGaS0C6vtKa6CF9S6/FfmnF3t2KpfJyggbBNOtc8C55bRSdDd/EX0qN35jyfyCM8Q2zHE6B7yUO5qsfImCZi5hE2iNHKG5se/hTQ4aSyWS4psaMEbTp7EHVLzdGWNNdNPoDhpwEsROd7hZoVrMtMhDPecv/u79Q9Cy8p4OjQL9yirfD7G4Jl78QHwOQxVBnW0wvyO3x85kfRly+yrJtWIKOSP74oGDSdGzB32vtTMj+C4jzmmgWjT1ncZi7Se4GNREHHAR30QTRhv4gMN7dJShh0p6DvUjocLEF1r7fhMq0WsTu/n1zHq5RvC7ppcNkF041ulE19rocy+irJ3jRtAtTLYbjU1PHnuTi6QtMiYcyC7Ez+iIEaTCojdblAa2rrFm+dUxutApJuzcHi8cz4V3tZBjPRHfn2J9ge1g4ku4RRmuxR9dAuBrvKPD7UXgdaiVSABhYcxEPi9/kSUKJQKCYyj79UNj74CYiJ5Y0Eu/4CAyzyJFv63t9KKvGuzTjMiU/brJUiRE0ePdtOTie2AuQzh0Bqi4ZDfk6lhB2WTzCkp2f8j6WAm1KfivgiNK35tfcxx+Wj27noyje86MhPlSqThmggiL6MhRRO/q6zk467Dbrl963nvkII4l8Pbm4+bIavTt4wUwlVpp/qnQJeWPl4U0NJHPEk8h8UoZLrGsOp+xK1LJ+GdV3MzLuQL4BiZ1EG/oeWCl1opXY8O0mdyfW8ZJJQRqQH/aF6kpJAl61MQX3gqZXwDZw+2GfhOddO9n7og//Zc0cZ6/3RkPVJf0c+kc0Yi3TTfMxMAmfMLcTZ8qo6M6gRcaRZToakYDhjrecRNmOFKAXTiIMPC40ZcnqI2JMyQgRYE14HyYEYMf5J8daUkKf4vdjT0wWXMiieLRQIeS7CbnnxgmaINuPzP7ZCtDSBJFI32UL8dJYRqUo2cYE46mwMn/CBwP/kh0XvRvGBaIuWlziYPpptfiiER2RKmHVlitx6S1XBV66175rPoeSxmM1BL3FjepwdTg3fVzm7rB1SiOI3qpm2aKF3pFAUZR8s698GUdkkEbd7OxWPfqWP44RST6M66rn0dG+QqUbl/Q079C3etGCcfJjzWQOgReO8fFmnrWQ0IngKYHPAL11Co+LNOnCrxeSNfAXzFrIuexV0cs1OxFBySVo0E1leWHQk/Mb7IJqs7gp1sZPBxj76Tv98NhgMlCbucdn19tXJe4+WZ/P0DcVixaEWS9uwJ7XRL4cmyuuH0hLW9ZB4WmSGPkFn8te4UXaoqlOs6/OQ1lh34be0DWXEANDGVCbgomeF/P4DhX9gQjGIiGtPGFHMWZgSshK6U/wtSNnRzWaJzXVfMqVHx6K8BUuUvc3UKeFUqjM2gA0EzXUTbxIWND2JxKKYcbgSn45v5v3NdOzurvVRh4olYuMKJ6cS0yTxG+7eaby+U6fpyxIjwypZhsCKfS4+VvtUJ5zPuxGF/eKH+aJY55woA6m1zulvlVA4JbbCEDbEdvy6QZfeMuEJMzHxSsZ4iGX90ZI73JZ3lIOliPhauCUkg4Z1CyjveKkig6TszrbrH8/2q55mqJeULq5qBo8qOES+XmrRqNuViShF234rkZ7fgeLDiT66t2Uda/uuz3t3ltdkcgNM8KRNHpaxmVyMukf/8XCKIzRa0yR9BLM0nxrQDhALNYUThLaav0epryBjo6ujuRUKA6Xz7p1huCxZk4yY+XB/2DUrhN4qKgkgohjbMvcFB+2DgyMMzNxiIt/BRtZiD54XfHpdv6D1scm1X5Vdo66o4Su+tV9JVD+AdgOaUQ2+BjJbR78eLF+3/JlERupy94dARir/QDxHLYPUfczPhyhO+69MsH4ZSybDvyLRwjzy+10B/jibYMI59ddYLpAEstwPL60xVZFQh0vP+nu1fAVQCWOGpP6NrdDjR8lC2ZA3018Nbb7/orZlARLJPMwU64/HnDmP5YTtYyMn8MEZ7IbYFoaxoV0zyrU90615G+BB0R/GDBF9YFCBBQmF/PeLhZp5BxjRllA/1aOZ0v0gDS17tmKn96w22KVUntaA4Df5QT0eq2SLDmW2lBPI1fx4f87gfeGoHXWqzcwaseGjnD2cA2WdYyUsGTVpaHsY7tP2OuphXAlV/r5MQ8vyEgMuTHa2rdJTb/3rDofsXMZs8fcMj9qBzQp8Dhp0KmaJ2Ffi7UHuroC4LwhRfRMkhqHe1jaaXbs3dRvuykhchw//6JsN7bk+ykkdiOM+6oLLfiwb8Ve1xoslCHznDnrv8i+P0k/le0ih4RGtFIqrfH5s3KNLHYJbJB6RWvDX9m4gAcVN0ltbLTacoafm4PpBGmtK5z7/Bw1x06Hbuya2LAaFca9F57PHfvzLh2PxnKqqLPUsBIrehlgleoS2OXSz+QGyCbh4sYJsAWYhoAPcNlEVxN+kgf+FRUFreJV1hE1GenX4jvMZSo7EtNcCYAUiUAQPzknns45y3PR4C2eGNwM+TfaSvguUijld8cfGT/IZ/PWdR/am+wv6eOnlbX39S7bDagHR26YsigEmoDCEz031PQSu1L5Rrc2uKAvbI6QspN8ZrZOL56Trgrp/PJ6Qe1Kcj80n0/JiuINRAXn1VHY0xrDck2QGgt6Bk23qaz/xU5NPZEjWkXPZHrUT6VF5FuM4kVJU8pikxcrhXpn4aDCVmWsl3lQdo13EJDqIY3DStyUkqs5CTxILUtZUwFsqfvnoe7skLmz3yB94BS77aeuO7hOtaG6Oh9fBis2DWH4jA2ClYEPGv9a7fdanEyBVe5VPeIiAd/UTtltMgich+MsWgXfL62h8y0tnurNYRAHhO5E/REMTSycShhA0HZCK3QZ4+52/Gy0NSKPzaWBnLe+pbMxlfJH/3kyucxOsef4a3nIzwNp676ZOSMWqarI6uno3Tt+sMrJrMiDauWdU3g80mU5Cl7boq5/udLUJTVZtitzBKY6UHBNpF8OgULn5owLPIiafjDbGUyZkSFB9i/sRD9g5Mv22OWKpgLGjljxf/s/SQXtZtXhs5R80Ix+WP+2v+YrYc8tjoxDmeOrH1bK/ew4J5dfB439nTn/6/BfG3MRW2ANCYBVvrFaQr/H31ocbY5vDZi21LwcJfoDuuPAlMeR2H/ND64LMd5qHlctPZpfNT6ckXeDLm5iR3EORI/0BtmP9dKDwRIlt3POWI/h+83+EHL1L/FwFXg95aFWLD9VqOINM9GIihMfgOwKCu6BmJrWaOGhW8A1le8DCv1J+LEgjeplYIEYgqLen1riH072leZODC8opK42wl0EImyTBe4/lucUG5zmR/xDkZaczrtrH+8/LvSwlAF9oJgq+zd1inNgLltunThucZoqCEyU2m1XYgyC2OiFCOgPw2QNW/oSa0HZ0YMBNTLkYbEgb1n/8gPSWK8AgsQr48QTcaljhkCD7Xaf5l2NGH4vQLMs8/Re+rb+EzUcgqJb88mGriJPr/BwbgaFCxcAjvXe/AcMAlJ3I6LXbrUOfPPdYU6lmE4SswiMn2jGpQnbLE3OF2pVBv7/X9rKe1ZW2sUl1ABkxMf72ZBqWHA0qS09ezs5jO1UaUUfcJEX8sajxpesNlpolpvKksAFI/cO+GvqyjyLW8sM3RJDh4qKT1amkWKHZw45a26W00wuoSKXj6hqmFxpDGo9rUhV+4l3/LGG22HvkpRE/WTVOpHvNFbr7Rw3gBPBFpvh2M3xw08gvU9/AulfVOiS0grKW6dQ9kpFSU0B3oqIvqLvEkq1DeKoubMrc1di3Oe42qmpgSyMGaJC/Ere8fOqfYyk6jy4vXNGk/s9VMm9la5F8aSJ10RdRljcpQ4djJTS0sqKZ+YvLVdU+nyTmtF8DXWtDOt7MR2SZku7f/0fGIZeRycIZu1O6grcmaJs9OoT5n0LxSCAEKTylO61xA8Rd4KYNZOuopjvDl/F4L23VMsiX53dZr4puh4lY0FNFWL6UkOrtM+LYayu4YsuCiWvuKaHlfVzI5YGyWr1P1u8Ni/EAXbaEk8tpseUq9qgx8LSdYrWK/QYhpoPeFB8ngDh+SrsUdcHOvWfjFkyO5VNqBACxN+qJ9s4HkDV7uGtKL939d5RM+bkvp2GasP+NJiz1T4LYRGUwUsxRW4rq53iy29uSrHI8POkhD6LAUQeZEnMYBZctcBUYvGqEcxMu7EpfN4B3iVR/MFvnyFa+3ok1eRXAKXysT6kkqBpCggQ5YrtxNCyBeC+Oy6Aq2QrdyiBnxA7qD06NWkbhIUjCRf9l6HM8HIDB5ib7wYPoFLp9rz884zpMNbySB6NIXBlYu70oEeMMdZ8EWHQ1zlIjNz20VVz7sVJEg1YXeLyerOx/bGSz9ARtCOPKColtWxawBh7oSrrceQ5QRNBkeo14YcPm9LDs6dOIIYA1caRgWSnxOWjDrWpdI40DSuFoceuy+IjHkdC4n4TMvGk1cXXfFc57U48o8h5acTHGaqtCU+tH0xPWqr/O31YaT4d8R7eC588abu7hFpamspJmQw5xUsLNFyf19RuDUmlfxIcCsrEUczcePM6WNADPcckmKUIRE0pxviE8Q3/nXqtSKU0DHo6VhOAvjt4B82O2VJxSLuMRHlMYY1sK20Jq1W2+aSYirwCoQL49ZgzFXHm8bPRmzp/wBtaakdRAyyQUDJbo8Uru5WRGZX0ngrhQW/XCmgX5eVADnANIMO1XOXvt9eKBhPli2O0TqB3AwyMX2NYJ8eTQ09vUvCRSSEWjwoiDBjPiFzZK6eZquBEZNwDkFAAB7/zIN1X5UXXjU3iOckMyNu7iRCf5pX5VM5GL4EAvE/87YiezipL/KRhmN41Qd0XuAL855JywSsDE89aZXNYPWYQ2jriqZzwOjhw4A0ACUarrxnCfjIS8uE472BKqv2pVYw6t8ynmIJRvNhhKCkqu8DUv7B0Xpss7nkjscfc5os9rkEUkjOkNVTdu/NRUdB9E52hVtW6F+QxwO30uA+rmd6oLQZ36pVD37f9JchPMueu8wUZ97Eprdg655eOjArHDfv2pSSK1K/rf+rsaa0fp1MfMxlVTqpxHkQdbBjF+l0uqYwLn7q67hoDcVVUq9ATdAa33XHmBAEvkFbdAo91OTCqTTM5xRQust0t44Dj3M8fuqLbmsJp03dhxRI4L4Kk2Hs93ZQnJuPw8IaP803oD2fJrJ6l6eajB4uZCJOj3o8MmPclaw8T6GF7G+5X3c7Czcuv2dlcYTbAgG6IbxB5S+ua6YfvsEuUN2MMRt2wZP1CkIWZ4VJaxOCCVM3JwJi7jj673+LTdXoPp3WY1Z9sS8ixeWH3h5N0G0A3U3e7r/r7WJwmTmoMChSeDM8Y0mc3i680sU5Z56YYl33Yi5u6tlVIsf2gxKo66smDn7r6sC22gbnF4JYO0HP16DbyHopnwA4rsmQCWa8pJJgkG9YTdn9Bm/nQgY+Qx1pzwzjDGLQvgKpvQYsZM1aXt5R5xjWOfazNgokd9xaercQMuYA3Fx/qEx9RoYLgItPof3/Uk54Wj4wczwI7ddkBNz0X+V/5QljXurhOnBM3iu/cpK4X1S3jBZ0S0G6I0YpJ8rCu2FJ0iq34en/qPHZufJ5XHg/NZSWkv/F/FdkPcoqIKwqxvdsbcj39WLJdcOEvNIptORLpHYUv0MwsrlLskMutIyy/rrmvA6KSKjwLUEsUIJgAPyrwqD2heHRYrcdBpIB6mEQULuStDIyrCJIsV3z57QqSAAQvxeDv9sP4VnpJR1KxjFJ1pCc5k4l+yxniMSx7+yWIl0DjUYez0QH6fvWkV/guFgqx+9/c7CzP/lxMloBREjLekcyAeiZDmnxb88PhdkkVoI+rKqbt3/ARe6+wyCUhuKFobLpPn/Tp7UHc6Q6PdPS6BcLRRQ+WOnWa+1ntRMWo57tEgPYe8rIfqBB2GGnpIJyXsLYqdQ/O0qCVYRGCu9zFwtL9IhJjE6u9bKrxrHIRnFtGu5MEyxHb9wvGICyUJbkzPqE2E9Z3BcVbQ4bJU8NnK8isWfg3EwbT6j+maUJbR2qf98ZPIBKYC0FN5biDK6HqoajvTCFfCYTIzG5ROY6ormOUrPF9pMdP4hwYYlGSd54egknkKmfZMd8hcZVTGaIASYnKeJ/ZldC9n/e3c+641toRkY3SvcyH5rCQZp6uwi0nqFkpPtoGkccI/ltlaP3yA89Z1yxwC0MKdATjc+kjZmJrENBFmmrRmBCmjd4wCO2NUT2sAZll6D5jHp3nAXwjFZdtfnACz+wnLn7qRfhXYGGwX1PrHPKThoFUVmEMy1AJx+C2PfNMOIgU/F7tuMeseC518wE3xVytePoDRZth2vRvJPjTrp+2/o+FtpPk4kpr7LbSU7CnSROx6LFf9IWyc4boyDVlSaYSbgCRygK0D+Gk9ywIswxsND3y3bCFp4RrQMa/UsNmcdVbamCekqvaW0a6ZDDYBzwwuMfOCD3dxzgYAxHGB64ZMKst9JGZejJnoWRsjiqxN97hgEZoQPltRO/Omh8+oEfte5BV2ajhtOIXb12NXvLtAg1jEmbg27cu2j1thvwRFDtLds5cezo8ZXa2FPJ03a4U7mPGaJXYtSSEn0i+EHmYK+pO/7vA+65SNMvAEOaomt+V/3NkWDbu7UpeqaWu0WRhlmNkHX3AFaSYxQcTXiCF29ntlB7m5fYiGJfAtUwefsW3KPCSB4jBSjCqSRm4eK6G2PPQKXdeIibL5k7V4uYZNSFj3rBjTTJbObz45uLzZQPqOGPG1FCpFOoNePWwlPM9pRVnko2ptC/Tz3NmxUxNYV171ncgpQ8g+o4cygPoIbGhQYj1MiTYItnFkHpgrc18IOapzqCGrt/mrptfAPobeU8wC2e1gGReYT/t2JyJ5Kk61EOv7TdJ8y+RudDmT0E8Sr1fZbqiaRnLHtpWSHeBDbH/cLmeG7ZfSGwFgyH88jlgWUVj2S1Sg0+VTd+i0ClDrw+ZTmUSjVChHlt0mHgshl6qN8DLqcDwVXDUEyYaVD7C+2g1xE4aTqFNUnllJ+i3sFN+kBL+481/cyqKFOQ9k3WRx0vb7097FWaoxzt4r9EGD99pUYEa1BL7GGTs+9TO2sPMQWpSn75LFh5H6YzW30srRq/sTEKRXrFkfuAFrVXK5PXRG2g8psfJzM+d3VztEYA/TE63gA38/6Nt21KtGP1IFWTfgkidgWa7kb4mMYuupj5PzRaFW4rBU2KAZ4FbFitGAE5+dRQVXNbMAwbJJfrnZuVBlc+kuUjPsP6T8njqW94Z2+UERkerJo/W3zyKooKN1e9plB8eGO0OuHTRcMETb41/8txmwblzgOZ4OiYKuR3rpVFdRRuuLx3ZTl++Y6JsMDCsfzWuB3MsWKQ0KS3PtEkHD5mwu4La94KKuSIEotBRnEBkpNxQbF5uc7Qsh5PsJUVYl6ELd8XJfsHfA01Jyh5dtG3v0oqkGUmEetlfNXnGHqy3pddOAwca9g4aqSPL8+kfe4F1VzmxlG5EAQoX2uLolYhIqFC+wukvyWKpqGWmhMzeZ0o4NrRpn2Oj9jyd7obGEBHmpS8RfcwoqljuQggw/mLgwfoBK1tPT84mSpvCyhNrZycj3GjqSzdWr+OsUZuUL5BnhGyMbZ2Btl/Zqi8puVxpmZjjHGIErszz4sRhEF1512spGCK8YH6KQNxLVDB1cnANYFeVzXRXXhaFJ+h17TS2wn88S7iROi8naGQVANYiy/rOdm+MKS+3Ym7/FsfhebJGAhpMfrG/b3uFiIKIDxD7WrekdEI5mnl+wcJVcyJTxa1pnv62D8BoWp8oGg4gkC5VGxmDh+jINnNp/2OHqBJmxTeZsRoD1GOUHXhebX+fEEVQbZeHGv3EFuRTbip5ZpcomRg2JEtLkI74FJ17bxgA+0zPWYncfDMfZyxDsxh9M9hAP4CvusZIuwn4zvX4a86zoSt1Woo17PAK+td+rvuC6y8DgeZCOsGw7zGdBzY2EYp7tLqqrKcUbSHN6lSeR6/5kPK3wPyfvPLiUSCISIAMHj4Mpc3K4BUmPqJg6D3+n6lwTgN9/EDDFxZ0f50xo1vVG3zASm4GLKKXpvPO0yqBzTONWAiPnL0gc5XqRY/rc1EzNBerA2XYi4vWnosD7ROJiaElYJfvriUp6IlYJgJ2QKgzaZ/FVs9+tWt+ORHOezT+laNCIRfL9AnoKL1LSXd8N0M6PC44vetlpgjrMdxRU9a/7IWUugKhvVZurozuXnd28RdCHCNU73tjFI5iYErfKxGvcpsdZVkHQVG4b9YRU1lJUEr6W0xcN6P97bCpJw5+PHj0Goq9J8XF3dvUYbuRP3oziYmRDoIaOtwQFp8A/N6lZ1d/upMZh7RXHmSEWYwRilwbI3pH2deM3M+14+oulJyi0P/ATI9ZPrB3jXJovwlkFMK0PA6wCv0aOcFtw4nQvO3gUMkDVeJRGY497Lj7gPEXPcgfJixvP/nm2Oz1BkjYH+6I1LJNBG7dJ7fVB9X2ng4GWRSUNbgGTjzhK9iLgUvT1UT693OY1qemGXyqHgC69U3CpnLRndquPmfRxVxYUk5Wbpwu/OkHI+ZbpAqEr1szSElpz1De91Rby0ygISVzr5aAGE8OFXhTfv7FW74xPLRaUhty2J/+mGjDzfndx+UT9Hdah0IZs5D2RBPHxW2jJTX75M0lEaoeyplZjnDA6E+rNmIV6bwjWo5rT3LBTWpPrIglJlUUoQyeVHwiDBEP96J17c1tFZnNMcZQChymDq7kOpsCx0a/E/WbOrXA7LO7fTCch4gi4frG6/7HnepSl+4pDzFEa2ySePSVlYkQFxXyLT0mwh2n5Dt4FbrIphYLz4JInbxxLmeHkwZLZpZArOY/Uhk9CI9p/ITBDV/VL8VS+vMEUcgjyEnL3bAYxLVb7MtRflDRwg+T+8IfZPM3W99u2um6CyQKvM8zpvjwrrBGu5EH/tHsGHpxXsE6gxYIVjBAAqA8Uw40t8xqy25qqtkgZwEW9M1PvlYTf9ZDlSJXawwFJf4PF0zX88/K8qwTguffXh5PyB4LQekTgrC1ThMWz9rY/v3Cv0mJ6WGyfuF5bqjOpwOVSVbDj8jnsq1ebEhl9Wb1tNV/Cbv7j5L/iogYxc2YYTzHeuyqFKWubDHoBXSmN+fOlUDNTRJRCf+/EhCPktv0Z1tSP4S2oN7lmGOUIaZoFQD816L85gEBRZYOAFYE3upr0/WvGsCONbQTiAEZyUDc7iUcjkZpaEC8Ss3qPoZJa/gqRwxTmHwbMPVZgCC+h+GuU2z1EmePXDvd9J51K/t+UZv5Cty5g/JXo/tb8yWx2zU0U1WM4D8oxosoD3SNUuMNNH302fu40Z9TsAgY1bliRVFVwkMquGatWuaIhfCzqOeIhsfJkKjvbFLait22CDw/DOkeIvBwwmoVj9tYM3Rv+QCQ+yc6A/kmIMx5Y+UWStN9ZoPyc2DczAt7e6xlQIZAQOb5ipeTS9QT9U0cDHpWWD+YVab9NFcsiPM7wpvBE/z79ObspN2lgM1Lw2aIvJkcQ56C5oKg+bmU3KeCqN5rRa4fqrBy8zQAM+mTBWm5ICZeBrgwMWV9Ir43DRRputXOHvu8qd6d1i36oZ5DFmGOb1TK3v6Vf32sreFt/HGf5a+dnW8oyu+0bqCxgvcF3nrxrnN5QcFTCJHj+zCwNHLqZnXPKaNOjevVlNoDm+hY4tkCsT909rttonmBgj8Q1lngyS7PzTyg5ZD2MOrIXpZWJh52w3f7rHqN03QP+GsRd/VpBvPqYOsUQLtqsfoDk7Cp3AdCLs9n89TzvGnhyYtJ1sVvXKNaeGHAaNCtMVdUrIFz3clMmCsACWzXn2kJGNN779KWb/j8uu2Wye2baREnL5P9OmwBLCv4oLSeUP2iPm16tuR94IOrVBXCYUWwDr7QSr6n9zhTJCCD4gChhnVdS3Cskxdi8k/pvx/M+ghskjFRXuT2eaQ2Z58wQWeTqbATLNEkuQREdH8YQw66XB4Q6WST15P4nl1jLEQBxmQQzCIEZ8FGHuYk2uUdmcAQw8mDe5LZKkBXyoZrtzQyr+Hurkzd+N5GHKNTpZyiix/xIDo6ixi3qZwJebcluSzwM+PFCWolS5OGgzYGyunQqhgnEx+mk+86A2JDDZ0jPQIKSuhUL0Jw8qNuquG0uFB5522fp8hHcJBswJaVNSTbW+oen9ifK5vXSkIt0hoqHge6SG1nEv6Uix8W3uWPK1hLfq/xt7Bo0lmocfO2h5f6Lpt+FpI4N949woMND93qhKJHLTriwyjRz58HAukeMuJYuUO8gfrDQAmG+LfvzmAFYuCgydMmI0Ju9jJBHCi541kFDEnoWAKd2muH4ERl7P+6f/7iL6lavU0eoiASEKguJfrYGhMCHl1sPdt7WpOtJGuFpaF5aVWdOLa7v6Gcs5sYuFYez9Ev4QRSRFlOwWPy8ex7VW1rZeBMdaGH34O1ttoFfBRedorGXKZwzTyQi2a0PAahchthYn7zfcBqG4/Bcz7d/1sbTHupnaKorAohoE10vDDijMI2rKpUaPAOy3fC9zZVlYXDtWpLcGqEbMhfJUXQl10r0iUD5sNLUtNMTMhAJgZqw3Yuj44WxjF5HUbFz51Fp5pONm5RJD/ZcQWzUzxWQP+ltauVT/P9zei8ahgCqXBSWS9YzrhV+1isL7eSLBGAH2WBqmOn3jUHEhoStukUA4GYA4lUBGijfbAiUbXbpALxzzCmGhVQsxysYf8hNbSYQY1VXJSxESDLCZ+erMPQG6eSAaCSO3rCG5x5E6+qxu+ESv3F5OVIUduWzKQq02x0SUtuUSGRqtz87SWEhdvZ4wITNn2+D39Dc2/iq7lh7Vl2mhHWWqe9C4k8oXZ8KN3fQJLC6wafAE54w/l9QzlKlHO5cB9r4rYBjHLSsXSFktN8AMtPcW9v2ToBKlxig3HN0em6dMC0Pz8Hf5Fu52hp1GmWT5NiIWoYmjhHelGR/rN4nIw80BS5FkvooWK8Qe0q/nH8oBirH6JdDUMahZ9lE2zVDByqn+5rejF/gwspZf5muNBnDvCxEvgTptVQIWH8xqZ4bnWpAJrDkmBGQBLiuv3K43PE4clxYhMOOAHRb8yQ6HVCG7EF2zaCKWcJcgKSffrXIjg0YjSybfjn1H8RbnRsh4bH5ZvmvxTX+ac3uK80OlsYP1z+LqadFv+j38/d0xuyQCuh/0bQZtAjke0tS0T7aEHFw95L+emFUkblqpEvPqMsqjKrPLrlRyqAG9ASEkssmQ4QzPo6fxCTc4AEYtgJgA6S2IZ1quafs5sNv5q1g5YX6SLpKkk0xXYXtzxUD/eVGW6SmuTYQcYJhZ8wbl67kBawoEMvk/1sAVeZGFqeCZDH+Be5vfwILAVyOksLDqhjTL5DEhZEbmBEbwvO/gGv9jUVnAKewb+q3xL1stHTKjD4TEgy/7Q9wrSkffjWnQ5HN+jkLyqTIajzgkGOmT8QY0x7eCY5tcm6DH+gqPCyHPzbfpNpQOLCJaAXIt6maEskKfsl11lWnd8a54HV59tG+qJD7Vfx3hEMF0o9VB2bWRK+cGbYrOjUS0bcgBwjJDe2o13CTnTE0s45WaCi8MUiSaG7FVQLvloeiLDH7du11dZ6n2a3IPP0JjRV2ACIjufnAdeYgLkRlbFE9nIequGPxwt/ifJM+/+SlPzmozwlMBhkh420hztosOO4h6FmtuujzeLx+wnvyrAjQbMdOLZZoS68LVRxMtXBAD49XTtYMwydUKYvBb0c7t20a4G7wk7SJlF3f4ZzWEh11VQXoRtzl9IXpzaGP95OPgKL4TML9PXIq8cfvyu9KclpwoXz1EOzrJ1jzDUnC4wR1fIUxD7zjf236J2HqDmWjlL2OzdPYw4/AB1/b5ANwAP2tw4fVIQNsPWTewmSgg7D5w8GNzlvuBJMlybgKGtQAYK0QCd46ac+LmfsD16gdlq5EbApBSWmvuPMaEuMBzFzWkbI9i4GRJWIXGRNM+xFS1YZ0Dfj50S7Rt20tlhkuEfyQBs/RgvTFJRORTzJv8z5HNlZWDjzlzGGg3NX2IwdrSXt3b4+GpExKujJzbUvT01xNGS6iVxIxh9pds+lGyuWuiw5gMaF9Yq81IHAqqbupEj8VGjoAH6zJdnkpLC57vZNmzNrOG01cnk0fyTKwWfPSoFewQJiuwItn+Apk0vPf5VF+SHqF0oA0JgjRwAH/HQsRY3OVtPn9VzMIMknp+sw0gbc92Xb7gh8uYdoV3nGEljSDLWKoZSXhngkis1A2APpAhRFPCVtAr4KLyVf7xyuSw9hMvZcvrDSN93lv/LfTeFDs/68nE7S7T+YGDYXdZhBmf0GWFNimhNEAZX5lg4Id2odvmX3WrCu40Y/zWP360p6WQa1vsglIQMg6WBPb1q//2j5iHFA8yjLpzqncIcktzrRo5bJ8Slkv/fcfoYtDaJ+A82oUZu/QY0k02izO8/6IfdCeQe6pd4a0GrfpKncLaZJGAbyQarTvpIanygyjLLf10HBJ3van2XnpeRlUgGxeZQnYxLt/LyD37bI8OiUmiAh/OgbXuuVuRsK3Sfn//Br7w0muMdUSu5cgQg01jKu0LEr+HOj8E1H11u14ZoWRyFWm8EiDbAz4yJb2+f8D35U4uN9KW5XVFJ894lDy0nM1i9W/nXlWyzHxRvW/C2XD1gYUvAkcGpIQrMDf9N+MLSiesvhVnjDoYDfuGQva2b/K4hr0KkJHYLaq4/DVv/sQ+G/PPNNvtK8ZxQIWW62lBUP/nIhKfGPGldXExnp5nMuSEX/bksBdK9xEewAjVNjzNI/SEMF6cIBl2ne66cpz39MN5jROuCf+hNHhNqhTmqh29UGeKOcr/M+pD3rKmh0RT5cOdJHmlnl7dKfHrqiKqnuIWubwYgo8qbxZn42IQo9i6O5OXMhilKC5Gua0nCglVdpKVwr0ZOfauNAAW4zEpXEPkjVThziEBky+cpsAORP3mDuYjde+mOzooJ7QiHNlmg6kP4R4xMv5uEIXgM4Ih3cdUgiSE8SN9Qfkgden7PtGKSOKqNP71w9gawlvzDT997pI6qsGFo/fw5+kxt3B7X6s/9VRxIdZKXBFNc7FNrB5FwD+/Wxmh5gAt90qn3t2EESDeFQbbq2CeIDaFKDVURN+lI9NN1wU3j8YJXRtVyEPg24lNsXU6v0/ynsHZU1uEdaWC7Jb0zev+4ZxGPD2nNqbtlTnktwZ4iIZy1Q5Rpc1wzrskQ2yLx1dTz0KfcgSnDXhyFqGTXy2vB+wHlMc7sVsK30iPJmx02LxSLZbgcYub0VhKK27bCPHnfvIvtpF2zT4nowcNWgrFC6nnAWYxiibQbX8RZ/cgOUeGUwTW5HkXEL6J+wQWMwYsHFSKIk5ltvGp0oL3VLt/W2DQvNvd+4HMRKVY5z/5PLZfaa+6g5F9zKgHHsIzbr0BIwG7bwnatFGUMLaH8wUtnuBNVdAznQJknIQ0I1EQ0gPOxW2v/7y0NQ639AxfuLz6J89Y8HIOQ9tAe8b53eD3mf2rcfV1NncETpIepuOZse6jUZ3CUwlPljQ9N7mVF3N/OvnYcOUbz9I2btUFZ2TQZCzk4hY0DyzsG/8rpIzzqrYxwV9eMgzB6rEuxCjNHkH65M4/dwX8JiT3Fc0j0AFPuCms49Cv+bPpAToDqWHXPe1BGxbLzXzJVVR7Mpv6BzaSCD5ernnaLqJGGlYi77PoGEYTakSrD36F79p+DDrAvSh0EFmS3iyWajeIi0WzTTtWv6ak/dPxYORrceUgEq7h3IvEQ1SK8Uq/OG997VPORf30YxGQMY/P8yS6e+SDWft0DenQsKZZCWzB8qPavpSjjj8ExxsX69IpzBRAWIUrCoJ8njHMRxDwnFOiG2S/+l1BrpZXZL2Kkg7hvE6a8ltO8T7iwxSDR/UbbOCpTQDc926mWjicUbAfcfSGYkOFuYyTU/IakwVOvjXT+wuzNlXb7yhBhjqtyja09yQddgdKc7siXue30LrwOWe1d5MLImu/ThaiweaOg66Nb7Ynp+SZDF4F3iCn1o8xP1JkL0HUosFbjgZuMU9rVdHYKbypfNQAyCNWM+dXzXEMuDpIILy9Munh7Jp3fsoer+2U//4rU8hpkNAWeF/K+6lNHWDss7+WQt55J+v17qjZjuQH2PqbndolhLrAON88AQ5ks28iUFnsP/bhb4VktDrt8ZAfgcCbmmCsNTAwGcXLYZykgFJTz454Oe++Pn0MKWKuyURP4IlrBQbSS22CCAxKtifde7+wfmek0Bxbdyn5Dbik+s5hhgpOlcxL+sZYRK/gevuB+oahAGnss5yricUftUulc7mdWFQ9WJUWnk9D/S4NIBGFxnOdXMO/4MtHMGQiHmszutkbBTL7CVNBCyxKiYpg8WFWRz7NnDpe2y+kW+y8PmzmbrJq7DqWFpfiH6ddkn+Er2eNhgsE4aMG4JIj5SqXofnI59uO42A72md6YEAS88CulvBcOZMZZiwbdqp11tgoGW2kdn3G+Bg6gIr/x92by+/MD4w9Oq7NQ3nVIA9dfVQbFTqlDJ0Zcap9AbXK+5NBZXwhnstiq/1sR3ACk4VJ8MWV8tZfjxLJU87aALRch2omrhss0vRaJfiMS53OzFs8CCzZ+pIWioiiiIJyjl+4ZIxaTViVbGw3Wl6A5nxXmLyO7MxSgtGrp56EPOsYIrpr4mfv2qFjBxoC8/0yTDM70w6PZguLEHMSpxGfGBVmQVfgyssjquxkKxxpz1FRti++Nb9+IcW5pWO2fIfPNRJk7Cj8lJtS2i2auX4Wa7BSWnnNs2xrhg9nP8Qf2JcQ31rudHvCe0Bl9MYWK56Jt4tUbOVUZC51poF8ImgUqgWkHi0D8QIRqKvjgEJG1Axbjx2cNRZeIQQnNumIayQWHy1ZAPfGF4aZsqCk6eaG0oKwhbGDLYi7ddLPoFrYqgm3/ibjZLbrWeruzkLiEIe5EWhyQxW5Zrec7jFNzqvWHEXtLCEg/4Y9vrz2RrzXvZ2LLtYNsYK2LzT2kRv4PPeEM697JQVoZVUPNUrLRQZn6r5g7wFZJ9Bvkc98+j3ZxBwSIfQ1X3M/bcqP2MQa3hWa3WOtX8GANj6mAd7MWqfw7xUlSXzjhHwEPEAjpKiJJbN7XylHet71STlm3o5khf9DOarKgbS2bikaZ8sqpacmEldPRat6ILaxwXHpinmQG6Ag7niomZAxIABa1tHvW99avP/W5Fn6zlDYKn6T57gL5CWLYZ1bP0x0A/KKern0SLbe5Puj+qyThcZBcWzl8yagVklR1QV6kZewMYoF9k/uU9v/koLUTbMl5VinUETsl9ZOpeVE8wJH3ugqaJY0LEh8n4UgjF0Qcvialb4kQaqO8KJq0PpPyTOcpNMDfXrukhu7JC3Pn2lJTjj4MX+DwZCDp4XJomtS9k4KMFzoH7hDMRVme55SUFx8wVMXYcv7HMhRNxkhMK2GWcmM2uNLGBo0lbcYOhdh3UQXHjXaeW/WvJJkM/ZsPP3CayO2ig2jiEx5JBtvCfvQlWf1siMWqxZ1gGdzpWyvZIix7HJ77jRGxnduZhy9cu7hYdU5f53G5kPeRRuiCnuoG8+M/WgzCsraUM1XMdVp5S7fuGhKk230LLEP4PIjSw0xShmFaoRWTWn29Nu4g7S3GF4T2+/FSyVYXAH8fKzw9QOgnXJlAjmZQGFyV/EdfMtxmEQUl+kuHMAiH17/e8hxJR3AGVhkz7sjsQxgT4Kvhn9QpLwWRjN0LA1+c86u12W5fWUzmAjFMFBVvIocgjNVfOgnZQ3JelK9xCGZAeE8q3uc+TlYBobKxWTaXaMfCBWNJ7KRx9G2mVmup9tWEIZa3mdQiov/R8RXBJOXCJjvSrGij+VL8M1WTKjB794aXym9+8bXRwmIdam+FHPTD36vZd6Oaz8pTG2CizPijHV4uKFBqJCIGdZJFOUalY5Ilqp8W4kfNS+sSJnPLDENundPb4VQZCTEkOxwx/CqJFzKie2P7cznKqGNYMnKG1Y+Yoq2jFayrN+IQWvM+0nbqYrZQjSlIcsae7lNGkGpwoXkibP+3Wvx9FS0Ho2Kk4HIHtad8vTtS9oJvFMQMtm+aKnE+mstNEYvmoeu1vrmNXFXL2233GFGZE2gWSTmLlkl4lq0+nffQhRW7ll+miYpd/z8Ghr+BX5a5H5kL4+g/BsTwvp6EWOBGE2fSaDxfINPxSiPUvzPEUqtHg4N/2f2DgBGysPqGwT8LP3QghnrTOw52X5rv5XKZxgWpbmHSefZlfs0YWXiRDH4Uy/nXGjJdzdyDFx76vZ2SeEy7GwTGao5r0IfUsDc3qvGdZJsvzBoR2agPvK2i8AvQ6Q823Q43YmfTaVIayK9PiUZMqFB4y6ibvFNoWXKwXhuIsRyjxduHeyr5ozgwujbkd7iAtlSacFsXPpqjmAheOiznOaPG9/qSw3R1hqpj5c37er/7LRXwqNGW7fndo21UXKV6wknch+VCCBfkjxVY6mwrXxd/M0gTA3ae7LQpca/Ciz8ypxxdTEJRRmH1FAnzjCQafpgWljRl+Zzs8EUxDXszdIHPIUOI+aECW4+ERt7jvf3m3qJDQIP6Z9Qqe6SHdju63v1+mDI9beaF68uHU/bE//B1/koW6jxq2o62AA5aPs1I8PcMtfVKq6mmhF3XbZztlpIaKbebsZrpS3Mh/lX46Ox13QMe3q1dQtv01rJyJYN1XROdM2pw80wgKy/3uD85jpd8tC6rIGDIgxyG+Fx9Bh2TDqumwKRCi/wG9Mwabf/5pY9X/2hkOkB/+UOK38b40V7t2NHy8A4/28idFgj01hw86f9EQI8a3w5I1SDTkiO/M2912+atMINFr0tjvHDKWkXTanx/Wk1CN3MHCCsDZz843kxo5WYiYUEQB3MRl1nd33u8idDPq0i+NqOxQ6dsCvOkCnI84W+dukzjguCeKmhhkVpK7+5uIa2LBqSeQQASFd/5NsNXHinCeEQ2HTd4dnzrJ+yhIyu8iPPcScN72PjJmyIEkYOL4inTDeVgpt2bBG3JNV92rN+KCqY3gIuGFk1eN9YBikA7PMtKIoXQcvTfdPoDsnF4Rlkb50ehm0Qg8SJrOMg/5xDc7yInrFHEej1EwJVfwjSdXJLPsXDBnVq6nYFgd9ZJyGAR30CoSYT30oHZrwItA7nF8MEx/mvWEnJfUKLfkUP+WevwT1Ip7Bz6djwWgQ9NzgWze8FTdXU7e20WAdz1pkSVOaSMamWTR/VfEJLsEgeSfFBlkDugs+BwbyUFOtRl0YI1HWBhbOIJXnkvu0cPlM0AJhEIHaOYGNXe32RbUjCLnW9it43K8S8gqIu2U9u+RgKy+vDuo9YWjCy4Bde6oNNc9kqVQdVl7W+XoqPWnatu3gxtuwlHcynA2wkrdDG8E6V/izI0JfWScF8FeDprPevF/uIgvZyHY3BHCtQHCiJTLNheA7m1mKv29murQrB5oeLLjpso3FDZv02Yj39T/fmI6APGR2Yt0j+H4ExYdtPiF7WotPn0bEOiQ2xjgkWXbY90hPTr1rUH/Lkh8opnwbiQLLGFhAQVDSTlFMd61M2easI11F5tVjty/rl0XUK0THYgqWY4CxZbg28NhYavLadiMNj1SWaqMeTAu960i5WyOyk7w7rA4MyjKUMTLIbjJUKqSo2XC+kTMLLHw6I1QESswZ7B/LOeJxM2+Do3EwWQhPkeUqEpYvYKR01kztm9k4dT+3xr88oAxjc9TGHDauEpF2P+gzfkp1/t276T2y5KjNSEmzuDH8o9OjZ/ef0EDIfuKW+XzKAlDkYtkk4VDOlwpsPCvmyt8OpG0dI8FJW5ppICjcu3IC1vV/kLEJhc5SvUZG+GK+bIt7vj40tzDOkA9u9xy9shuDzzwrsMOmLW7YoCCzOwlF6l4sS+JQPNhiMZMIJKzp5QHVkVOvOK8eNslP0m0tiKyHlqIxSMG0vlh4HBfkx8I2vTMiPrBGxEIRBwPgQ71ugxm7jXQEuYAhsKugKuqy/3qQtXxoPMaMAD3b5/Q2jHZjZAzgBRktqYbPw15F4nNbKbZNPuhWSygad0ARvx4AT/FEH7DW/3lmX/KCrA8kPmSqe2RTGuxM5QhpBHtC4YjPmles9MCsZSqjhFT18xsWh2SydLKoZKUfi2G2w9aKXV0mHDP4Oy9wGLsOjMo8jbYG9ahNVAUmZHJP6EP+8DAwfKZz/czenYHPpJUA08GKIeZ1m63/HlngPArEr71CrBe4+cXmxCd6kjcXtMPpeeUeU83BcagCJMCwvBPpVeOb4+b5CQeM5dBy1VgEZ+G3OSbtOIDbjnJT3w4Mem+Bane+kinc/tN+0KdLsOQh2ml6aFX1qRtUOtxN64i62vp83HO3bfOmgmWh8Hgax3BjqNBTDQkANz3gDF9TIKH+VDVPLXnBILhE3V+EFY+urZ2CahA/j29lPWqBcs/CERh14Z0cjuFIKizXRkGNWuMqZIcIqGfAnW/c2v6UDRucC3Avts1UfSMD93NKLDf295Tst0yt5ZUwFJqbAW42FmQVKP3pvS9qqiDF2XrA2wYnuMKSzoDL2F0Xxr/ZToOKXYDFbjaQhM9Qh11yvFX+c1uVIBT7vfmFtAPVpuPIrvCvTzbV0rNu2YQFeNje/MbLu1VTYpY6+nVZ1exBoyobwch5WixS6+308ifmmKfRXdTeLw2E5/w0LiEsNMTpAWyXOAuVtk4OS6GeQqXb0pc5Y1TB3v3PFONt1ac7WpRiK7iHZrx0SRCx0cAGn5NWFf1kq5+GbcIfG3uLaSvwsTgDJPVovu39c6BLrqhPs0k96f6WcxFTka2ss2NMnXzQYe48uK8xwIpvES70GB/VOV8XYY9mIglUIQiva7Qh5UAk/FFmxlY2SP2xmYZMKIf0ZxYoN0AJJjUZEFwy0Lwd9O3yj3nulTxCzh01tkBuXlyVYGOo8niqCabJGDwGxbtXbznhzWrk4fAth0F1J6d5pjiJdCbaOMSoZ07DnqNEViSIziPh/IkEUgICeyMcKenfZFpXt038/VEs18SFxAuG1EIhPBk1Kwnn9peR20GhKav0NH3gUKFZrbM0fgqDFpBlUaS6AUOC4Htknodx4pzbQVchcZWNiYJLv8/TCbozHAsUF9Hct/EVcjx/0ojyOBXjpP90+CGIdZ4kpfQFJapek1lsU7uMW4lPoFecG0ypEIOEVkR/3X5ay8+8mJfqZgrC/w+iFW68VR5KA/IIkskQyuRcbhyimKa/1F46A8CIk3vHoTglSc/mETMfJN6dJ65QJbQ0FEdUDbMQlsEkK0c5NydaKO26Ph1l1Zj9YX+p6JQ6YLSBIWMSysbdfhOLBFREdjem1ATjGdH8d+c4yLkQu5qliMk/IsiloGG5EGl+8Dgvf3RtA+nYlrNiVQIWYDUWwfojqQwCFRjkzdQ78FC4WB5kreSD294Mi8KqhsP86F7FzyQWyyD6AMEPiD3Ntqa5leu1k4HTW3CPF8CY16WIhWS6kQbnqvaEeTvMrblREONTsI7rGrGNzN+1QpsYhooHdOK0WMSm/U/8wY72ch3e1pKw0dbRJ4hiIOIaMeHDfdig/DZffiETXL9xMdLjlXGazqZEqbsN1fRP1bVA3sOXulLegWYWcajO3yrnYslfLnafhXYN60n4UWYmAn88P9/3gvuPA5U4Q4v9lDPLGJyY/Wmq58idMvcawu2avEIuHCVN/3c6ENt0+OL396jSB3FNiDJlP68bsaGcSsIOr5NiCu332xrge6EK6dycHxJs7JcAW5/pp5q0XNzZIdhfRGyrjKqYwXfcKRBe5m72hzW1VcBgM+eDtmI474JkYkSl+KHhEfHvNlGrkG7KPszL4WVPYZq1Rrb20b0MtW5eueyCxk0wpVtdzQ5aVdltU3IPtVdV9t7R30S3RFcpZh/mZrHRHC9p+6QrWnZ8XUOJUV+3t1xo/s/aFUHWNAxEw1S933Ly300G1APOI94Qzh0GFbpa82I59dSCCTHU0v0e/T6fT8bAkSH2fM5olQ65yT/G/cZqlppgj7BWDBHE33s12ADoIKAVGjmtfhH/XFRjaZUYfIsudxUVaDtmnBWvF3b1jplDfLd6+X2uhztLKZed1Qnx+lYPEvBZKd0UK1o4up6ZicOyA96nwnYG6P239eL2Hod4lC2ugSV6B0ol/ODmn5ntJpoLQiXaoP3pEPUEU+K1VbzJ8BzlMFbsXJueObC+2Ku09RojEbwj+ag1uV4pplxr/o/m747J39uDKluxlNqxOP/hvXHqpY/Mq7WUbkDzUqEzcbg3d0yCbh8KtJQ3COOHYLiKnx6XSCQB9jfWRaGIT89AMxBF2KX9e5R5Lk3Et9/ut7sbokVm4pB3GxAzksTaq7D70kY0FQAiWn2OYmxjrWEcRqd5U6nbnJJIM+CcEmOEmIKpIjwek7o8ZhPfoOFL/ksr3KKnMNXG8ZdvSm2Uy/3AgJmfyyZsdJZgzWU6Ro0EEqtsmLZVVB1P+iXAlk9ccBQXuE285R23PmXDWaQERET/IqFOaRNzgcuyn1wGQbYGXBJAXEpEG5D2nIAj2TXA//03DFXKqTvoIQNFrs0gJ0F1KgojFkTYMMOZxFlK86iJqWgeX45//hOAlRgpmnqqkVNb2/UwjbJCQG6R5IvG3QT+UBO4FGruWwhjiX0i2OXdL3ux3p7PKm5CDuaqfBOU+vwQEOClcmmFVrCMZfVY/ff4dK4iDQJIiYoiM4FKr+nPBQ9o9TsGvxkU2y3jKOJy8tzfRFqlDgnKyqlf+JQWtswATQpXohOnwOJdwWXiji0hFLPX9CDQc8ecJPhHs0Q/eAT9Ysbfhq6TQE55l0NDxcdg0PfZMkTWmBQjRg0ba0elshAMBeN+3mHBOYZZjCHvL7Unga+Uhp3n2y989Nv2lTa5OSDtWFY22ia0oGl11De11XBbRluFRwukvLDpD2jTpc51hgq2vMIKAPAPc99o+mdPjLZPffW7pUHZePNG6e2zlpNMMW1M5BQR7bRvYdQBxE9PfBODgBrFGnvlhqSRZMutHZ7OkkySWO5orzKtXYweGpIyd3j61LREXvPZ71Ww8rySy+BPKS7spem7H/Yk7L43KCQ5Uu39QOTH3YGSGZWnumYhCMPvDyUf+/qxvi/CbuzRJ4AN8sizJoeIHnyKrQejkmhcEVwOtP/xQ7/naqZT7oqtRv8zKykDrfjw/NLFMZl0JO7EU+MCh6p62bA6LVWrNIvKzui6j/8f/sOGJxwha/ZoPAmNFXYCawKXjrOG/OEyNXBjl8yQLZMnC2LM6QwkSmC9TSyFVsYxuU3sfEIGab0zvwifRVHJ68x8aljLfNQRnu7EOIFOEbYYQF9ANHDU+TnxeEdS8tA5+uM3Pk+IR9dzAK2XqEp/CKK4n36x9Cfp4gfcfzAwlVdiVxuS4YyzWcklaXrKm/drNjiylEvHj0QdSu2yBZa6mP3E+PWoeoJGcUOKM8X6ymIiOyM8P8GktOVhlSqN5gQ3v/O3mWyHn37s0aupcsE76g6qoPDabncZLn6qmrSBnpgcgFOSa68Lgp6DH45sbaSSPtQua1kQ/E+XD59frl7HwhoDeOPPloKboUZq6yNUp9gJyNK066HTRj/Rk3fcn5CL+xMcwYUsbwaV9+HjEsv7R7+NbihbNb3P55OD54L7PKfIwjgSr1/XP2cVjNdGUZm5b0q6EtmzXGwEHfp0YUF9uK9D2rM7F161PgrFqzDaeS+5S1jDGg7RgSsWp0zvC07ubPp/c4pbOOvzVRiLZK/0avPSTV9f5cneBu8ohEj0ARWhsbQTaEQ0MyhpwcojhPlV+xA7HVF9Igh5KL1Dkr/G3Ovj3pAh0MlTASFvfM8NyvW+mwDGkNI3tG2Ro8HA4kC4ciDjMH0d5DwzrHUmJHZsZSuk/a6S2Vt4V8StzMT3x92Lx0HQ0wgD18KkNfTJUumu04tMe3i9X4v/xmExgEz0jmhxG+ywfPXp8NbTgY/BcPDh470cppYa4bguwTkvosE1zhwObXUrAVvpMsLptHMuyEVSM5URpNIr2e1OI686KpTuCIpCarjthHaWInQ0GW5+R4DTczSS4fUD5pmbNXRItQO8Yhb/dCTBKFY9LmO2rBEyFlSl20SH90qtT8DwttmlFzqsp7ZGxBflE2RLy15Yys72uPkuIRzJMn8IdWl5xcDy1ka1K5jthctbIvMye7BMaDp+bQx8Roghc5WBS1MLrnwLFO+GS1UUrr5XvRmoInlNk9olJsjAsn5fmFOw/bDmxgVMVfQ18mUvtPnMlbc2KAEKCI5Dks50uN1eLc4i92CVNCR+drtaN0Ibs/lQiqEDO9/9FrlEui3/0t6MlPui37/VpZmHJaVsX63RCeUNS5CU6EROyhjd67LvGs46J5w/HuKPUS2myLz/fOD26MlRJYjS/YemB9uK7QP/7zv1AMLBXpa5SYpWAOGpIazzLWJ5rJBH6z1lR8kOuKMnZxeYOL5kGxXid40Y1ybFl+nYgkSBVNcqIStm0lyg4vZev9vvfd3Dmoo7w/c7X8LspLs/SoamhgFU/S0czknRV4K8mFAjHYUDIkG2L37oAJlZceMGxs/HgQmnj2a5e2eP5T0VDSh6OvB2/1kopz+IHxA05cJ99R2WUd9owSL0pMv9M4PUBnM4LyHizCFidO076IQRrjbXM18EjPbICcyrNHD9SSQCJxPsMyHcOO3FUndo1gy4Asu5HaaM075GSEwjIVynmtVHSCM8T5rwn5wIK3+q1d8ufZci40NrOQQMfA2lvdj5Ntv+yG4sdGLXExKx6h2sM/SOaTZ5yafPOjgThY4FhaDfv32LKbZNg8dJRM+KlzYJ4vT4T2z72I0DZmq8G5MCIL4hyo0v9YY1vt3riqv+06XBEM47b0WC5vHix/FMAysUre3qm7uZtsqIHVyGk7xxNDRFYL/PldPJS7yTX85XFoFZZWyJI9KV5VM/qED8rA7Yme/+XXEGNL4NxQ08o7KNq+Kpljbbb0zvFGT2bwsjkX+MBPmOW0Khp+c0lK6oY4PZB3EZ+WD2fSxV9Kpo7h1IcZJ3ErWirnazla2G5jfMaKMb1mFVnOTsqyeLr5DggB5NU72rFFq7P1getYVFI/0o8kC6Hsf0RIoUi1rxhaDxti5CZLeBAoBUizdjH9puzBdIOLWgbh5qt9c67m7rt7SB2EZP88wh0tZ4PRGvPgQ/sLkIgcgd+j53FGZtviZhAZwsfWVTYt6iCbID58Tgl+zIpjQYbOQkzKtyAWuLcWLqii0/+3i+OtnkqyvcjxLWPyzIq+laIWzUSg1ciLhpVlGktnr+J04iXDguY2OZDqaVe51QKqe9cK9THAKz+qT0U7WhLuDyEeZ7zN5tIIeKc1nW/cS74EyT4sx0S1DMdfKrIX/QaQMS3ovFU/S+lVyx/8KPphi+AOyNfgehrtwLAyhwSkSR/5Eo3ZNPK3Lr/TMqTUu0H4RMlBcPy4PJ8HvT59UZoMpQf6/2eEJvygHyX27eQH8lWEynqQFnThWP4iQbuZMpCCLC8rNJBJW/aIXg0iRszY2TUyimKinc3EkV47smIzjNCD8IhgoNuSi3QWbadcvp82JE19rZSggo3B6XTWzaSOI++4iK/Z+rCzhj/fEGqIjJopDnxt/fs2VT/2LRgiFTosUE+niJ6Xd/KmtJOOHNHvPRVkA2ITFCl1o2pvqvBgkWOVRLNOemWfWvVpRyEmx921mOam1o8/7tVX6EyFoWl+cWPD7QrKkUpCq2n/MqdVKMAJhjjt2b2baOunOUbpvUpvUh6yqD9IgxZX3tmgLVyPPL/6L7vNoUDip0SwqrGhYQnJzzsni7jUHtBCJJVRlcgKfTCUeqRtInC1rV5Uk0/yAdi7tt6zNTaXAyZ4duoAIvrCydtsdDpNvsG/+apT0r+8eBDwNrRer/OCY4jGLlQUoega+LP0MLdXLlvoP+zXYXwFj1IfcgjW7T4Y27YtX7ascD8vqXkLcTG9Ywvc+C+Mr7AxWonlU3oFeLgUjI2nsV/PWr6aL7bPrmDxhflVoVj3OizyKQGBKXWTgBXGyTX/5T4xApHaJO6K+P2U/kI/2PBXUKCqr9KhCQxDmCQK0n7MNxl03N907ybbm0Tu+nd1guiSEiZ7AXou3CoOh8AMmT0ic/rVGMbYSItNIml4IYP08IAPvIOEjGWEQ1ZTTFk+Y3cLjqGVDiR+A2LkbgvfTWFGPUzVd1PAHU+Ped22fEcIK5iLfQv7vxldXGNvvacus66n2Y/4NH/u2p/NoGyQ/llvQTZFe/B6XVPLVpF+QfmLNp8P6egwco08JWKxfTkrLpktc3o/xblprueB2ASXgStsBwIFW2A5o64Rydz75MbAgZZ9wZRigsq3JN7rwSKvcweQU0KYcFlJvxse20okdzSb4Jc6tjjTkdQ65k0RhaiY354cUdxiXlFR/aSA5YYHcnjEIiFqiexUvMVpoZ42Oc6iNk/12CaECODmk7xhY8TJgrJqS/j+OHNehh6EmBJOdme7TUZvdPHg9Ncw3wCoL+7cNFbVND9EECiwdzb3mgwX7yxh3VshYHdmREoNI4UfBe0kjPzY15dnrnYkup1AYEIHHvAYRml+VevSV6wyQqFkB9lTgsJ6n0kbQ6mXmsqrQGTT1lXGk2ZeVGtiekRDKqAk2w+X1CGxa2MPL67Z1QKkrqM+JWSgQurYWXLNxzVGZWgZ0jzF7TTXTs7sgbadBK/1ZbR7KTfB2ep1BkZe4mDm8f0WXd5DItW97Du2Dt5EKNE++BxsrdowzoW/sQv8IyzQTgo5qqZ7rdsxUPrjqAJP2HEKAq+hAQzDhiALuWiEoAHHBVAWTJShlcOnOZRLAT/pXbs4Btoo97fU0Z8DvhGuEt6XiGhTMYhUPx85C4r7OkZZQm570YVAf+PjEkg492rCKLh/Df9eQUBPVCD4HZVZGIls++SC7jjeov0xhoA1fyqa8iyNKH1M2q+NPom/1YmujCHyBu6S6QGWWgkumQ3FY54QhlhQmLFGcs0GU0IiKyDe2TbE/DgMUKFuNOFS1Jq7wUzRHpjR5AHP84LsI2i6IZIx/Jji2tnksR7LxEKOOBjV/YBE96J/g4+4pbWACvbc7HweekMJ/YfeivtM5EbffsCzrCIZmwJExwGNbbEBkGhLDWhmbL4qaebBXih+/Qsbfj9V6VMB5u7m0olsumZ5xn4dzKBNMRdteH84xXZN+6e1+ZYiPO3YV7/MILzlH2cWZC/KXdtBI5aDrN40KraS4DAgBQOO81lZ1uElPC/qPXgWMZVQtq62Azn4XsTjF4q8KocwTpeLgOC5wO1grl8IHTVeSpIl4Tj7l2q2onpN7NcoZO05CrZDI3O56teBuEBmZRGneS04soyQ+55tdA4HKf0aEWfqqCIxTSdcbbSGZc7YRwOyd1NYbrX+FuJ5oppqPQW3nfhgNrqFvItiwa3Wwt1YL1N2l64MDFD6Nap/M9Hl7EZclNbCRxUNOcwTA125jJ3r2+HnBme5cTcZCFYVp9ZzdBFXBbQdzXYgwG1SNSVQxYbxn1x/4j/j8sm6VwYqWBmkg2ZiM/T+NTrLo9bAeDtr+Ye+2AxhsaSUC7l9GSvedRs92rzgT0VSZVyX7CcuyigJ91iLTYKFwqmQbMK/l+z2wfeCaSQqZpE4N3gyNM3PYlHNXriICaHY3gwu9+RaJJjbY7/1Q5C4MvpsjUMh2aTYBF97Fvivtk7u260Lrjl6NjWDtNMPQ1fiQ1Pv94AO3UQuhXUheSKsRG8qzgdVQ3Gw8ewa21kJicQMufBONwhDOv3F3oVkaN7+SFGtDDCGNNcuyHBKAetMV6f0EbW1+XdTDvkUdcANbes7DaTlftALuOZv8hC9JbkamGKbj1edyGfVhOn0kYNeDisrv/LQVaPxFgxh2snJ2RCT1qzwhMxjm0ENlRoH1DiIDQzMoxVcITsRfY+yedC+vvSHChWB/P3OffHpK9lC12eVeLL4cw+bRdukOWxm5CgaiWuCmoCmahKilA4Wl5Xjzx8DsnggNgsrIGnSZYt9csEVLduSusBaFe4E8/Ct2pcIKleTnNjagN8bP4LA1WpF4ieesrTvqm2Qss2UqPgcFoLcZt9w/BvSpYIahoMdHyREHbP6xgV8wkriqbXYWX8dSSe9i/M6kpMfgkmn/i8M4lDRc8alOkQ4rjRkYqwZNSxSZPPWvmT9y7r+eB0j/B1y+UliDbSVZddJ/RWcge+bvcs5BzEHsVgfdoKf6I68J5WUd7I2yTWMnrfn+S3LzEpGIiRb2a1qlT96RsV4Inp/ebKe+iHwsvQft8r00scxT8nMJcjLKj35UiEpC5vrDmbYigNT0or4Z7YRtTBhPBlegHr7tk9pUlABCxSLZSpvzQ+J5wHE1oEaAuKfiAJEljkbIeVhOIEVj51gZJXmRyE4BJJKCtYPCfRcvcsbNNnlfZjduaeLvV3LvZyHEr3Gs1fMTMDBHlHqCsXbaYtVaW/ZmuETf/LDccJEyC6X8QPxPPZaAs0gffinM5B80Z+WpqSy8AviKFDxLKOU+zTSMu3mvblA47IQzc1rnwjTmiQdFDgkMPppx1cg5IC94c6VLpVy9QwUPC9CV0AZXVZpXmudbRR9ax1NWfS9KkaXScEOkL/6jTRZQDTPLWPVn61zoHRdqo/FF/YvCOmEj7TapSMUJxNkzQ6fuJtNVQcYGl0vf5X49KxMGGIDESgXGn5gOYuqltemCg8cL4NR3sCrpommBvZAMpkl9qXh7C8zFxxc6PBOqgLBm3PnQu0USuY1SKIxG7/+OBh49CgNb6BhyUweOvYcRTrlQa3vgfuEwPF8Qm04TJfj6LeOiMeOqn9Vl45i1NqBdWxsB6cvTiCrA/d4Ncs7/tfHKzPecCsj60Dn2tpBr0Ckwory5AP0CIOnbjx23ENiqIYGVwDBnT4H6evrvJ34hQImEuImeh1z0fBDcK2QDrq6kc5wCj4scBFKyuj73/jIfU9JujLw5Bk0wNwpMIKunmtusylKAMnrQknFnfvUSHJhebAd7hzvv14d3y2sxhp7ebtpGEK6QNVElXxh8Zy/XtiLV5J8i0ERe+UUez3bP0bB0kwUrrxSkD2vBwur6seBIa+qon1ImTg5NYfZ8F/yPLTUUVJeGkvgyYXIFW1UwN2hxnDmHOHzTiLOzuAJW8K3vyA9uJIfwvgphJtt1QX+m86vI/oQHL8kfty5BiDQri96XZr/zr+o96OYI8rWear+76QjTSpoIuPKcHHeGHeURhDlaKrBDBOvaYVHFXSpgYjFPz0KxpvBazdwsANe6ipgew3EpydWBb4Si/H18ERN+hFXJWeuFg9/pOyFegBKjfkeeQz1EdqJwey4YY1B387JnKiHYkgpXnUQyacji37WiLl44ePvhg7fppH8RvvD7sXilvhotjJGK4TPEQO+jksTDQABnkE/Fy9+mDvToT7rNN7+GwJ5kJFN+ba2Wo2W91CsXO0yNBe7Lg3OWeqFsh6mEDdJWYEUBK+egBeibh9CnLz5SOUwPTT4wPDC2JTv8KzJKH13dxzA1P4IgFAZsnrrhkp3g8F5Jc8/3w1JAwAMcybFYvLPaR6RWjl/55dBmUh6JlcBFpRQdruA7khmI2MU6x0qzyP4Fs0f+dy1im78GmWGJ7awiYOwsz+QPRwipe4JGyerDVW0gihcZ9567gERL5ET0dE61wW/ngUdPb9soWLzXC8fGmoF0zSwHq8IQ6ixYBtTmT/bkUH38ot3vfdrvNVwOfMfLgmwcraFaj7Wvb9wscds0503ntVLhp0WNaEGe5vpOCecTXvu5qU8tH5JWtGfIaf69vSZjIFm4z/Q/xPBepwlxPGRha/6hMqHANqYfACVR8wWAdLOIZGcLVd5HSUkAoNWF1ctVEWq5Z1LCpkTkFhXzp7BlJmOYE0OGe3+vmPFV9dSkO/6eyXKxbwgvvpaHUQHdRVE09YjyYfiyW09tYjAd1RHeVWz8Smt5RxRXR0jYn23HKnEZudxTCbzHgFjs7Op1dPF96kKTN0DKmWtoft5QPHDVd1y3jVowEwCK/ewpD6uDqGXGuhzJV9jZm50QhOS91YT0T1ODoWJOQ6MTL1kqysJy+GedZbEtHMEMUE5T9B7nIvyO9zPDyLItVpz7WC8ZU+ws4e15TMlATRQw4fIFyqcQ4FHvgzNeCP+BK8EqbtVJEzx8fwjiSMwfG+K9IBqlYl0cKDkteRXHhtTPUDarZkjaKWkvgF9f225OnsFvHYoBtwj+ByTcrc+FsLywEokJDs3tgfgi6+O4ax1uyLAXBHy3lPSN0qZVpLbIDIZAAiiFZkbp5ZcOPMIizntCCOt3fpP/ae08qCffuj6lW61Quwx0oXGRMDqOxGxFEpNVAM0HuCHGYOTjGB04uHST5Ifth+YkOPmT4n7oP6A5wH8brKoXlmTzOeTfJs/siob/bud8skoqkuo5M+wI5Tj30KiRUF3D2iLc/3wa6XvGWDlQfPLzRP8QglqVAjsYQOr0RTBxUwjwIKbYCY/AtzDRQ3F1FeVsG6IadViiH6MSqh1tD84A3v8QoP+Hf8ai0asqZI5G5EuzIZAG05b4fzeM951y+bM9qpGLgPnmMwtdZuyJYlcUMYDUUVRqVkdh6tu0XvM8P8JQCaKDhPeOW/aNFo17s4QfvaaDB1hP3RZZfSshetevr3vHPKoM8sgBs4G22alWQ5wnLd7I6XaDBRuN7GRKnnms+Fyux5ZMzqkyaqhEbbVIZ2TjEHWnlfIoLwiEJWtCPhNfUHFm0ZWh8RhPQkDchhYK/isTABiQv5oZbo8DtC6JxeQkhLMetPuiZYGzUXs+M1csdnH+kB55PY4ZS1yNvWAzv+/qAMuhBktmVMpPP86CMqK9BQOQgKQec7opz8jyD4COvH7Hng9F2NERVOpfl+SWA0H7O6VtLVyDf9sB+MFFtYn/vtYgWfcU6ktnZaSENU+UecodPio4XrI+yLaO4rB9hyEOoFiwqWmTdXucrNAApZk4sFj2n1QCdQvc0frzZawIp7CcIC80LpjlxJYy37abZvgxVfVbJRkyYK68v3sEiUgI+U9vWC6o2jUX0cNdz7eGMtwQDOjMnFZ4Wlxa8a2vLlNQ5o2982RnOEruwsIDj68VygVGI2u/6/qm7tUOsex8Kny+Hqu3/QuR3ouufmuG5yhWLLBvATgriFsXqbTEXzQ1+5mZ7YFapQgkB9tqcg/U9INf42x4m1B8au2FukE3EUBJVwGvekmokgWCDb122KxKOvxZfmSfCY3v/CWNDKLduSOgSyelt43bmvG3v6jrz6MBVYhfvkvp+9RObiKJka1dJoGS0S2H8OVBHEzEd89+FeQXgY6g1JSjkEsRCnYFBwczDhyG3VPuhiwOWXGv3DX6hbJAGsourJONqnu5s1SjvxAKO5FkgEBpLiQu/u69uz6ukNY+dI748/bmjEt48KbkMUu85rVNoI+0o1DJeThehG1SCqN1JMzrbKgGD61l+oGdP1/XN2RBv365uRE0bPqZquhHpJSp0TQMdxFJZnJPqr5QHtOq1D8vXS/lHcHDjFx/F2Lptcy2Nd7F18rdPoaio3fc7ITNLo1an9dQ+k0TYk/4K9ukAmS/aaaogZgWboFXdRlM1akygI62OTTjQFizmziFu2whhdYQRoQZz9RU4jwunThREsfgnxzVtQIdD81GoTiBYmTPk+tsV7d/k2PdYLBJhGCJQGCAKuUMN9h2v2sqZd7J0GheFFINuXYQzcHp5wZ30vmg2IgDZQKJQlkAeNeGouqR3m+HPRSo09gLjeRtX8LojQLoPZS7zkpBWg8KIbJ3wbxro3bEMUjvv2YV17gJex4IQXN7lTCAY1vmwAvnKa0ZR3YOGnfrL+7pKn0ZovJYHJj3Lvo2r5IIJ1OYOGugA7QwNGEKLY6EFKdVfEXMQDRRBMkruXi9LGV6n/G5gFdkVCf/C5RMS/YI8YCPFYmwUPYKnTpRNo+C2smhCiuCEs+AER7WuSSwIHFGG1FcutHHmrDGTNYoOjLgWRrr0lGrCdwii5tLVhqugxKXmwXA7zuRFFvEgx9xpVZC73jMnw0hvuYPICnwz0+xPU9XH2Ol387EcTJasmfC4H1PBs86pd1kOWblS0tHCzVVC6ungeUIglwJaWaQZ3yiqf5Ey74yFy/+XmMPs2K6Tm9M4vkunAUoMIxghXZ0pHzy70804pjIgztyH4DUkPneORt6dmqerR1vMpOPu2xbD8S6OnT+hyoxP8wzqPKanITAxRMTqKf4jHsE9NelFoEFixH2kVHOEFd7Of2GfdPL1ECubO4UU7bnQU+Uxj8hPaQMju2nb5d+ywumnJB1LumTJhTbv/dNUJdbH4Ck4ab5k7KlJBHHqD08hDiWZUWU4AqO4JJt03aG9e+z3mEZN9tfOD+LwZ8uLrS6HNG4DZCEKuzJYpAnmuy4tOgy6vQWfrcXUKJghQ70WfpKM2w3LQILZ7Zwl9f12NPMbLkw7G6qfE4KswYolJpxTbknsqeXS1xVsJ7Wf3jS5FKWIJJSQsQL7Stedo2Zz2+c9rT+YjT2xrt0MLpRgM/tYEcz3BLaRIm+7CpsqE6FdueDqSPMWQGhkKwSDMM2wRX8h2UbjDGdUDfPviNQ9S033XPnqKuoQMVScJNb5m0f+kYyCQyOJo4uyky1beAt7OldOweZWtImX1kLsJhH92Y1yvscs2hTfFM1MtJr0lo1atmUCgrvlJY0iAzt6DmRuSxeePA9Nyw51HWZYa1bSP7rov7pMcKiBkxM4DBMo70T19j1uwNiSosJZLtvcBEivhpfj8PrPgshw7ATxQaWR3gCtZ6CHp1NOagmDGubH4FOjPE1Mg4HTWwPIiJBwODyUJtLkvabixsWhHoREcgNAyAmq7Y/jbw/zcyUrFglLZ8ZyJbdZMmhEAY0B5xD3Y3H6oDrQZXLl+KnJbO4ErA1OfWT0rPnFpiRVEH7g3ttS3SQt33Bv7Un4iYxESG79VWjsehoxFF89v6bglsP4DueAjycBKGrMxiCp8+5wqh1CUFlE6pMx903BmzBG+UQ2H9MUT+nHcCXZCvdetLVX8B4z5KVCI92yAMACNxIv8DNyuUVp5wHhxZVads0WUDzJ2vIOj3ofwLe4Ti73TKAjSCLATZLJFyKLVLkIdwnzc/tPg+GIihcVWXJFSE1l3h/HGPqXjdLiPWWG+9td7/ev3xPmen2oOgUUecgG/DoAIgOBn/lxC5oUamlFBKytLqLyMe7fjgYHjy5eRhhqPLcVEdnc/Ezsw5OEm7foZeL9852+Ym4sPltHU9hJJ58NcVH2FbzKLIQo76DA8E1pD24dsbzxINMykvHWTsDRKlME2C5sROD0QoqvUXNlTfxvUmAnmermKHEFpSKK+SjIVR2Hs/zMrmdeNdBYVSIfeTUW5MTpD1YuPyHVsdAcN7KR12zv1fFoRb06eH2O168o8Ke1vWtqH6vgUcQtvTz/fPNf3Zjuw7giIxsR8CoxpOciZTxgny1ZRpD/bCBlHfM6CiuEfpG833LH+Pc5EXu5776HeFLTxkwcOvTI7b+YWuF7Y+unCZi4BgjL5ZzN5wptBdOdnt3QMaK2f9oAX5wd9bfcc1HvIxV1395Akc0xdAf0DzD9XiEue7yLor1M2cKYVU1F2KUKpntEDKgYeAek40Uws5G4cilXnvUtJveNUrHzCIcjGBISm/MX7No8QQJT3XmhJvbPsrhGhBocQtfjrJB4+YCkoVVdsCakN2J8AaS8xhyoorCCOLnpjjfHDg077HtyfSAxR92vJBi52NvA7h62ey6e4UqVAX2HLuJBk4iziBFZwsT3d4mM5YM8WEFQwOI/lIaQPQWSS87sGSyHjDYc+xOl/Lhnl/YV35pqkEuKU0tfQW23TeI7T4VJE2wqogHvUgUIx1XXNlLnDTM+Tsc98t/JXTr0i2CXZVtPUovgnRnRdwj+W0rHx8c0nNh84Q0zl5eIz5LFW77KH2s6JgZxuEB9LXKVzjcx/MBx50TAS9IFhOL8LLIW8SG1wgVLlHvnUmpbjZhzzrgXX7ApdBP7fwImBWtgyqu/YxWTnfw/ooMYN6Tg5LPVMob2EKAlGL/QYEe9HWsPOWFew7o66Nm6WryPjN659wQ9uOMYBxN0pTefgJeTB7WWzEhPajVXCPDMTKbEfqhoITW7HbOM7eDMGJK+MdikAE3RVAzdxEFsb6Z09juhzBUXpn/GtvMvYvj2Uo6JVpSyDmryJEQ++tObvRksmbbosYCb8ZbCioyVdMktUbinINNhaObFX+qeFIGTub0xjvcGdiVciq1L8vWcpCnpNweEz9IA5NPr3WpSgXqNSL654NxpvuI1ZfltGz72jwlXLVO20/DFv0L3Rlu1kwMui+bRx1vzTnJv0AgPBUVskJ2X14ou3bB5JYlPmY8RMYW6pwZGXkyN4fscK/zUCEapMJM+Aawh0wytdy9pYeNYA8YLjwXlXvUXX/BUr+P6Jb5fJEc1aHs0+15hDGFZr6BU9dEP7hupLCblHBoLzZVdNHukEFdLhCzoKB/3qiFxsX3yzWqMYPK0wMEGodAfE1gQC+lDKqZNKP4ran6jITqs40FqVQYZ33EtXWHSQkYKbrULZdA6vDO/DOM41h19C2LKUj65LM5pa+4ZMLzgIRSHHXYFnVwSzsFA2BPAwcaP9+/jIBgAHvrexi9qIg7hHj0GN9YozGb8e5pNIjyxnnUEv3t2GLGIclMCAEUdhPBWWS754B20hNX7mHxKKPE8fLpkxnSe0Nr2JiFgcyLrIYe3i6usczQaOWplxBc7YX/8D71wE+Hma4SiyQ9d4eLvegcTMGEMPGySKSTZweSgfNF69gB5lPRrci89oxXS0EHMM55kjbvdXNsTbZckVPsL4df7FnkD8Nym00q3xPZdA8t12uKTQjKoiGBJGEnNurbqefx2/NnBmVPU3BApcB235/WONVhonDx/FjL1GVYaUiUoB1WwmdvwJo4nEJ7ARBicqB2oQ+/mQSL2G4OxYrAwro8knrl4CRHhAViijFdBASzN2rNL4sn2rxYuKlqhJ7ynkIxFaZ4A5Up48lhZsLNmTIGTZYIai+rL7AhB61nSJHSCndA00YBwY3aavEUCb8VtGx5slz3i481i1n4rF+HeDzAgR0ZCI7r2jdtr5XIcUMx2rR4jblZjlAHmd1XGSEIY81KJMgf3i7oAsY1cDUyembyuiFty8Ym/bdCMoBoJBy7CgDcyBFKFyhnp2XcPMA5YEs892vtIp+y8Uj/oL0WeuF5+JcPlAs4FOFXzmR3Gv34j9TV57aC3GF54IRfAjWoxsI2WnJtmL84US4xmceyLXH70yaR9Xi72HRpPyWq6PL7apX2OCGDYKzbseNEvzg9i/WS5zy9afjTOHGsjTKAY4doUUgnSgkp8fTlU1MNqWHoMs0YFLdAmHNoJNUlU7ibk1RrMW63L8FQM4GoXYWqqIPdFA61f1fUassJDR6FFU/d6UGcy5lYU/FlZZ0XSNXJZyeFY+2WWqdQA7/JgFneLP8cK7/E3NWP9Hgv7omc2xDy3xuXRVE0THcG0rLNMU6kBkKZGEK+ut1+SZX2T1b3Pzt6dMYEOLsasCXLJxC07ULqw2bZimMfNyW7qsuSGuWzUwD1zDUqErulmfpAZUEJeeVMv2LhgkbnIu0KicVegFEOPV7k49rIxv2xB6KD7Q0CK4lR163pR3DpFWDuCeknY6hnRW/c0AB3js60jehHyWNRvPgaJGxyuBJVXnmUOHthsZFYbBSKaySBGRN4SXMfFx+Z6OxDW9dOzRUx0QTTS871zu5U7c2cXplbQvAHrFfx3vUMYcJQ+yf+o9mQL+wG0LMwiXut7fKWYvk/0wnNrZrPsV2GeXwy1HNFobW0ASSPZjX5Wdk3185H9HjlWtMUdQT5WJIogfPBjQqGYr2Ar/Cc8UDmsIDEQIQOqqFICnA9zPBKpiD8kRPkQ6e3RpfTgVSYO1KfIShqKkVe31vyqxgsZgdd8/kHj2oO6eYCzjxeFQivatoB357wR4R6t38Wi9T28/sRsrv3wdzAqUZ2SYVXRWHZAH70gB+P3SSlfTDpx/9sKU0k4Gmgqx9ThPNedNvubu4tBjnfdh3XqVJM65lWKNq8UGCTyWR0IDh1ZOHRavG0Nzu7v6DL5RyEhJ7CMtfxu97oyHGUpfVG/Rg3duYdxCx8EmaMdKTUZ7ARBJdl/YwD9GLZrXO10hgmyq+mwvQv3YgJHiG8xfkNtbnwPVUND5t1/tD5qN+JGE/xI8U7/DO+GXzkfMH3xqMtZ7BKnffW0xFYTwgx0vRc5weBEe3FN/JS2UY7mTngwxmZXsM3SYk3xgB0Qx8jVMEHsX1J1c78kol0ZdiF3+PKvTYezqDjmdHnl2JmdDRQi2wJQEZMWo4SCD532eX9AmxNTthxEMPpA+pJVC/279hmMqagy8vMXMEL8tLvjpEqfTOw9T3UvULZFQRpbzchR/pBA79NoL1rPuXZ15nj2BWz2Uo/9rPbp3n2oh0p/rymPWLgnJtfPAUvQLcusayyIUFhctWnIEmXVvGRMVf6o6Ud8xTdVUfdGXJWx1hUPVhrorRNEpQ9BW6tTC3/fN+bRXo2ltCg6geZm4stniccniSpDqqsZvn4TPdDAUOrqqKuTZoLhAZFZXapeFn5JNSbgylvGXFc11q6FvyJrN7USBXAM9yazVCfNYoRBQ5prwSzTCXI/4L5P1rb5BxiNFlVNdHii9jZB2ZKuw0f1YgJCcxmTLVItV6TwMAUNy0c+nhJ3bCr13fF6SC0an12LtLh4jfe7x13N+7zog36m4cfxkTq1BE0ggmAFXNbv1fzAKA+fBl99o13iLI1DqnyIH7myB3erCihSTsSKQamdcBPwPFkA4C+bkN0NU3JybUXd7/1p5WnrMjGaL9ca+Xl6GzDfNkbF9hA7gj5QRTwkrZl2/jlhykdxgVg7A2XwLQVnMuCYoz63SlIpXJd3UUz82ujtJShDITTBQUrgTDtYOcWAg3un7IsRPFNqJRkJIe/CqUNepCjXKNH91fdgMiviJcVq/Zmw804FJxbJqay4a+XBMqP6mzK/KlEfzSsGbGN0EVaDWZfNpkRogoksSJEACLrBRSxEOSOVM9piuAp6hNQm/ZiT6FsZv7Mp0w/DVU4LbgEchGJKtXeqzI0WP5dv5qGa5GA9mTUOJzOPUynttHnHMszDXNEmzhAQqsVPzfQJ9q/1Y2Pc8N1dwdHtHgiT3IbEhkd9qDshxVcabV2YKtVRgAgy3Ko/IwnuY6PjVe3ENdNuVedP3lKjgbk6ZJMq9TvaP4KMOBPx23HUjfV/KXJxXKv9Jc3ZtDHPDfRC72NLesixjFrWeHSSzQTS0plRijmjPGHq50jA1WFWnILPcWGudhT3ueogBFJClz62nUPbMO3QmcazO7Kf08mJrZcxhig2ndNegxBnkTlTDFZV94AGHF7CmaAMokXiquAODEkr36Puqb2BQsmkGUANwOpwv7ylLkbSRIar1YOrqInhF5L9X+MlPh2C72Fc9MNreZxpc0xluTHb4HpxhNjfL1Y2+4HVqH8m+L7p/stQHY0YAhI4ZhmPQ8SZsLx/F7art7zxzQG1zqr+LynOqWnqqmHi32+GuyRqMBO7h4u9b0uxFp+HZ0vdVkw/O3Se4qVKtOb1/1cwHs0jaYaJfZEPSK3dgETF1eZlo8368IwMa2S+LzUEcaANCumpRn1ZLfnNjcQnZ9VA5S7l7/1Nwef2VyuzwI+tyPa6tvmGSr9U7TzQj0T3QN9cJfeMhK2qxTLTkM6rt6I+W/1zaBgmgBjfxqvGHwsLVPrVpA6Je+huWl0GfEV7zChGeNg3SupicPBYFfVFRPZUEDlsdIE/SxUSiKMUHxCb7ordhGIlIIyY3harwYzaHnAI1R+2DDRXAbx5H0FXSBhNF1giSkNa5JN5fdlnlSHZs/77KRo9z5H8Yx3XapqND5Qfi8jw7tzJfYJxJOCkjiodn211QCFYRbSnOnbWFns2htsnPZ5OOFJ0+rUi/kGUQffMLTQ4OcigsYANAayKlms9Xm8xZSh8nf7HrmHUaoamlO/tOL4og2hF06G4YqZU/NQXR/pXrF8NZKAkQgHPF87/FtPQdg66Ep46e18Xp+b2zwc33zV/6ZhIWd2vKNrfwRJ7b0EtHFqsqqy1MCWyyB/+vZAXIxpME5/y1DMex2yIZ1pGXyD2v3Zd7wqkNVEoxz3O4miPyTNWQVdz31B3CuifIlaKaifoCgC7oFEXTBvWhNeLuwBFq9gHFeze1dbU5MdNv0d1J4EbmdQqVgGKHWFkng96jQ7TAeOFdAfvYHDXufpWIQaiKifPTort1awuqRCW+dEDwjHDaD4E28JJFltCWrnC7v2G8M3JvXmfQs6OJC9z85QwQYn2S5scCiDKCiofJiy9FhnDTyWhbHdPW/WiRsdyPyFruILPuojKoCQpkmMaK50XGLdQrorMjqOIhj6512L1NAXO1W6cP25W0sg20bNeGWly5/a9nXG+LeiGiKm+xMgLwMP8oqWbaCO6HJkBkxTGAW6keXVq6oIo7G3j1nca9Q9eXPakJEFV3HmR36lFNC2ouqi0FB/CQV26NpGg0KFofxsGF+SvOMSoszDP+6E+dHb31/yoj0jecmyXGNB6KSoz7mCRz9wrK3SmpHdjhIcIi8qky8PAWfG++nRvH5cJ/p46RwdERxDeSLtLOXLlUm4jXkLs5A/u8xVZJNfVk1ZqOiRIOzbWk6ppntueY1+Ezu4BdsPlL45NyD8hV6o6Zo198OkqPCz2IbNvpQMrgsTBp4HXMgPtaRm6tysxKw95GMGYI98zgmfe5psfO0GZQG2xiVR653DfyIVM8Z+nrUzJRyuMOLF1JdzI6KgQrxG5tbNfUWqO9tFYf2ftQIRPCxh1L6gp+vpgyoGLTmDhx+7JnRIj5URoCDpQUE67u0bI1nAUq6drj3smmpQ+O6jCm4z1XM57WVnPmtgjGIE8hu8rm4JD+fBPGKCE+kAUIsNZAXkFn54bEWdM3B3F7qIlenwNgMsg0U1PhFJpreYNuWdc/+K5493C9pC+fr5AIJMt39qkKHLidWKjhMggrJv1aDP4b6RK/SqqH+Dp2bEMwTpYwGa8zsytiLce9nLOboNH8eQaoCKyG1LI3gK6B+4uCXlA7hr8G3iekAPFaT11hNiOftnnGeHN/qhxvkPA2XbD1X4Fp33AglTvSeHGjXx/aYMchmGGZENVvjBbRyzumoH2Ka22uHZ/jTWG6eWTePpYwiunrFPXhBknZ9UN+lVIPxU6uinH32A6mvBJAKNsGPBLnXmF/oWaIA0qni6a4Ud/FcSOxmtWatxDXsNH1aT5L6rt811E8vD5dcFE9KNjZ1ngboseGrkkj2Lgs132DZSAre3UsyHePerT5ar17zskvZDt/Sr/oAftx+2CTi/gwZ64vgOk/eCZBOAok626Tts0CPCMB9KKxOqU6CYnePG4vV0gto9mEG+eVteYMHasptNXXhL5k/JJ++QxuvJLnNzXOc8rHoZEMcmLq84lrZ3cVny5TIcbaYz2wzzF00qLVn3cpyJ4bKaLsXE6PgPGLmbEwWfzDQV9y7AxpOviR2prj85Vdknta0Tru+ERaoMD0Ha7GV1cQ9yaniYEigBfWKaQ7rb1hg0TJibasAj7eLUQ6P1yz8xnGkjbEG0YA8aA4Po/ljvaacUQlD4Nrt7mJddHRDPW/oPE3rrObsrtYRWPOkzLSgQodT1QirAMMFV8KJDHk0qkm7jUDQUmEUtvrMzlPF53tvoFqVbxI9mL6DsKdzDaO+79XM4lzVPDeeh4ylxRF68EU+nXAJp+WGMYLku6vCvj2PSajUgV7Vt4zmho3XCceoKWBq0Yj/nokx8FoN4nQpPYy0tXBw0APqcmsUY0dUH9bq1IAto4lMU7WDEjKtuRekhuc0cTu/i+zn5MfUQa05dpVb4dm/DBiYY8Z9vzD+lA9zPwq5VEaMuIkYLflomE3hniqUlOsgAIBSaUTW8KevsNELQSZvPA6wCkwe+Iep1Vnsqtm/A5Thqjsp2mbwd7EIG6v55Uu+CX9I2JZ3PT1kn03+3QqWaXrzXGzVQSp4CQeqqA2YJPeftrW1mkBQL38XNnnQuA0RH/p6kh5S/slG1oQB/hJzStOg4TWn/28PxE3+2Nt7TZgew3gAvYLDdQmSxO7So1JbvH2yUptGDxuSXf3SOf+x6OTj33Ra853GprKhG13mjwt196sWT7hn8PJ4nTTXYHcp09ue/aVNAdwr9pv5DS2EczBP1LONJKyOk/g3QZNr8PMGAG+jBy8yBSvDzZcgfMOKadGH6K96dKLQeRpzGBcnZ8C9Gj2lEx1Q0GOKy9FdhgBM2P1ePNm63dyNDulUgOTPRuI0gau2pXVHSheSa1yIMiBVAvVaTG6Cpb2kvgHNJPx0Xa/Sypy774auJYbWgYD/HgbQpq/UT75maaNaPm/rHW8Piu2pL+MmzQGsnFyEaANZAP4o20fUcTrqXS1j+vkWgd2xojyYJNVGu4+nLdyEb8zDaEs8HTfAcRGCbwTpBqZgIl0X3dmv880Za3J30/KA8dK2DNP0riA8+bsxByIq3AQa308qI/URQgb4qThYrDU1USsyC8T8Iy6dgGCRbl0aPPVNlsrLvYCX81zlpu6H76ljoueBZ79CGSrM8nwXvcoOXugd+CxQ07jxxTuOF7OK066BGHHOLymfiVGrsABRThg4Lw5vwR4F5I/ikIg/KBOZJplq22k5dtkIA49tmXDgWUzJSxmiO2xJxW+mmUBEcD0S+XE7ZmW95jj+PAa8zrDgIt2qBpaf1sqjYEVARjs7eHS5tKjkS6fLCGj1OIy2OePh6O+Spo/I/1IrASOfRfSrxb0FxIJPOuMjoilEoLkMjQ37OHAljIei3ljPTbeUutyqKTRelOG1S9DypUV+pupVfPVIcayQwRjiq3Ytkn7dF8kVAUQtk5c20dcustiaPY6lrt55mmkRloXYgqWOSctFG6XCp0sS/iZnMiQQM6WWjz3b3U9gUmBRd9r4BiZbFtP87yFrjgZjbtkBEgm7jx00gtubmoyaSL0btZTWmxTjhmXPtnI89zoGVOqeBWHTH9xQF2rXv36dZ+OMGkeTfm0aZB2x/cQIk2+sM1Kyl3lDvn2B+1uulaEJfUqMvMIygmnSa8neiwKDL0oNPeII1SNIdJKPk+pzHm5sK5oJphbV5Dg55fLjZzKeJ/CtS+K8xtnKwt/AZbETAIAsZSE7vW72bLXToL7a2yNyHWuutwa2X7QfZ9WxqVZJhNXfJnLBIDirxKeJj66ZQB8+eAe/czLAppu333zbZqYCmia4vAZ6B5nYQUcbo3cU9q0N8yW151GusuH9bapUQ9MazXXIWEFWAXKIZWEUINVDmV6dVLS9hMvjSuoNLbd7HWV6R8xwrRphZ8cepIpe6NUofC6mJhcCzYX6dVMLsTLL3TSJcwKfTIkoYma6WG7HJJWeciMIS/zjOI9LI+qVLIJorSc4tgA7ks8ydapYE0kW4bJANGqiB/LwQCUo64np8K9um27t110kWOYJk+3+5IjY/e1oSyXMcOMA8XY4XeFuAFTdd7op8bKDijInB/1J0pjyWUWLBGvK84ttCsYwwNInvzDN51m7sqKoSZsWWRq1Rbe+afEC6CM4KzGtMmJerfAwC2RH14rX9fkvKgn7Ev2Kd+jbE46APpZXNEdzsDy7Z4twvZHjfsRpEFAugrCoL7At9VmGhrFZqT/0kpHY5jcMDoFmMfC5fLr97Nt4qzbmDbxtZzlsq+dU95NZHsTfgHIdnhL+OKwBkBJmO1K/Nt8YF2ylo5IW+8531e7lvgj3GMG1SugSES+iq4CcHaMZ03Z3BaXIS0hldBh1hr1OpSsReR752pH4KaxTembdZWdaXUhV1riZ1s2SaGMrzUNeWXrwQiimPpE2TS3GRnb4G5R6oq7Pfu8SjVZfQgVGqkzZRtFXf2R7umjjuw1VtoR8p5CLjyui+mcw79XhzmwG4W6DUHR0koINyEWLeBOeTh9WHdaw5h4BbhorRhk4OrW4gqKc/zZ+9+x8IHq2+k8brCzVUIpduopSGjxJowWxN1unh34PJNj8kCFcqr82i4y021UJtDRbfJLhRy7HO8a1H1vp6+meBQuab1jAGGGhY9O0bQtsHVA39SC10LyEZxMp8XfA8UgVvnh8JUXxcRnkQ7Av92J2c3lbkMjwYsVm0voE1seH4yLYcvB16H9ITvv7zefUyKjSjF5dUoy5Dr4Pey5zDhQf8uu6KrTjAYOlGUbYvYqh0TgEWaBTiGsYJ5U/L6X24KXJbkDSeUGEc6l8ENnDGXwMciWVHlQiKI8Z18CvfGr+27XQMALR2WkHukE9uU9Euorb8P4DB0EqRtPZFPIUlX7gYV39+ktsgWodUaYQVe1yksbw4rtVSbzSUkK6topk+7ia58/Rzw+TiXbD/AK2D4Npni30GArVSx6zM6LjjBCXApp4smXHA+zP/tXb6bhE7v8fbR06wjlgkvuUl1kM/92CrL3htn4c0uSZapTawaqgfX8GIFG72p+bdbTnWPVCd8X1XzZtxEfnDidyulqa7/N1/G2ubVzKiWisZy6uXUR7t1qUaKs3c4aMuHnwiE9zVT0YYpdpS8OoECNmoJ+Fe13rVbOEK54X5EW/A6g/QCmVZtfDpbvBSvitDr1Kyu04jCoGf5jhXIf6xiwizxx+5hAfKIJCR7awssBBMpjCvZgGHkY+aakk+N+JBgMrkw15sl6/qcQS7blBFSzyi3o2q5Zc47OtWBhRyQZL8w1b9AaXc2skx9GAmfN97JuJAwNYMyqA902VDMp1CZfpcBxUA7FRUSEszlRi2gh7ihF96Iw5MCrPbmwKORSBTtYP/FHHx+m7nghFUqvy/5aETAfozQXbr4lAP1XIkrJPJQwPF1RPp9pHAyJnxidMM0pC90nwhNyUT/Y1UExsDopYLO6l1NLupUPoPjCuJd2HyOf+BlP0IJdSlQUTlyCmRraIy1PQWDqiKh+H47IiAikTk044eoIJUweEfwJiPAqo2A0Vl6Ub9/RZ7kg5e08z8bU15ZrnHnMopMh0sRm9xjRTk1tOqno1RgmbQ8GLicjDRYH95xvK61Lmhz6yr6qy1Q65iIZkWC0S5llsRsYbvvO3hBjMMUEiV0GACqZnYxIINXpvWPrF9bN9X8UowiwRjP1EJCi1IXmF+KUHeyLd5kSlUAqlCaa1lTz6KYft6QCvTkwQJGfPnLpC8mL22TrKO4YbQUgYsdg5lFOvB/hF+AruC6IIIUeEXt7ppiPBI9uluv0f4t/vjiMbtF9d5n0erISe/A14dS6N8aS8+BE6vUBduFe8YMn5CLoyngU1L+wyisllp8idcFSm8S05MPgWFoaQZCqTyQL8dllX/QSGrzFhnsjISmA0/Sfj0Lw0dr5dvGEtfc9+nVOkLcmZjDAQ/biXn5WVhjjBEQeLZxDoGcpPdtfJ9pOXFEVQiZDL+YbVL4izz2/Nd6Kq8DLXMUeHeMvYRaCEpHluyuJMpm4/IaQe+mHupUmM6KQg4qbSDbphVO/nZVNb5jWxnUnMjf4RbEmfwvAI32PVTEogHSPW6r0/G0UJKwcF2kb24EzZg7dI6dPp3iU2JllkrNT8WGiUFBMwPMKiRpQVwUlkC/v+S+UC0R4NkJQNNoBI3ddfVqOGcQWLWywgw7pHSDrkLqv2+X/G3M7kikmeIQVWd4ExxXE8hw5Az8lCFmRFMBWgXvR2N8Zp41RrBGrGQ6eBLadrF8bPkw+EtsVhB8hB0qyNOHv8HU03+KxUgOFk5vNeRRX8iWRNAZgSKjOxy8KZatS8ydO1XcKIMT5Ep5MRnL+mMIJJJ9xm5g0GoUihm2uZY7A5nye+CjoHFIseQhrNCOnlBOqy2kxHwCpGT0kNE0zmCyofwIegtRqpM79iR32+A362fE6uAjaATD8svGWEeBZfIyvRmQMeE6yTZ+Yuwy8ciK83m1Hlu+mCgwoYR7TH+wcghD8/wKzBYXO7x0l3wjhqJ75qPh05srhU9T5kY4UiwfIOtuFZLJ+DrDufWh9bO60VCBhU/aMhuHt/okfRvFI4yS+Ocqo6/y+lnK+PRJZR1aRKOWjpOpea7Tj1331zWJxHaagRieWn5otryqv/kPN9gOTf+fgsJ3W+WSobtB6UzyJik5B7eVDMA+mz7hDSJnxelaiKDXV1SM9uA8OMjD/1NymKKnjqzvVE+zZEpD9fl8TXLlLWGzFJtlwcHkKqALya81Kdyt7/2h+0ojtgDeWt0Leg5QsC2cpTHSEhNrXEXI89FNVNT8f/I7asEG9EmLPZXm/Kke0g9fy7uwSNOY4Js0uWtiutT6jh/lfEaLc4oGma+uHIObYmA06jce717OvizyaAYj6TKPvp74e0xQwnB6MN7TGSl/p+JmfFgNMbc6VNaN7L+pwgJQ3Yq+83mNT1RkpNZqGjZYASD7lbbDJu+wgr6qubp/HKKbS6NW1RSny+jLzN9vzTlTcEDLxHwpnnrIlhivTZIWL/aWj1TWesblLAiQyCC2pJMmF69xPI2pRoouSQ+q6PxFX+KTQW0/f61tdklTxVkKSaulaqDQurcEfCfGMDkrK+x16yh0XiKlLKEEAe2OzvghIiQnEjUgiACtnGOeTzYkx2qNytqzdo92yoSPkNbafjEGSRdpBK7pn6KioF8UsqZz7FUyft/FcOaywKkoc8BxOVVoY4AfnXc+2YRSjSEgGVun78ChB560Xt4D5VeBF7mlGAdBP5W1CKd5FuS9V5A+xzBd+Mi7EZzcDfNJbF6HWBCA6vBkUJ5CEpx4RJAcStgltPF0dDuR/Sq4qxyTZsU80InyS52OvZEXUg+Fo2Z+nad0oVkPisRx/Gpaf2nTJk7XpUGSQi58rW7fbXDtZJOmBHp4LNNKZCvfDCLZ8qC8zUfJTH4lMpeb8hu1ScXspvkO5jF0v13KXENqpht/s1H+nUdY3TeH7nkv0vhyhi8oM4ndNtD1oUUVbvw3JuZah4DYYRZmeSbE5gkaiirtFQg46CHLEtmayT5fYCK5ZbcZUP0ayjDEuFZ5Cvb+lNFZ8yb4P2lTkvUr5EnR4vXwv3I0vU1v/Sl2g0V3ItVH/LJbs4WG9dx2W3H+RM3/L0MPSW4DFTiC4NFXAlGWsMU2YipxQHhhYVD3Cb9tMGCDv0vyAJssZZ8XkAS0WHmVb24S8LRXtW2ulyPPdEUnvWJJ3ne9bSljHPHSTJ6VZF9j4SFIhgclMsSp+1Km8ycVj+cgk8MqR7VxJt4AKlTGeB6VSC/Kt9Av7uL0kbnOD7K8KwMSYJaOqn0AQX2nVoiItiB4yPMLp0NlN9wCagMDhxOVKI0tLsdznURFUF0hmd2c89FE0OSLxcHqJUBKvA0vEGeFJNrw1oj2i82fFevpAsN3ExUKm3oTtX8GoxXiTCSJ16UFyZqltyrz8CkS1BegEOk8oHfYQ5GxrmwjeSnumVKdUiEoGV8SK4ewuULXi+KhUkWtWSi3hQP8Wj70dTgIc316YQwuv8RN0E1MUBBPtLrYHxEre7vqmnuQYa2X5YN9EFU18MmhduIZibGfkRJkmsH0qbgVIdM2xc21dG9xjcP3waLzeMO6bmQuJA2rYl4E8mY+yGhClUzU+d5fzg9ye3tC1aeMbE1M+rkFUb32DhyIcbDy+73LRbqPl6bZDemB95YKMqutAgpTKHja9a8xpO6meVpKYl32ivmyl5EuizON1/2EXhc1aCkxFvrOOifzS9VfBzxv+mLjBavUtNXhNT9V5ytJqgMMuFoVhOyNQ2rAQNTURoKMJjqk1IDzOQswm4TzCYRSGHECCv89JSSAv14i53STSL6mJUVkP+aPhEe5q+aQZlR+KBxuPRKmN5fK0hdF0FWCqi0wgPBRkQOsu5dkZllvVJ2rtnAEmbt7gb+QdQpMXTSphj0qpvXcUwwAX76rFoQwLeE8BbyyGqjXrsDt7xVODKeW88mzt2Zxj8JsL7VJyM/b21f0GvUSFhsVIKbPUV3VF7kJtF2MdG2gIO9raf87qKPd/nhHc9KkW9u/WANYK1XbH7rZlnI7w1tjaVFi10fvX6WObdFNe93XUPhj9+NYP1RqMqrnf+SKLP+3lW1fFv5XMw1kizDHTpWfq7QxyWtdnL7qs3WXkwkOq6b1yU4otG/Mp9fglMPHumkIInwhnvJKpSSH6ibxmPeXatvuT/9BjpG5W78WFYy2eqKmKLrfOTLjNNY2pFSYr73G4uJ18WGR47AD7PnzjlKFmbh0Za65SWFDFb5jF7hXJbFzWK7VL9obGz8FsCMNZBOuTRtLT0C/29Ix/scy/o/+JklR0PLklcG6VKvJnDOrboNMpPy7ujhTMJZocyuFShcEtUMdRrJhEk11wFRvlNfMcM9eFCW8q97PfPJt/G+F7ChOdFgshk7eFaFPr4aeaQd5OWgxfgDRiqdZYUg5xoU2G2Pb4J2aUMkCDf6/2c30aVUz1fLCEzh4KcybEZXbaqcQdK9OzCkwQO6NLPf8GhrmiXhouTBUGktpuS5JJL9v0JRcfuVt25obcb0+gwEyS6nnZrySS8TkDy+zUmSBge4fFxAzGinwn7IPLei9oI94Ha649QMfIr0z5u9qxgh2wJ/FNKJgYIuqtuHo8RnUPEmxTCznFwvmmDXb+ItorwGLmwWeNnt0eb6NqNsHHNyc6voPDYD/k1m+t6er3ZwFGMQ6XRhDW1uBAXGqd2A84Av8JqhJwj4MOA3z6QJunLUrNmtZEbw7CYKzvYoib2m51wZGeNbZOfd2sO2H88xfvur2GbXOqhHvBh67/Xk6yigUCFeZXivOaTcd/wPn2FDu+XB2pVOpcM7p1Gu9F2kMXlGVhdfnlB+pPe60xmRjZFH8ELgssmgSKQkWKyHIInrmDjOX5zd+cSDyiF6DMLSot0Be7Thwyq4ZaP/MWrEEbXJHStKKelQpW4mIfaHQNgRYUISz2mrmugqKOxCcrDwUVktVgFMooIRwen0CfGDMCUiV+HlnzfyMQmnPoQqvkUdbe/MDKwq677NzNdrqxigJ6E7O6FzHzK2Pvo3pboFlKR4WOVN7EfDk6Hvs7PlfzVVOneDSiTcrq4dax9Oe4nrTlV5eMSCUKXbrTYHE+7KXJ7FJxn+rNV08tgVfmMudUPPUtctMcg+X8VVgwryu6FwdZ9c3pQ8I+KR8o3gsyfKc1YGOw7R8/m8KI5Mvy+Pf60TdBsD60yLO0j2tbaGrWgrQTCWrGe4u4HfIYm7syKAtQviO6+37ZA/pGyQX7YvRlqIJLFiT/MyFisDmNtnKeKrSq+FIlOndlJOAToq5XWphoObO6/5MEFkVZonkm0Z1fIKI9bG5wJlo4TXSwuBCJBIOVlwrjj96H6tq1XAuE8aMHZsW7bwmQQffBVCCZP6Ivt+UsHEvioJTfICbWuuz6FBPULIxCVGO1ESx68oA29USinfcDrju/VIqjypmuP3Iso0rB2lhasAOblpmivnF/stivIQAoIrF+6VUZtC///8sXqfvcI1EBFJ3XjFAN0BdF1ftrGs2jL2FWkgHkSpCzgK3xQtaNH+BQOEsiojV0azvzi7ie8mvNbmke4Lfjt+4JFaHaSK9bIzb5nP8GfaAZsacBAqbGE6SW079PpPuPI7Vb7wWU+ck95/DZD4NW7wtJu9QYfva2RmFSYEtihzx7dzScHL1KswAYcBcAm4F/MPOtnvJROa3ClAAwjx5Eg+EAHq3u7/rHWl5jegmTLenFgWui8a2R90rfu3/u4hcBXdCeAw2ti78MHBAGNNVEmUC7ORVEdoe/DNQfcH51e+ftEqX2mwzVo9Abg0LtnrUKyYIi/nDlaiK4/Lh1ffggj+whGMmHlKglFwvXSjSCc9t6Q/AB4oZCwRXPmaC/zYlvWMmzN0/kNphGifE5M5TJjK0ZfVGamXZvdvN2+eeg+llX6lx9fL0uwBW8u6t9vqAFLwtOFCfzyMOd7mh8elckLUaazukbVRGKcKvhWFvuYm5dFi/6riin2pO/9+iN+hQU7cZ55HZjBJ6kxtK2ymKaF13+DcR9nbHMBcWWS7/wX1VO9IZ48aPr1KX6AlqtCAS5/FetanL2qgE3m/f49tF1plIfzZ/u+ekgwLWRCHiClQh6sUmf86q2+HdXHKbsp/3HwL2r32JHCBOjeOf+v6ASIFtxHsGRDBxoQCZIt0kvO0mg94Zp+Vao0Z/TVUmMgCaZ3m6DTlq0svNyVvW+I4P6EaB7zV/ki7yCwNfdNIrP+84z9LXU9O7HLQ8W+cALk2UTnocTgFmZ9nck87yp5a/pgBq+cVYU/T/w2G8mb/E5DDz1H6LD0I2dC35dzWTzRkbgee9XLMGMQKbyZ14hdTEdLDIqXXnrtBchkn9r4HIL3V5qU1omgtxEGmK71WaZWqpZDO3tb8GHGOQSwaIkO3ztD4G6vT05326IjeV2DuJ5dBaXN7zLZlWBKMi1NPPZWTX81/vZ/dsjZ2Oy1L/6Idyir43vl167BT97pqkPgMfVDUZPUHeri+Gp4wFvR0UICoSJqojj3bnN2XebQGMQW9hHNPtP+qrd0gEYAmOlyYpwczVZ5Cri0GpNvYxWnzrpC2t3gaZzmXzi8GvtOZTVJZYpju3WS+eKXTQBJomToY2rpTohfQQbpQpKlS0OP5hlAsX2k2DjGdLYEfjmN1vz5+ZlKDh1px+J4manAbluNvZaxhmQv1qOFAZRKH2frDJjvUUqN+T9MfFwtYHGFXKszScRUoQiHqQPUmhnYY1E/q4w3s1ExsK4Y0ikYSCiT/NM8i0vxU7Da6U2aok17v0NVfGUw7mwhWHrt7s0uepOugEYSWsDm0kTcw/QUv7t5LTERnM6V+CjO5xePa4UAXXUUUUjViVZDXr/5bMJtP09F/grQre2axD4LWlFGKDdofgQMdIjYCGis/Q4lpdQK++2KCAN2xzYEWJ3dj2pe6l1HSUMJUQN9TopYK+N2nkvRW1SxSHfgPImldFYUPDBW1JLM6GZhgRYMg3My6xPPE81yz/XlLVv4iV1iDV60mISMycTDTUjWPDwUsoCHMj/vw32YkJa/MctQn+L655XNgKsP3dt6W8e6gJVv+2Dytk5TFh/o6psp1/OeGwegcsJwr43kkdkNoGYRUeLoVdEJp4Z7y1Bvr4p39ey9HsN2MRBPuP1QV6/6j6WveOkZKNaYOdfcYX8o+j+1xJ/wAxU8fC2+6CgncA23fcQ5M1uON5/zuqf5pLjKh3dPRQnU14IPGGP1K4k5pZ6OqsGchpj+Gjc8mZOf4DBZ5QCh2apn0uXGkyDa2FrEpGJq+rXiGxM2zQxNRlKU9VHiedaQkwkTupACF6ibTFnaqfkyFLbDs8e4MxiWQR5sYs33ioG76y0hUjvOAa2s7jWMdVhpnBhqU8QgBwYpFhDApEq3PnoTq2OREmrKA7mEIWBex4A6JLemDG34O69W2UFfRfX9c3ro7+jHNZMcFs2VuF0qi9zy4WaCgZ9xd2YELMl6b5KK7qEtxmX4DtFfL05spvNswjme0aUgTqu04clggVmmc9oBztJJfZsVveC5E6XVN3tboNtkntXBcBnaRNjHYUJtz6Lr15EiWBL6/2d1UumjUAZETOYuJ8gMYxV45lKRbiiZFpCwalsQv5BEbnVbQUwPhNBz0+rOjI35hPZdFxy1TKosyEiEPO3X9xvHg2x+FMdr4T2kHr4mX/SDv2E92PSBimqaRenM64p183uzBuvoxaQdTVxJJUBTUc7P7YKqW2Ak7WuZ1tJtHzXBE3QINfz8NvGGMs4ipp1ljbTQGO0CmN28AYwwVNp3sfwUj59l4CRN31CHPGanY79SkLtgEQUmAhVTK71dKvOJK4zTtuZsnBZKF+siqp12zyQC7/TUk//Vg6HhcF4tJZulBswe9Csq0qx0MVQyiJNTqFrI05GhYin5jBuy/j6lMu071/La6ERpbcgNjVqcvgqj1gfySfvpaedm23sO5BJkTA21TCwU1Do5Ezo3mYzZ3weKwm7KSG3LsJDNR82JgbaVu++FxPJg539s1rJI9qnJALCp0Js3aqE1vYpsM/Q8eO9ZQxTgQ+Z1xkseE1by088k0YxtbcKYWiPsZqISFvt6eUN/hnzDWpu9Z3MxaHHaHPJIljqIDjPZ1f55R+MoMeqjVG60if9mcpO9rZZ6FdR1BEecYDc3j8NUuUjRlGUxx6KwHIkO9B5dB3tUISvZvc49fx88tpZTVxcNAjb63fKDqoObdqM40O5mDJEwPdhz8FDOpqtwcTu/DHr9wPjRf2EPNd59P/Gp166PuAtV70huM8zo0ux7G5YJ9fj+r7ehnWZ93YnGhcqCeD9mJr9nAsCb1kxBkIkxqsnrClxLCCuNHQiRaS9cGlHV7ga3kLC/KVvo8uWt+bTwbfgx8tqJZ8haZK+mHtFeIKyjnw1ZcCgXh7JBBSp5z2LAXWgtrdrciIdgd2uAqiOm7EFmOEwPH4MpxO+mCMjymRv1ebp/L7xbmKhUN+W412iYavBB48BA/OjFfllAQ4y2HvTC+eFSYxtv7+RSkr/Ch1g5q9Jz1qES7thVSAIjvWnGj/N6tWo0fiKmquGtUiWqED2FAvBcNKnEfzfVmhSCfI+yE2EJ9QdbjW0dh+dME8Xv6yp5cpzg8otLQ6JpgStg6aC9coRY81drCCikwGcZQM2GDWQWFlxw/fCoEL7dESG2f7p1HQJxbBdSEb2X8ef9GF8T5xJ46gYZRUg1/0MCat37y9fttw/Kvpx9J/65xOnFX/p8yAa6+KyuWVbgMnH2ZmUhwFg/uJvURgESJPefCZedF+sFPojnOUGijRu9LTpDI0v+o+Y1TvJkUugR+RWBxo6DEx9XP5PGk23EWRmoPREo5Z3Fg2NmBoC0OEf0KdHJhw2FUO4L7+HUqcZ3YXifx48+E4uNvjZ919AdmmlppPRIEYwxqzSyz4sAUyWiN72mezRPrj3HbasHUGAapYV9Y1b14LX41kyUoSAGuaf66v2eKf5e51Uv1DxecLD/kOsqVKLcnJ5vS4jMFZRPgpvea/E4RdUC+idN85YnW8absSy1DJq7ZZs2mNlgIawyS+4w6ER+1HjM7ZPuTKqVVv3nP+6aJPssYKbAl1meE62WKwUI8sc+COABm3oyHP0FCIsEXJ/EzgQ19MVHz5wPrl75wZsFB04NKz1tN0dctLM4mMyVbkH2zIiHd/e72ro8/V5RkD9Mx/xFCZabT+cDyakmDN8WSfaodytsDzBxyTYwU923uOlLUNXx+jO1oVgl8e/5Vu20UatIwZb8xnhhKK+BkqZx8SFV59kLvYq5oBJM8U8GILapL7KEtZDNSPl93zK5EFTQxwpxT3MYJBKX47urct6+ZUfRpCE4RFTylOfBYbsS2U0fEGSPMYW22VwaRjrK8KMt6VognHUTBiLYsVsOTEF0ebhwsCu4MwAgCpFrbGq4MKHyTPRSDCvG2a2OVCa/X/CKr7hAS+1Q0oz33qnmdYpvO4IwPmrkJlxE7RKNH/9wWf4qBBmpMWpgsSCGdqV5VG8t7oITOI37Xso6GEvBkfVTUkGDBs3YvJvA6EnE+700IzbH0QWskGhKKf2mL94DEEimwo6ctYll7VrlHZUJD8xDb0SihN2CEb7wnTi3nI+RTv95uoLi7qQ6nDfVF1+JT2bp2P2IaXueQnKv8m0ayTCTF5E3Irxs0p4x6kDnIRxUcjnXyvtU0DI4V1JD9d19/nISpaJPj6QF8gW/S4JTp5CIcN4tQKiz0pGGHw+UDKykybqn3zNTqozH5P8Qi/LPp/jzSrq9ZSr1ZXI6ByH234yAQn7gBGQ4yJkhWdgm62RtG3y8CuLPFW/Y4UzIutMMlmSG4YWfptX5CNeglOx5RBWBEM4DRbMIaaP08KtJSQWD/+dBPegiIcPXObMEwjQYhW3YaL0D29/Aoxr/s0bcASkNCeiQzr3UXD62DpuaayHCUcK5JKFqgO9+GLsw5pCD2CtjmM/AJClzDGCcBS9C6sUao5iJQW3Qm8OW/+PHs8rVRGi/jzzkKtrEOkVgBZdAmMij7UIajHkqYKpdLnEjFNICBxPxu5PX3KHwbAHbmr/1c1rtTl3eJdr5NiCZYyp7yu658cjT/t55ZOWHe7geozJbZmyQbea4f72u2qgLk2O5VKzq94WPTA1fG+lH3F8Q6SdKBMU5vk7CpTLqIO1f77HXGN7Ke/kKjZpex7L+A1mUdGbQcBqnx8TYIw6k2OYE+BUPZrUkYopvG5g7ov4dl0wRHzEj9SqJ39ZPu86+89Ap5l7oXJR6XcvMVonkPDJNVlfFUOxUvFEK6KLKDLfzf2cz7s3uqvI2/7nYJrtxfSs6wNZzodC18AZVMPXw2eZV4lCFjg/bRM5S2dcK4GRmhpA8IfiTyYj2SKW+UqFLBi0CubmP2NZa2iUaP1sA6GA0FNSf6wgJOf/HAjcnV0jQ81vbig5tF8lVk2Lf3tds1eYVhZJbn3VW3ZijBaUKo1RWhmrBAIyCn1yWEaCHeXfjsyQnYOk2O8ZrYYIWFUL45t5nzskvvfqj8Dx51hRIN4ewymCpofO56wlQR2Bf9PRVeBRemjld8ZH4ddsJMr7WxzfIo3aE6EIJqQLM/ty2A719N34vrnXwO6MxppHpB0anugPo8UWitJZkvDu8LhXJJUZA5NvbuGe5sGExt+eE9mb/9hP786YSPWUnBwM+/Gzt2Cxspm/BBR63LbrAUYrokpyIsMctLu7IEqt8VLHSv6AeL7ihhYlNAKld4+8iqw15TZMJj2Ad/xndU7zc+UPGaJ8D1uCiE2iw5qe9sSQD0dIwn8oo+Cs3M/4OUurM2u77qIv3znJP05PseYzvheY8H4LgxwbU5y9ximNvqg99Ktdman6dzMleujMXcNn4CVRUV+FYPtw2ubE61jEt1IrxpWC/0H2PR4edmJZinmVrOAH4Y0JTeQCeLkQNKe/NqMF34BIKil+dIFKDo8ZpW8I3lGK1QV3J4vtda/yO+dVqw/IzBuqcJmqevAlyYS1snO4Y5UKC31WpPGEj2wAX1HitF+F5CpzM+Don8T4Zw19uxG69gBSoxemlln6wUxS7k5PyH+FaTqCxZUEYXaQBZlEuGDfDkZjWKSTAFVlnS+TZrioyZnviWNFq6AtZkpsDGonzbntdkJxuvSw0rGqYsk0guqEirHv+95XXPBpUp4My3JoMaXQMqIyDFgwEhz/+47ilM6gSbQjDUb3GxA7mkC406/g+9CH9S2TcZn+oXHyCpfi2o4Ph2qiUaXmQYXq5MhmRfTlasKH9KQeiyCSKQRSKBonq+M1O4rDmkt7MnYcLbT2eCAJPz4ZaJO2SKewfPcHbtjVRd4Zrk9xAlKhlni/E0nQVMxArnsa9u1I6JsI9dnFtjeBJILkW3K56vnvew+C4XAeNmaemS98X9LUTrtNFWHikVhgbiKVmnyDgRUhKDtz+FxCpDZ5VAIH2OA6c0zUDGCwEpafxkJtJLOTKim5BXYYTFn15G0BQYSdRNimVYiNmwq+eU7zyIh60SNMxxs8OCgjvsNBKAzX8JVlt386UM/YkUapMkJK6uoa7Zk+D4ZgRHPdu+K+v92vIyRiq+tvfoG+x7qUsfqaBWYVdXH+gWz9XtkVfB6oVRX2wVNF1LVPWy5yuEXfZeFufTLDmhBECQCziWLwWerXVZTA+oQUWXD5v2VN3biZrdWQ4DhQXSZxCyHAAZquOP1GWB+j2vS78Fu1HqRFRrfVWL4YUStfM1lrOYyLe/SVG2RY+DCBB6Lh84BU4XBr27ce2CHqqGqzfOE1d7TBMTCKcWEFlWOWDhjV43mThyrKyne2VmSitA3krn5/gQFUxosYwD5hnBApYsHa8eXrfnnZvm6qY1+COY08PerQcZfHKOpjBAEE9N5DRWx074UAbgGie1ZYR0evYL65PuipwaaJRu6qz0Mo82xspMdQJ4lFTMNteLMBVDzATmHBx5XyAru6uNFv0PNgMf6nqvE2ZxsqDvtUthlpAis3mSI7q/7T5O9b8qSUEbJZoAmNTKhYVAGu328iaD3/5LNkRikiP88jME5qyaHb/M1ITpPZbltSCwdelTHpszSgvqet7xVY7q2K+httl2AdDqOJI2qzqDevDsgzLYkB1k1FA9cEt8UsGIqBfiLE584CXYuAnC88IpDSbwjyZt+3BqlIXe+igbBtSq8OZHuDZV94oC3yTuooJUjRyP230k9hlmWtT1I17C+c68qMwKSrskM9tr2t8/6ASLBk1Gm7asW9QNHGKpI03rWYoMRSKiS0r4wu4Hk8j7ARhKLCYfDniUtGoBmj6cF+/S7ytSTs3EVWzJ6UYRiR1+YiuD48nkkcZk8EaLJ0miQl0KAXoCpCjgrr5zpQvZI6C76HWCJfaeJwWZvwWVx0Wj1qGbaIGM7GDvmb+Zi5t/aLW3tqeXLgCcd06flXOTfUCgTe2EVg7VLiR2dsk+rc7fUaqVmyGtplJJ/9uLmp+ny+MS8VhGkLYsjHMLi8MKqVJBQR+/vxFwSgmsvaLKFTU1GAN5N7SspKmQCP5gRSEZ8md+5xRsAp37eolRF+bw2j46BUYrJODjTju7E6UW7tZj9USbQtgGgPwZTTE3DuIZkb/J5A9Y+PUzSAdi8uvPuPVl6HF9QeSJePBaDc4hlkBexROjKaHmY4AdQQgtT66aeNBnDr/i/H9b61OW0jtKyGp4m+V2gyx5/VyhoNd8e4a9/ex8AkVKVhQdSpYppyRF51vhAZrUA1wSeSCdkZtDxm5yAa6R8/9kAylui7J/K86EniL36Rl30RKTVt5njTUC/EsmOT68Q9y5F5oAa2b1HFOvHWrFVL3/qstaQaD3OR8cOFxzZJQUgredS8dvCjXGNMnM9lvR6NyWiGPNgSLXLTH/DD5iFDYcdOotggSVduOEOHXmo8L6dGOCkU7qgOZpMojTHphTQiM4+GdbXmxHZi56PDgMV8zq/YWQge35e5z0EZuQ/2l5tdjeDKzQRIe6UW91CQHAWHEgOAMeS5P9N0a/eYDQ0NBL/sohLCNgZpVSVY9AdzQ1qr7cCn/cqTqIbBaiCn/LqjfK2hNJDuqRXhllOVkhaAR9/mxR4b/kmL8fyJ+IlH8WhNYKCLmCvQZ0xDO4eEVN95ktMNZICMSDAP8SlklfV/1J3egaoaplYWIPI/Km+PMTnC/AKUbPu0kShHQyTLnfPO+9YjjATYssFWTXfpYmp5bxo7tF4a6qj3xBCwogwnP33NLmvtXZCUzlLKhcBsunCwZu7hpOg71VlRFCFawi4ZbQsyEIx4O0YDof9wKSI2Tpwx3G/AB7EJUv3zS3lKSuX8K8toAkWiIKBBZ6+yrTTl5HEmlQG2zqzoy2blmIVxIlgdBjjons67f5IsouN7tfnVcQAXGOkvac8oxrKchcpPI8bVT9k+YrNDPk+EQZY05lwqUkqEErf67yZpYPVIZkmmtwAwyALH6RtdzEBE1EcsK9pWv9GS8ZwBQA44T8RfSdhYYQdILNBCpjcuoC7wke637dKBtBjXDh0bWb+8hwELOlA6U8Pykf+KuWEuXKFtJDm9Xj7Ub8jQad75pYo82rK2AIdvC/KwRmohEYJPgOFHdqXOftaXcHWJSmoorczxKvd5Xdlap3t6RXimLpxzgLswv5vNLC8FCkSu3sXlfu+4rjJJ6//euTSoZksoSe0djt26LOJuiZhvcWr2axBp9TUb5HQ1KPd9X1HyLc7QtGh026L2XDaLu9iJzy8YXZOwJlhqiK+wOKXQdepYxfZYNjDHLGAbyt/5r2LscxTBSmezIxPptkiIRCSasBUn+0rn1PWJUxeGs0Mz2X+8ypRyBAMJDC917KonLqP1FXRF0pKnptensZXzKRU6OKuCSab+iACt+IVVZJsOk31xJc0lvaZKaXN8VSeRVOO67s3ejf6l18pKl8wdOeRmyDKslgiaaoIYZthZ9aDFel87ac2YYHFyDsojkkXd2VuV09PoGbZTAkmzsttTUnOYTEPg9MLMbEFCSUdnnz37u7+OFsyVoeEwp5KLwsrarB23HWOiIHgsxNXqdPCBOfp1hL3leBIDapa79bHMHs5lKv+wm/0aS8T9/C+aBON3LOOuJREP5TLbfbj/W29P4GxhOSJFylf3VlwzN5HK9qis/O8dioz2iI2HqD/ud4IL0jyPAK+q0jGFO3fVBtwLTyvE1BwZ5paBE6RbQEvhqvVOHU1unr9AsotEx5cMG2QEyfmlGoZzFB1gJCRNLFYu+JNf6Q0VmilmUhoO9K1M9JtrfOSiSnYqDMKIzFPnLbgo586ak8pdUsJ9HBUhmYXQafdvn6B7CMLR1WiZpDvuX9f7iruLDXgshvfJcYPqErIxJ9ITmj7LIMDr6KFVc3+den3igrMAA+ELtA0PEaaS/DAzVFO5gipr+mfsHEWsKx+GdUSzAfvSQ3PYRi/Uqc3aEIrxp7dEx7dOX530IL7bf6ceDSWSLuvR9DO2huSeA0UIULrwutRr9mROcMQIBFSh+pko9X2rTJeTRZTj8nM/MQJMMEXdA9bbWWiE+bzQznYaNHpCqaGrbTI+je9Ci3bAKN9hqR+r3Z5PjS7tMpJgqgwLKGnMiOHwjYoj5ChuRLnyPZ3+c4THw6bY2pVz+COTSztDJhc5Wsrv7Ls+3GPWL8A3uK8QSydy5LyCQiMp7Ol4iJ6M4cEto4HHe4qwsCvlkD3p9oJB/UBr4IoVMrjvMrTKlZC3SuMcZtaCevz1N4kNIX7kp5iH219ZRptQCEtdSYaGMfW/a8P297bI0C+z4D8t4t41n9lYFeUN0Xy1XANRoPd0lNABvtXcUi7xM0UXmX30kGxqQw4wS5d/DlcIsi0Ag+pS2EDyvTi3+t7ZJmDq4Ajg5gXt+L7frg+DrZQxrziaBj55GmTojQzai0NDpbfrFM/W/rY1DV1bZsipFB2EJTLNlhGbbuaQzSWFgwfg6f7p3jDp7d1bwuM3oCorLjrn8AvfgOn1lffPbr/YEi2qEdtNTyK/bdcxw90LEjtyncPy5NOb76iAM6W1QsXuO4dmhTZ6oDatJ1MV/FSZjFvQVXWNIH8A1b3miyejiayNHb+EKwDTUxRSREMTBg2voUhQxO3msiAFcjLu5VJHiS1hqqjg92SbHEgXpNo5QH3ohnF9+5C330H+TszKLe10wYhdk6u9fkAQkYLNL1Lfb3MiMJIFCv3UGecuKMJErqWMxoa3DGGUzAknCE/1gMaunl+2Rt9e+H0MzJ+aCPAHgi1AdlJdqijRREX+8H9Z7T94Noq3h0DI68gW4X87M7UOtdgHmTwOozn6nXbzjgc02LhUFRdJM6YIs+TKlPwW6JwoEfmc1/N2I6AqRsaTcWQbunLPe0A54DYWMfgNIAYW16tS0tQ3/SOTGNZ71Cj26CHB/0PY3LPJcz2bovVOtgOYk4E6zCAEA680gT/mqRrPw0dtqB9GvzJkgSt5AmoApUiZxXngDps0MqZbCXXai3OMGWZ+Dtg0mPHRCidHtn9DGrSceps4f3lSN+irdANc4lBxsdbPRkTkEsJtUbr5gZ2kDH9v3TGJLbrZNy8gjMPayIsN/D2kEwxRzu8ahTewh1Yp1QbA/BYNSDovZ1YcL3OP6vTDuQJo3QE20WIr1MSVM172+cq/tO+dJWi54U6qwpwc3b8CB68GCHBsPuJtJh2JUltmjn+rdmauH9kUR73p7h9n+n/N/A+CSAHLgsC8KDQNaZND6Yg47tGK6ZnItTRhHfqdgRcT5ZGLKqGMxS1iZ1C/8gu51P4+j5PxifzmdUz+eHKuxAqVVnWUCJGmJmksFfXCDPw3eZTh3dJeaT4zXlbIMRgUx/nv7F2oKubhSgYtGQFWAXh1WWOiyK1dEw6PLTY0lqW5fEIUyeqTjZh8Oz2hH/ocq+Owf4y4Wv6eW1KAqQVg+QcwDZY1jlPD0+nLasYs2SFO+q/YSyUmjPHoYFxy0Ff3owtr7mx4gzZBM6jQUITai0s07afjlAvsMWcN1sPWMTGfkdbAVKAkDUE4EKyRntbX7VBDK52gjX3c6YtBHPZ0PcSpvZqlhxycfWyzZFuatMoaJ5B+5T2JrbFWkcTf1W3Hfnl7Ywtpl/kz5Rcae+9JspIHm4i1/kBoj6Vzq8OFZK/7sijYNkp7+lL9uKNazPpnXF5z7jWxNJZs8PycQtIVcb4iGwwcE+agQmxFkU9cJqjFEWI1gl3oFRVqKgM+xwdKtpnjb/tvP6vO3JALtHyp3XaHxdQljSU6x8Z4hIkXvZnR+/9F8yeurncyPdkDTqODuSSBjYn8jSeXGczMC/3RvZNyQHqPrasY2910VKFWXp+Xqo9P2Z0Cg/Vs1LLtm/hjOSuAWHsnvSh26fPcVmTfL+A4OOkJtTtjGBYqfemNgjUZVCRxxM8tcGN/pYNvX3OLd7krKOcrhhqkT1ppLOqta6cIP0mvsZINbQj0qXiCws1+V0QiBGKY43qxbO+377BjTKTOFEG6a4oSYUwbdwggkFBQV7EhoVossM1Z1M7Kf84R58+1qDQwoaOFx4uLQhRWzOCBE4dkwrafNKw/2/h3Fjx07+F7wa+dWP3ClTnZMm/lkHnF6pBzfvQczGeDnAOopNu1GHXzxtWs/FZOJJOj/amMYfMjwhWMKGkb8aU+EWEdWFqbiRp4mrFp1CHJPkvWmvKL6lc9truPLJaxm6yVf+Q3brUvylDCSTfi9AQP2CZFDe+uQzcZg8Nir0ruBqjVY280YyF2LHVjeQ9ktsrVf8UAw1V2bssTdS649s/yq/1gdjL/4wAFHpBdG0k6M7baGiFLArsPDEm2Cuwm+8QM64R4rKAhq2/NLZJ/PLYnQLPXItdNWmjkE+MVf4czGW+uyHp/C+1mQUbeD6c79YIcyKt22z1Bg4/pagaTjmNqgcSAyRF5KmxKwRGOGb9pK9YkvsFcjt5NZT0tTRLb4MnC6BeEaTPaIJxPXvxohFEkDI0bUa9/xtcolsDrhB9s76Uce43tHv07SlWpD6IPAIiE0Oqhv8bLyZISVP9T9i/D3rWCoKV5ARgjJb+qd1NSv0OHwSGzEzWXpfK5IOsXEBdh7NsA6bCiNno6pwFTrMzpMWgVIowVuoxfpaB9/Qa1mzysHh82ssITSJxOY3C1TzbuWMXaKA02CgA4tJLSi41ldCXdlyoksR/kuY/Pj+Cc4ms4Jxnd0jcA3dmpnvAwwV3g4wNXzQVe9PlcDVokMRXdhFFUKke9gNjD2958hklwT618RGP1dxUUS6FJUo0SG7eyFYctOyv/O82g1L75tc/SstnEbm2LPjikyI24eYqMdqfZFp6uXOnwpeQqjlLnOGvph+Fu3E0tLiOp+NI+RZsy1see7bGlAk+udZpNXvm4fdk2xO6VOkEFV7C/r/PbydKJvTw9jg8nfNMsYgsO+YN6FcNTbvlECZ7O0dUZjcP5OJJFqTpOFCejYATe6Bck+hefh6WR5UaNIY4DkyCrLSdCI4KIKbjJjOW/LGQw+mwN3ieEBLVfdXkDhAilxYKZeg3FQzRJ/rPfjvshj+fAN0SiqQrfCa8s8qJPWL5DUqaWqURdqxVdAnRyKJuhyXIJYQeMSogCCTg0xrCGZLLhJx8b1udogrY9JKTw5muc/yX2DqrwJvHqVJ6YsWrEvNG9eZJXpJ3DrZSfRRKwhAvxkqIS4izdXW3cwE1p/o9O3piMiW6xBvroy600IXF08gyT3hsl++LxSXqoIVdsDqPycoUAjv6E7CPVhH2EoCBd8b2klXSwxS9q8z27Odmt3MMpCkBZ7pLjJt9SpqqCaIGPdTLgUreDOcUBafGF059+BZaPoX4lAEJherVZjUcBKg6/XUqJJNvmVljFcsouhMLzvOHvo0aIWzE5B8RSb17E/kf5foSyyjsDB7yZzY/WovJcwbeJjDYAjp4JUKhmiKEjjPJA6aGAiu9QUnR35SxFQVWDxUgi9jsdaZuTzJWl4rUn7yGa6eXpvpAgxw4MC0fuj5pR9Dn1jsgZAKTffr2GnnlhUjzO9uDizTdg3CQNPtK7R5RHijtqPm3j9zPf+4gw3O8C8FpcxgmvD3wXmHZhhzonZgr/1My8+cFdozM4hT9+WZlBMmk12Z5M8WkLL7BKI7FhwJAfKoF1YDFBuhrDqc7X5tligvHRFnxUpccR6g1o5GBnOrfbrYxlPDC9OTxACEEMi56V9OHRnPD8gmJdIcVtpI/qn44zPP3Mceri1gomcRd0VcQg0QFSe1MplbN/6xNW9beAqpXYZIlLgKDNmElTxbaVt6Nxvpc0ITZi3h892MxdO3K6hjnggiOnljQkyve/eo22XKH981GzyvHvgg0ynAWtNcMwyHe2tujd1XfYd9Tu4qwh+zlInLxhluXLRnp/aknsiVjhS6YLlu9hyPVOE2UstxV2Ycip9S434KpoExujbWs38ZScxeQNsyy6gdobG8yqx0QdVO57h+o2aq3m8xjtfAZEEyh74X5kQr0DvAgsScxwwsWxjm6zRRgjDSgMLVxddjo9efjvKdd9dq/+hCYh9Ek2tsRyRV388qOEtaQlqXCs4rJK8RhQy7yH4mKsF/sLyOh7y4iCgtF8+zlBTgD/MKDAIRL2WTK36ELB8cvkd2u6S3OIcjCRXXYdNwQqyhlxV+HMItQ15+XWMTJXIY5pXUk51+6FIhJTbonBK8SSJGNFCubmvYqgWx+fZ7d03Pp/DTG/RCyr1wsErwy4vktA0n48YFz6sBvDNcBTy6UovgZsallyTTO/hsZ8Zgdi/AFn/0adyEO7yvi+q4BJzbq742NOsU52WImlS/YRW0A9Z3vZhITA1XcRhOKIXjjKsUOmZgrV7qxcRL490Ee+legm8+FEeP0mT1vHs+sYEYbLO71yP2ePyFbFhrRyGFruI7Be8ZxfKnUx3RD9VLCioSiRtm4848r4myfprDwWdYbyKYj3bNlKawnAuoRD7R3eh848ZGICkc7Hff21AQjNffFSWrFKTT5LhMRYRFz9gRI7GyNHwhHH/7ChmEwnAuRpfkyRvRwWWApY+m8gaH2CGIVjTrsGJDXnfnK4c1ljObt22LZwx0undegdYI5yr0r4JbPGNX3q8owq+9wgAk/Is9+HuovyE+53y+MO3Tfz0FNKOGFTqXD4DZlxia78luWANOrPD4PP8OsPQB27Z20/K6uSFlffQnvrPAeZWw5Dlq3lnCdPUXTiLqr5i2F8RhlCFZi+fxYn4HyXY1WVvLRFzUFLxSs63obQeqNK8JfEBBBe889pnrPxtCmzbALmeyBEkIQ6ymkXfOB+zWeLWnnR85wxsEiiP8TMkpcL0FvbcVKFppMOvG/gPqxtidG4kYPKztwGtMkew+o/aPXk/JfIFm9FO1uJaNzCJ81q+kOmh8MNDPE21mlu5/GLvyfuIt4l5B8UrG12EQqrPkQOoYQonvufmkd27abGOB4LcYwT6n2lmgxSbxgZ+bfjJ/yZTBFyFV/7L23iFk7BGRM1tk5J0mJQ6k2lRK2WcqzZshl72EyXNJg33AljudCuOx+zP63cGZPs5k+/MqWOdzUsFLiptCTq8FkkKyoSFHN0iVy4ZX1p5B8kVSSPHuVXIdO5a+p8mVnCx4R3ASbXLdb/U8Ya+Pq8In3nGS+eAAmVLBLqrjrFTPgE00QszzKQgRmnfi01DWvwSe5e+yi4YWjhS77HNojHcajKCViowj/CkRWyBpf9dFEl2EC3JEQ6zt4d3yXyyp+67H4iz/lQ7B5n01QOU8XQJ6KwprlOJ6wfHKC0PMggUO/EPl7xQoTmYHIpIcrKVj3qnTl246x62Aui6DKB/B0ZqfS6PK/ebPdzRVHn/xLQCn7XKyl4Z+XeyzgP9ovVXZJu9UdkGXvYcvKwcxUqfSI4sJA9YwMkvAH9iA5xCS/SEFxKU/0riBkRZdru42r3t7wZHuYPp+TPVbNqgC0t73s8LPb/IuW0Ho0OBbmSd4pMO6cfCzLRiLkwUjtTSFJyByqla+uSkzebskpxltz8wNMpSL3gD8nbTtaVQ69LJMxE3Swy6c6s1TWC3HbQ+qU+52nTQLWRFAdahdtyF+v6jymEbl+0kqxNfy9g2b9FoQrg+ckQN08XIVyNA5fhU6iIRT/b3rtPlgDBB6FrJqU0tI1zKw045EJd2eZy8hmZBQm/0bxVgrx5l+ITRleFOcKyhwvLGWaGHF6ZGw6mjkrxJEvDzBvmJOi8zhgglIT29xOsC2ODVZzZYVWsw/K03u3ejjYmNbWTe9LI9UknCmC2RzizvTNym9paVTk92LbvW9EqhbTxiD6aCiL6Esm9cBzVXZ2N0r3256Hl76Nj/7ZEM3aF58wAWgeoRjF6d83b5llS7FRJJ+C8HQNXigR6FixqqStoVXQbnNrRg21uMyABv3Tf7+Np1RHua7DfKk7pzPUNJNB9vbCsN9ajH425L68LAO8CKlJtsSqIfYP59/vWuNVI9594Y2bahaUrpOjQ4ImJ1uP9jJRiQdxImzIfqOajXv9/LDpVK170nV/YedwnGGSop35w8f/XoNLwPLj1DhF8HeBhsv/d5G2hJsxClDSkUF27yxDPGzqZS4rJoeiFGCweYe4jUh2ZwyYU18AnFBS0I+gAjeLIS0gwnvX0ZgPLRRBRmaeLVLJhU+tqC7BAqYn4uTRD/VAxbqD5+eNAT/eUwI59nTqvtyvSh/nxtoo6UFN+pHga/taddPaU6n1TM6EkdNzD1p9YHKxoaNZCqC5+HoM5phGbcitVcTSZG7+K6vYpGawApY9Ka1ezBKHoNs+18TA60+rxAXIIXbZqIy3ZrHB6b+ZsalN3H4qyP2YJynH45F256MB8jk4qg54OE7/lSr51kVP2XtMdHSf4MwL3YGRMt2X/VW2sVB+KkVZEK4n79U9qEArKWXD7cV6UboFJUpABO6Bgi5g05fTqM4bCW0MMfP2LzecKM5hIFJ204KNUT0geuEwhszIzZAE13ZuU6ht0f4mwqthZaO+XmjpaRFadJwv8RWCmGoVHh76SoskBuuiWQziGn6j8T8MtXSC4LXqAajAlZVGkBJ7sPgNY9Ez0MBlS3cRtZzkwL+3xAkFcFlteC+sajqzATIMsLO73swxBUk4JIrBZvbnIeZ2fiipMGzB15kRvLq5eV5Qv5gWUZBz5JpytyuLETbDIlkk5oNiR6NBAtv/ePe6KaNvKil/QWOY8DM6DLbwtVuCQ88B4Rp3KfoiPg7PES8j2yU0X/gcaVC34684akkHJjGok8Z3q/+s5ArXReneu4y6YE7PXdUN2OAy0D0dVvu8LEFNvyDI+CMiyCSoGfiQ+L7gEhWUHjwvCg58CGpHoACw+JuTvPAi/vc0/A6CUNTjEO5VuBJ7Q5ODQc3FrMMq53vNIGAIsote3wm8jhjpCcj7gbYB7CjXBVaNPFLw1i77BTcIlJuZWxU6ey4RwdRaffILpD+P9Cc0/Eb1ERgZ4hwmnxaJGXoXGdl+HmE8BsUuKrGDsCzq7/GxfTnBxR99qDDeghZ1z9WPD6kYsKoHv73VgjVBg6sfMTM1t64IeK6gi7HajYcLZiZBkxzZe0JLbb1FqVwzdwnqduqV7ouYiDf7v0EonZfz18Qoy7TKL9ZseVIe8D+tpDxJkompelWWNLSZvwap6JsfBgEIaLLBDqA/apL0vV2lB7nHokPbBH69QnBuflu4FUQq3rnbmpwG8eZwk3UIy+HM+u6iU7ivYiyujNI642no2DFmn/4dhqsHV6sxXpDMC2u9ncUNwRZuzHiEnVo/G6r9OU/bQT1Fx6aq8mK1L8u2laoOJLX+VpIRHcuJdls5HIuwT8PkCLcckoHD63c2K+syuKuZGXCIKko9/MOLlkaQi3LeFDa0XbNZhAbEwfnutBSWnrTy/Yu8WgLV7fWoZ3+9PDY6wxfjFU5ic7JRLXv1HRTjTeLQK0KQjfaVzCE77GkDNSNVsQOjTkMA0/80IuLIKOm/CruUZpxyWzVLWXN5yTnWle1n8tZXXl5Ass6y6d6MNQ5VWH5mQIfc0ENcGB3rMlHWwxxhrgGaq6yh6JgEr86DLuwJdSEqjIthEJC/vZedXTvc4p2RWXvsYCPRHXnpYp5/SXrl4HefwPU1XhxHD63oVE5Ktds0dSAEYN3je4vaXqvDUgMdMSCyjXHlQLhQm26xpfjTGa6unlsVUHXqt1BL93AHn/C5dHGtOqODLi6G9IF9qZqdRy5gGWaUTzRKQ3zlozNigFvm4eT8Wx/p0tc/bWMv6yPsTjAhZPqGe5KGV6j47ZKoTOmI9Ldom81pFKZ6UqiY/nz+VDrx5FtiHCA8oizEHFxBSKRlz1fFbvSh0K0iVPUo5FzkPY5oTY8gKseFm6PTMjrTx9fdRr8CI8iT2zRMaahoi4Gosu+LIPzi+KDjCkqF/0MJ9V2NIQ+x7GrgJGpxdPUJq5Med2Qas6Gz9bDm8FUZil25lV9DT5JTHPKX5/YAdDdcOgVhxvaXByiBxIbI+AjcwE90hEziRbYLwMyPy0Pa4m2i7ibbsVnziIvda6/5v1xICNxFcTQNJVQAgCHVs2As0T9taJkcvXAeTbYG8aLUdPDTmvzqZ1cDJTwmNGYs2RtYFUWhVioWhVssCpJ3v2ISv6982KloWjRyCDmj+CL0Vv2JnGKcHFHeAqwKAlzTRUY/p9W7EYeLaOnIVoNKRiz0yNz7bc3gAWYw+Gc2+kFfzqi8PxnGUGlXxs8gUbMpbltZU+l44n/5h+LF55K2o6pQL2U5mInHkNbMpwoZASv2Vzef05ZFtheSpEeWrvMam/Iqh6ueNHVA+xm665eR4rdrGALK64LkEA1Z4S0QTnOaWOrqbK7iuQw+8i4VzGAeIuWcX9FLDgAiG0/fBhxogF71ZTj1ari697t3M6FmjzgiviCW6MDZcDRDxLtLxMIAbzuMnG7Fxq2/9i0I6R0TEGsklddO1nhJ3xYw9CdUYNzWhLj3h9GqEo/mkXT5jeC/jfernt/zDImaAUNmJNNZMQIGnmm/vAbAd69uEo+XAqne00VA1rrKlBjYnlNuAQv28vggrbnF7d1xEGuXGBcJCGjvGV35/35p0LPn0nbL3nJ6NhFNZX6m8HsYUPzlIoD9CnTSypIBZ0SQcXADNUTAAVM9MAV+mXS9MRUJ2R4cs8I/D8vGSPRjout7MmPtlvms13WRMTSVCVllR9xqAp0e4wnN8/B/OwEsZaRekFLyWE8yVn+KAmw5iRaGg1kCyJJ8+s1bz3jpzBaajI+dnHyBnkAGLuuFUtNfr0n4QRd3grcdjgSLHUD8HaLAgXr2QBhI0/NFgIneAFCHaqe0KYALQybYeqdOsIMMLaOzJWDFmyQuTafijT7iDk2+0ztwZWbsU2qaKXsj3YR8X1VatgyoXbHYmake1r8nXtyolZy5ioNtGWtICCPGr+t4EGGsE7foUCUzNTNrcbXoH7erXI2zRKyB1Z3bMgghHOpXEnLP9WB/1eYvZ1eKaL14+JqvsUve9JY2/JqgYbbxWOsmjDLRadeliIAggqhkB6kS6PVtPQiJ3AoFCSI/gJEpAa7Kf3I/allYaRsxwz3F/6oYhsYPGRo7cw9jxaYW7Zve8OftjubsGMG8NVqhLEA4zED0/QdF0TucOE3EZ89HibiQSGjyF+7nTlbg3RgljXB5m0pRPTgU6k/igQoRJsUMW24xWS+riO4v7KaUl3hIOhcC7CkgpMwpcPYVFX2vTe2xyK/kRVnR2PEJ8zO8A8fh3uI8sdRNiYTGBzx5HLPZ5BxyECg8MNh1BlBH+/CLEqXHdUlPoxq45XMCbUlRXH8bNM5tL79ikPDrpeuo9cNrWPNYCDzlNfTS1eWDtqr+TVGa7izFpJSvVjuokrK79vWz3ZYu+9GFFrFjBhKjwOsuj4+CY6CZJVfgtThUqrM5fzQvIFRhlvtunrmlWwlrEPk018WzTTvQ5YHfSt8ZkqRGSIa/dQDW4+XPXyfc3lCR5UKvMdwiqqv76ZOQVldXc8fFqCHVwlFAPy3+g0pLpxp+Ov33jV/Orn+UGSX2/34EFf3XqrTbmtWW6p+BQ9zAn7pBWDqSuZUnLvGP6WQkx0F5rOe8SUOfY5aTHR4Pc37PHPrrhTgviAldKiC0891eYp6P8xG/OHJJL6katP+900JKLVFPDL1lZJQvKAhhYDhOFbdDcBW77H/Ik4VJTeZ8uJ0c5E8aCW/hysDnaMZ/2Kjp6rhgQrLkz6yNJ+nuYYEgg+PXz6j+KsqiBgmR+znMylAqlO6mCZ3I6uybZ3BectIs3DXPg57db7npwZcmU6DI54y1gvjDu3RzmMuY813UIkTaAzHoIlL2tHKX7Xn/siEcnyU35yDnUFIXc48kOf4EpRedkTgp7Q6DtHr4RMi/8y6coaITgdLpLVQAMGmoBHIDuQPnpmcjq3A1eTMfni5qL8VpKnkdX4BrT6+9hLDYqFu1U/kR132V3b5/v+YZZ1hP3JdKOCtgQGPIJMsa55i3iD1c0YabF7qvd2EiOYIccnzclinm1jE84t99Y3wjUXsx1OxjccEcUhSRMHeLiV8Pc07SsHAX7ABpYAk/M0c8r0tOyIDm+HkRk8otil2eAPKpIAzhyLaKEcK5WsB+2/GAgAqXxbbFXW1vaLn2E00SoNBtVY6HztHszhKqiXH6Jdyp4iFvARCZ9jogGLYSMa1oBJ4bxKIgleRg+vHnMeD8HZdiv816zLL69XVKWA/oBKGK5ZDtnfYUL0Mt4mXZejz4xcJ4QT2auiQysGB9bHTdAcZStNQeBfnG/cljaZ9hPp+pF6O2autMPYPP5qFFKkH2z7n+8jxJ4ZLhbz1Tyj9U0u5jNSN3NDsNj8BFcMt8FLCPFGr/eK+sMbgsxjSVjz4hcUxt0YUx33aVr+mD9LxHhP0yEhJyEluryQNwyu+nVqKklYpweTzSUet5j0+pXZA2SA3pth6RPOh4iGEJ9jUi/JNBceFmyD6AXzdpIR76kt420XPi7afpdFl5G2r8xS64VdZVXaQKnGBuxC0CDbfA1DqHhRHnk6ZI1ENKK/lV8ct87zvnkf1Nwdoyi8amJ/Y7tbA9ylOlxYG00BxcGYQle11s/CIfYz+aUZYkS9FhBcwWr2YqIsxla4AhA/ZAk8fZGq4eb1djKWsI6oljxE5EEWqrkjDGextKZXWVhoWA0XbRwxeLIve/NkEOwKClfjqkENrkpNgganl8OLwFsz2oUNE/WHxMlZc+60Ha7PvPBNApy+eTz6uXbl4PHc8x5nRjCXQspCImVcFD7pAhTXlr5Bzp9QfIbwsmS0a/vmKnsdxQpVTI+Od8iavmnvfujuJIO/9CeXypCDdxaBnjG6lGP8MJPvuXIBblreVrYvJ97rOHjrHorbOrIOqSjJ6LPuV2RavUa51PHu2gDaOwqu860HqlDuzHHWT7n99YH+QKu1cQBfvQEt57fNy6wBkfLAV+zM1GS2jnDdPNSjTA8verIHD3DN/WIeDXWqtHek+w7hu5fZWoOl25S7yuqus0tpg6lMtQWKziM9L+5HZqB4+CdFXyV/aB82sZ0Obk0EYdTbuTTaBqzSNNMtF9yP/WLJo+pV4g/wS+X7gCkV70cf66uCBFyM32LUsocTA0FmqqCBrg4ostmC3hyjhCgTRN9DKs/VYnUXeFYWLNYff4wj/BvCcT/6hRMOE6ptlkqAolEY7DyKH90pb10DO+PzTm8t02azzH4rL+3UeuDSB3SyaJPt6sasbqhd78ZviTB5DwyA27v0CO+R8JFM+vgVQhvkgL8IReTvpeZxMDtgkXYE3f79eeolOugevOCrrY12hMzxjKZgrz7JxKTalV4sLzTJ/4lptdtnBj/yy+Gpd7AQSmq8gh9BJcBBnAVAIsnbtzW+s1EHBFHaUnlHQzLV2DdvwiOdpE6tsq8OzBeuWZhBtJsvC019xOtTd8pW5p+P4b+rj8pDvqJknI42au2/Z5FBCSeAxawdNHtBi8+RATYRgX1hZIWjPAJxuRdXckzL+8mJ5U5sR7vl2S+ulpGxpGjMPJ5rFR6YZJRZDKN64t+8ERXzwdXJfe7QhcLaZ8xStXxrIHULSlnuSnST/KX1uigEjiSaBqoG7ZypKEZgSocWAQ5DEQ0zLXExAvyNTVYd6B7OT2TO8x69L8s9wHa0TgKmZZPsu5h5IHjiyQPyX8G7cjiX87SF2wMS4c5QbVk2V94/v1yQDRSHR5a0ndKyDvQ8xrGQQnAj1sKL7Crj4XF27oBoYZnPXiTG8UX7lKNlU6S6Nb2OTlaLox2FyXhrwtYDh/6gohACQzJS00tudhGtP7802dkoAardJTvc5+ExNgd3ZRpQkMmv4386mnlG27XgrG2jpzhmIfCxPBpxMZWmRW6qibuslmQ5vHIpGDWN/v///Ir2SXwE+qGJv3DqeQb4RulARwSxtVrgYonrSFFNBgCJI4tlNJBxJ3Zuu+7zOVU6Sa7fQh68JiKowYGAztT9wPNOtw7j5PM2NoAyDNmDGPb3ZQPDyNfrqULGznTi/l+excRbGzvPDKEYoR+Ja+NQlqsvoZwmAaRJPKmqVQ38INbLnxyZJ3y3gX0MM5GHvw0P/j4KWQCpNNRfNqYQ6byM29RTBXgX6+yn+0C3FlyLKJX4RFCiV3cVzegHUAnLbu5QiUjhsdvOi3p8QsOevlKABr+yV3PI9OrWUqIU+U5jgXbBHYBsTLeGAgChKGahbwbHbTA+4v/l+C0XJPbXgkrglkMr5oWZe2CDRAGTQG/KLUxbX16Iqw9wEBgep9Txd82QY5+uyiX9k9o0KO0U78JUhf52LWNqkvIH9QU9QXaLly9alar9UXU6Df9ecR3N0MEzngcIqTSvcY1ZTF5k1S0gD5l8F9xHUP/K3GYnRy/v1fzrmjFOBfO/EzpkxQ7pa+qW7Hi7UfHErEDlPW6XPonO8KCCgyVf6b4yNOdQPIhrVEbnytUiCwevYmmsfHuV/d1z4Fp0KXaqVMJBzM/ZB5UZgZ3xH9yxL9PHq5XrXhwm9VSW8/L4NBY4PJps4snz+vn0WBSVq+bBofpxna7IJEBAqVGtejoByU/RKhM2QL28DmmC2IWnVDy3G2llkxMg0e7qXgb8p9lshuXa91emT0NCQO+4LhtHig8cyNv1qixVSKMezHUvK87iTxrhuDx1qmiPxQ85wVphQYi3B+jn0VUVCmguFpfZx8XMXqlq/+SMaKMBaaI4KIWY/T0H5zFnx7+7vwwkgDfiKntVQPmblNPbOZQnPZLhCk+x3maglxbHPvljz9iaSUSALjN3sG2yeOiie7tgMi/FYKiW4vy8/BBzLX2/bwnjfoONnUQKOni8hbX4OCwC+9KQHk10v53c3GrnbZv1aKC+sdcF6qvRPq6UvNVZ1vTEewj1o5ILOOg7KO/D9bBrtRo4dn+eWfiXydbsJT2F1KqXEbqovFSSJybB5uvUjBSVQOuy3zfBg0LIDdacNN/NmdV5znMxe1JN/IYDWrcx4xSaCXolk4nnlkn+8tSNbyBYCAEk9cXxT/5DLxMY9NgswHqsJImUxY4eiu4u5L0Ny/cY6MLvK8RlQcsKdhP37R/wFQ9nF8A+qjrC0IAJiBSsHt4MQo5XM8HVdrf8rPHbg7hJ5ZCerw4oK/7UoHs0UGqpBeWET2N3z8AX7ASsrZ+nFo0TLjqQ1WWawptVvN1vXssKkuMvr/fcJFqo502Ha+0GWkgoHHH88On+utdHptRlmG/DQ4tC6MiNcZYyMpM85laJs6MVgJfXWybDiOR/hrapnGOpjgWzBSPyncmDvf87yKj8nGVQM1XN+/c9WfwVqloyVA9RvBQ06oHBFNYkC7FLKls4ZFb/h94axWtpa/44XIaA4qlvWIyB4xsCHqD9kv89zelR9FRFKJ5eU16m3aiCRLuPiAfATeJsYJby7zfiktL7w8hIUPxUDoIpSGxDD/RLpediFvYr6vYmjfaVroQBxyoWBKt9CAIj2l63ZYYNvm5aAP9AysXlO5KhvTXIFTxAk8fUetFBR0Wc69itipS+n9byHVLaeIfcTJSv57fFJBYqBKjm9MVYtRIszt2bUzGQn/4UHNYj35PGNgmDBhTZ59B2lYvKnkvRzhw/+T7V80H4G2IeJpY370QbuXLWtpa9Tmkg08T7KuPacexjXAE2K2TjxSxpeQlC53riRo+3JB5iwpvYnDtnDIbqSCQB4z75nKLdSvtGVDcLtgu6LFoDzfzwRoJ2wNl2wj9J2j/nASU+wxGUQVe3rDQ+kdQxr1cxbV5N+CI9ciJmlaWb+mT/FjrmyZgmmmetXXXt5QfRHJ1efRsrN3KqEJiuRjPmNRDlX/3p4tFWRib1+Kw+MEI2efJRJcN0HKIx1U7o8AaFCVEhBsskwsej1JhN863cw8hmV2Pohd4WmLtIkpMB2I8L5OSL6B2gh3Sj7RI68rph0u3O62LY13NU7JFCJWgq8jCvhq9z+IAdB9TzNwkNxZuB1fwWpXPh+5aQD86w50H9TQcwHvNJ7tkA+Az1gRJBipodvmnyAwaSnkSLxtNNcpnM1pl4Awe1ts0E/tDYm29HzrkXUeJd2mNmH0ZiX4/wGQ3rVNgji4yNoNdMM4kEwIHRklbZiAfRb28WGBGvMEZ5jAJtYL3D0TEBjM0va4+oa6j4eXFkRjcJAehH0nF+0xU+eL4Y0/zDFHSbykfifYsAlv7fp6jbhO95Lw9nhkm9iMyK8hGloO59DqywC6gxp+9FDhysKIHkHk4/GEvhZz2ofbJ0mXaBtDiruRmdbl11gy9dNbZ+kdd6DDZwU0LdGlW2JIyN9tEda8hNztCxClWcd1Sqv60MfZtFQjOR8cRD+8balCAIJmkEVIJBByb+a2qYzPQpSki7DRZlnp/G+cUr6MNY53tAPjwiTzV4TaihJDmdaGZT4xNE0DCDs/KKBxlWB1LPp3PU5ytKDX0CBZhmVZrjxJ06F7xx41ByPaPaMeZC1/2Tgh5/yYbgdibSuN7CLpfmfS+o4lBsG7v5M8o7NKow5pxDJ7ubdd1FgsmW/yJuFqzBrxGhyxPiVpfxmQARV9e+K9I/CIcwao3le6ofjSjY7efhi17en0ZemAKZuDARrZx4Asy1Cu75Ec8k7X+5sWOYWKu0fh8xVQG3OxHDU2nbbSmLgvLfWwziqRZrlLONIBmOFLMuswELtN38ClXLg6gNFaqQLeVQ6C+w3NRuNl00CwLAEYxBvBkt9j5/PGRcV1825yqugk30/1BYJRdFgg94Yf3jKX0SZbJj+iZzBdYHgFr6qyhR32XyQhNzjqr227PfNSGtadtj5uZaH2uyuDs21x650jb22d5mCqClU3oqVXMACeUn/geGJARz5GC9qHotIz0S6RH75p4EzkAqBPRtNuNHXfIchr9xo01EYlNighW2ijVW3HyDl43ZzDnd90f2BXQvIRq4UpIzlyHBF52CJPt8zAN7QFS3W0uBuw45l/RyH9YSgIPV+M0I+wHT5kRgzxMAH1FFhv6KBbo92Rz2NpZyTDmxNU4r9BeK9HDi5ONJU6KYW+UfLarzx4+ux5H3SnFP5MIxU2vk0l6v8pp13tMFQL1LRDMXHDKy3jJ7SYhY0MUw2u29TuPHWEMrx4M3gG+yfXO9CLv7ypDhLe5sCCSCchC5c5DjaYRKWOnPT64cvgGpu0F354ztXdzFTZN/jzrbRWabz80dv/3+Cm8NMzUXbGPEAz3567Fz1O96psYrNp/CuwVjyF9CsYA5i4zhosv3PKEBVX5gh5W1vyVD1zbOGxzWL648/i6cSf3BPjjDOV1GzsmiLyxnJvgGArUFvv/4H+G971oMbtXp+Lgm4kL4iSYqhokgh8oCINUKGu0khGsygwSrJ23LS+q0zJVdD80sUEzMcpdrXn2W5N+ytWjdssHArc2ODpAEEPYOn9vvHCB8UC+lERSM4wakquo4Do27tLAmzxfXMXBvE1VbtrapiRXVOqw/gEjMXBZxRQxj1tp+X0zb6rFcSOuVy5jwyLaVxGUHit/2qVpDLwsOSjF3MCYxQ48O9fj4Q4eaRd8Ppg8E0rMiA7ljwKyqS6A3yR3/Mf31iQJrWDf1Mze5wFTALgB33NcoYtrt3uqlFL4yi2p3I4CFA5x1d2sBaHFPnBffFRhZE3T3sXQdcIDm+DzIMcuhruABbn1cqTzl3yrG+HCJ6sCb+f565QCDB+2vC95SbambbOgDl1XnvAFO5LCGNBpvZM7cSZ/yz6ON7ntwycU+GD1Tr3OZjlxxIgzHP0FDZnMcDtRz+jKI2g5TcUeHMfrQJPpnL4jbIQSz8lJdGUfqriw1Q2KwiSCa2/TQyLNonHXglvQkM5CEYXTg+q5/ec9XOQgluBUv2p/5JiztQUt0CRBpyD/hdLOk4dykpKKmFtRaBUMW92d5DmWtCppJ48bNMNrYKRn8RWgg1kt9RNsWc4sdQC5tIikFCnISzTAEyHSbtZG4gHSI6gf4tkjBDq0K/nb/zS+FKbNT1ctRarpJ5NKw8K1scUQUBXPVYc/ufeLP60Ern52/MgoETpyhsJnI4i2h4Y1jHntpFVBbniuF+qo8OVdyWe9O8jgVojBy3aG1ffIeUH2izuD3h1UKvl8V9lMJUbWenMo/RG6YGzlj5pziwbeNrI7ilF3KNOJiU9+QMtLWELvyAPulEF253ChHje7WmVwWCSHnoqj8lyGUD476489ntMeq614TAuujvNgtLFSHRJ/25d14baqiTm3P3CZM4XhE+uVTtd6tOGhaFGRJM0J0BDHbcFlFsyaFY5zDm67SBJgYRvLPty67YfiO4SpRUYX3UF6en2qQvnsc4Bbr+o9b6mEcawwDDv1MNJ+VComf7DihlOreYJzE1+NzWE25PWJlDKCGMz1FZGhRE4uHiMftWh4KFcC5CJ9jyLZyT6wOXQYvkyqrqaMZ26CbuPGZzv9nA3SHNrZY70uUv7P9MbXyydmVAMBXWU+c0jyItEeUAZPctzDxZQ9IaPzX3MbhncFJ5/OrtO1bRzlhjq4Bx4RT8jrqQWq7PEH8wJ6tKVyF6u/7eAojlthtRlbo+/2x1kdlDiuTzJJJOfV9qFEehYHQm7Q7zYKIAmz+7smDgFHRllsAJYVpuuk5iInmPYuYzFP6a9kPTloFnZlm7UI00CqOjy4D89VZ7IiD0Lkhiq8AlVwzUWRPRx4TBTx6yG8r302VJPRJjwD2UVwM0W+LRcsZzEV3xKb15SmkwD1xRxck/Dv6USIRewDYC19iDPH+PCP3ZUe5ZGsZwBQFUxfkVkjS4RMjTWNrrvLb/Btb3FhjlSM/Lt9W7I+16BxugrPeCXcJYntkQMnEZRbeQFwOI0yGLuP236gVoCC63rwwRUlZyxozTChEj1FIqndcHLL7vHvA8CDCIGkjrS7ux1gzWX58B5zwhLfvNqMLF5aR9swbXdxyt9hrSEgV7QgteCH4sdZyV39oJh6ym/ecNCwzyBWv3JiSisZ6iOBPJ2YCJwe2Z09WaO29i+DN8eak+4CfCHf3w8CQG2UqjAjTMWZgRiFnIo6vzk0p6VJqWk2OSc7N4LKbvagnxF0l/ysu6mP4DnS/Lc5B4QfMggRYcSE0nhebiqXpweOcoCTxXMv1VFN6E8zUHBw8Uxd5WAd/mMWJwUnb1fBWLjokMzkHJkOUTnON0FBC5o2e5wmOnrF/IhU4GFf+5V/oXaFH8URcLWzk4f/LUfxDCTjKEf9bE5MdRzzhwpvnyoNtK2iDCbZHcjWb1LtukyUNAEdtNVzEmFllorc2IU6ugwA7tlUM0CHLSXSTKyq6PKbCciCJ5rJJHvcKEumkvUq+QsV4yq2ZeTdamKZoev8HEumQgL/wsEiWZlneXqugk2DkerAxOByUn4mh/13UoM2yxzq/9voJ7jtLydWG0YyxnqCYzSbqYsxPqkx7o8ADDBiWzODMKK9Qb7ACjAm8ZjT2b2OOGXgVTTksxDVWafIy0QEOLvY0Bcjeh3IPiGIVqlfU9xjVMWapuUfAHnL4nsB/1t1dfXZJxkTNSyYpIXMmt96xOWkxCPy2GSsVv0FZbrfnz4duy6LuhxBKH/zYYkUdSbR0RJCZMVk/v1LVljO+Ruxwp6WhP0daukdaYggLh31wRN90Gqe6jSIlooePRQEoRru7ze/TzN6hJHMAR3flshHLLwWgnqjn98Nb6YuovYZMj6Hr3zUExyXgEUU47xCeQBIVUBaz9rMDns2rNXNr67o9uu2OCCvDZ3NU8KET9hL7iy2SCj61kNHmVz585ox0jHaD5SIas9ev4I7VfmZyJ6Ep7Rw6TcIk3xur+4Blf782z36wAplJUabyVGhlU4FZiaJn0cj/FbcezmF1mi2MJt0fJql7QVSrcU4ZNQ+9Og5UFpLn7E0MYE3+Ho5mGIxmiOCx/4SR6dpNH1+3SVaywzmy9+Na+FpTEhQDe6ng3hRVvMmcgOIOrOZfIbxw8CKdcxrE6Hw+8aEgb5L7m9k1ZWo7MDGmZzKCIbdbiyIwZ8g7H+8iVmEIbmaXbXFcuz+3n4zU/mcRA0bCfqf99vS+mkjtUf6MA+q8IE9l3UhUlbxfT1MUqECjpI/atVFCKavECsMLIhMS+tBQDQrjVZx5vaGLi1mfsSpnzUfnAjsa3fPlr46xPI5F1R3plvm7txUH11dF4Ur+SwqzT0e1k7aZvVrzRO/JjsERaVZ9gPBQDIxzSnnZLv3DqNsskUX/z1kwNDF44ug3whBEqrkIs8qVtWFNFOGFcOu5cEqwaumL75eA1bPZ4BKpXi3Z2ZBPxhkSxl1uNOw3+Kk62ZP7oNkE0ED9N4L5W8UrYADL4jK05fiIAQ1BEE6mVnqdQcd2hJPfVOt/vNMjsDdeqneyNHZpZZdqdBnhrkJ1u0RSBGtOvbo/f4Or914fiX47Zirg2S0R4JMhQJ6BgJVpH+5hQG6VXdzIbGKEQcPRr22dma7LVZdCTjdNZHtWg4YaEJEGWVK3khHvGjkVDo8ktclrB085iwxQWz4ukGm1yQcU04hd3NzxX824RyGT2GugionPIHHQdAyJALjTpvxIwUe1HCCim1rgyELbAHDT3TKyfyREcFn4g8NaRVjIrkY45XaHupY3vdiJvJkvlimsbU4DLqXL+F/f/m6xNhIOcUBe61y48i4pCXpRGWGyBbIbBu2yKmGr+YYRwPrOeugE7ymM6ylokT8hW72OYF3sP+sSiQNu0qNIABsgsOAiTDJAWMuwvx9ZedSYsRLbq4VVA3/QcjGbo0eJP8hvRqoJ6T88MXutj/qftXdUid4UldzuYyIKMRmjNcTJ9Rqz8V77GFzNtMLoP6Zjni/5S6bm3CTbzAJZG7pfuZxw2Luyn4UHd7ZmWzhB7AboknDjlomttbsyUQViNR+jc0bwb9bMXRXTqljQ3s7XPtLkqqOP0vb0P4FR0T1imVxIcrGFZ/6q5njdwFurRuLK6aQjxjCn+zpa6zbD1efEC3nKzr+HQnUkjQr+6KEUQeXoplcHK5WIkeqrVysIVItvwRIWQjZ7mfej80HrcIVDAbwTup8/OO/K3R8qZNRP07mLDP6SoJF4A1mZBlj7QW2j1gT2dmUKjzH7VmXjfdLK89AEWYAqEKUOfK0bhUkhj66FoHThI3zakgNDdgPAOiWMfs2HJXQTRYmGMuNNC6Gfgzme/gSyHM7j9qwAftpcf9XYUV88i3KBBNkBFeHSORUOk2irI0JpXD1gtU9MsnBSF8fL4cEXqVfJUY7bPrpRN7xvCbsIc0PFtmGLFXzHGwOrWHCZ4/59M8Zw3RR2Lfj9j77SmCa+GAKOtVlMb7xla0bHeddRh0Ar6FLhQCPw23X7LhPJVxhhByyk8TcIZVAVHlkDwKfLdFfsVR6vGjtYT/mnkzynQNvnc7OtlkSNDuFc7waV9rt+c9uyt8O4viZlQqpWoRKyTuaIJ8r8Dvcj/Q1HqrnLryBx3fyIQ6bTpYBkm9Ue8coDpyhT1O/uYSSlUgDqQhI+/litUF1cbAbIdb9OKjDenpZ6swavaIoQFEG0fsU9nD2gmw8x50ISmeFjKqkproHDNWG8G0oon6gg6Q4L54tR4GioqB7c3YwOyddP8DnwxLUFzSNU892zuDCU1SN3qYj8QKTKz6WvpFzndOQBl4VvkMj3jO6ipNiIGnskBdD3uk++j9aJRB9oX54j4vm6ZeD5XBV7aLr4zKaGFrjLft3Wk/9MGSi9DNBjzFBDP6milsMBmX4XHC8kX7QtZpLTkzdMDG8kuuKvur2URJXiSeyySevbd05KBA5baYuDYYYw+nVXAB7omRmpOTWvuT5YAdfT7yHtQiTyWExIryU7OD/S2PrIoM53vZqh+0JdSKia/Ux8T5TS1oMkEa81gxduNXHI3pS2IRTh1LwcYAFfjMAsSCsVXZvtNhNOyrUyYTpP1I5Q6NeypY4A2Ndp0bQsDgJIIVa/s/pdshNPX5/UIyEySo9wrWw7FvV2IzE8vCn2D/JcCnGlBiAKcZHEDbvUbF4qxhRyVJDnisBTBAgESOq7kGjIUx1mFA0G/l0XEb18wvm1TOfWShO/xFDc442TxCVIoJ8SvG8jNwIZI7R/DEPzwYf6jhsh4w==
- Why this page exists
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The chain rule -- from calculus to computation
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Computational graphs
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Worked example: 3-layer MLP
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Gradient flow diagnostics
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Initialization and gradient flow
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Residual connections and gradient highways
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Netflix context: debugging training at scale
- Interview-ready summary
- Probes to expect
- Connections
- Reference anchors